diff --git a/.devops/rocm.Dockerfile b/.devops/rocm.Dockerfile
index a8bc4e1fc..20f6ad636 100644
--- a/.devops/rocm.Dockerfile
+++ b/.devops/rocm.Dockerfile
@@ -57,7 +57,6 @@ COPY --from=web /app/tools/ui/dist tools/ui/dist
 RUN HIPCXX="$(hipconfig -l)/clang" HIP_PATH="$(hipconfig -R)" \
     cmake -S . -B build \
         -DGGML_HIP=ON \
-        -DGGML_HIP_ROCWMMA_FATTN=ON \
         -DAMDGPU_TARGETS="$ROCM_DOCKER_ARCH" \
         -DGGML_BACKEND_DL=ON -DGGML_CPU_ALL_VARIANTS=ON \
         -DCMAKE_BUILD_TYPE=Release -DLLAMA_BUILD_TESTS=OFF \
diff --git a/.github/actions/windows-setup-cuda/action.yml b/.github/actions/windows-setup-cuda/action.yml
index 43c63ce44..31250eda1 100644
--- a/.github/actions/windows-setup-cuda/action.yml
+++ b/.github/actions/windows-setup-cuda/action.yml
@@ -4,6 +4,10 @@ inputs:
   cuda_version:
     description: "CUDA toolkit version"
     required: true
+  cuda_arch:
+    description: "CUDA target architecture"
+    required: false
+    default: "x64"
 
 runs:
   using: "composite"
@@ -127,3 +131,26 @@ runs:
           echo "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.3\bin" | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append
           echo "CUDA_PATH=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.3" | Out-File -FilePath $env:GITHUB_ENV -Append -Encoding utf8
           echo "CUDA_PATH_V13_3=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.3" | Out-File -FilePath $env:GITHUB_ENV -Append -Encoding utf8
+
+    - name: Install Cuda Toolkit 13.4 for ARM64
+      if: ${{ inputs.cuda_version == '13.4' && inputs.cuda_arch == 'arm64' }}
+      shell: pwsh
+      run: |
+          mkdir -p "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4"
+          choco install unzip -y
+          curl -O "https://packages.nvidia.com/bin-archive/pool/windows-x86_64/5B515474-7E78-11F1-8656-C51E4F4B317F/cccl-windows-x86_64-13.3.4.1.2-archive.zip"
+          curl -O "https://packages.nvidia.com/bin-archive/pool/windows-x86_64/5B515474-7E78-11F1-8656-C51E4F4B317F/cuda_crt-windows-x86_64-13.4.46-archive.zip"
+          curl -O "https://packages.nvidia.com/bin-archive/pool/windows-x86_64/5B515474-7E78-11F1-8656-C51E4F4B317F/cuda_nvcc-windows-x86_64-13.4.46-archive.zip"
+          curl -O "https://packages.nvidia.com/bin-archive/pool/windows-x86_64/5B515474-7E78-11F1-8656-C51E4F4B317F/libnvvm-windows-x86_64-13.4.46-archive.zip"
+          curl -O "https://packages.nvidia.com/bin-archive/pool/windows-arm64/5B515474-7E78-11F1-8656-C51E4F4B317F/cuda_cudart-windows-arm64-13.4.46-archive.zip"
+          curl -O "https://packages.nvidia.com/bin-archive/pool/windows-arm64/5B515474-7E78-11F1-8656-C51E4F4B317F/libcublas-windows-arm64-13.7.0.10-archive.zip"
+          unzip '*.zip' -d "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4"
+          xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4\cccl-windows-x86_64-13.3.4.1.2-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4" /E /I /H /Y
+          xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4\cuda_crt-windows-x86_64-13.4.46-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4" /E /I /H /Y
+          xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4\cuda_nvcc-windows-x86_64-13.4.46-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4" /E /I /H /Y
+          xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4\libnvvm-windows-x86_64-13.4.46-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4" /E /I /H /Y
+          xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4\cuda_cudart-windows-arm64-13.4.46-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4" /E /I /H /Y
+          xcopy "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4\libcublas-windows-arm64-13.7.0.10-archive\*" "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4" /E /I /H /Y
+          echo "C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4\bin" | Out-File -FilePath $env:GITHUB_PATH -Encoding utf8 -Append
+          echo "CUDA_PATH=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4" | Out-File -FilePath $env:GITHUB_ENV -Append -Encoding utf8
+          echo "CUDA_PATH_V13_4=C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.4" | Out-File -FilePath $env:GITHUB_ENV -Append -Encoding utf8
diff --git a/.github/actions/windows-setup-rocm/action.yml b/.github/actions/windows-setup-rocm/action.yml
index fd9f8e5a4..aecbcf14f 100644
--- a/.github/actions/windows-setup-rocm/action.yml
+++ b/.github/actions/windows-setup-rocm/action.yml
@@ -8,8 +8,26 @@ inputs:
 runs:
   using: "composite"
   steps:
-    - name: Setup ROCm
-      uses: ./.github/actions/install-exe
-      with:
-        url: https://download.amd.com/developer/eula/rocm-hub/AMD-Software-PRO-Edition-${{ inputs.version }}-Win11-For-HIP.exe
-        args: -install
+    - name: Install ROCm with Wheels
+      shell: pwsh
+      run: |
+        $ErrorActionPreference = "Stop"
+        write-host "Setting up Python virtual environment"
+
+        # Create the venv directly at the cache location to avoid relocation issues
+        New-Item -Path "C:\TheRock\build" -ItemType Directory -Force | Out-Null
+        python -m venv C:\TheRock\build\.venv
+        & C:\TheRock\build\.venv\Scripts\Activate.ps1
+
+        write-host "Upgrading pip"
+        python -m pip install --upgrade pip
+
+        write-host "Installing ROCm wheels for multi-arch support"
+        # Install ROCm wheels for multi-arch support (this may take several minutes)
+        python -m pip install --index-url https://repo.amd.com/rocm/whl-multi-arch/ "rocm[libraries,devel]==${{ inputs.version }}"
+
+        # Pre-expand the devel tree so it is included in the cache
+        write-host "Initializing ROCm devel tree"
+        rocm-sdk init
+        if ($LASTEXITCODE -ne 0) { throw "rocm-sdk init failed with exit code $LASTEXITCODE" }
+        write-host "Completed ROCm wheel installation to C:\TheRock\build"
diff --git a/.github/workflows/build-apple.yml b/.github/workflows/build-apple.yml
index 2b3d14d1f..289e5144e 100644
--- a/.github/workflows/build-apple.yml
+++ b/.github/workflows/build-apple.yml
@@ -60,10 +60,10 @@ jobs:
             -DCMAKE_BUILD_RPATH="@loader_path" \
             -DLLAMA_FATAL_WARNINGS=ON \
             -DLLAMA_BUILD_BORINGSSL=ON \
-            -DGGML_METAL_USE_BF16=ON \
             -DGGML_METAL_EMBED_LIBRARY=OFF \
             -DGGML_METAL_SHADER_DEBUG=ON \
-            -DGGML_RPC=ON
+            -DGGML_RPC=ON \
+            -DCMAKE_OSX_DEPLOYMENT_TARGET=13.3
           time cmake --build build --config Release -j $(sysctl -n hw.logicalcpu)
           leaks -atExit -- ./build/bin/test-thread-safety -hf ggml-org/gemma-3-270m-qat-GGUF -ngl 99 -p "$(printf 'hello %.0s' {1..128})" -n 16 -c 512 -ub 32 -np 2 -t 2 -lv 1
 
@@ -126,7 +126,6 @@ jobs:
         run: |
           sysctl -a
           cmake -B build -G Xcode \
-            -DGGML_METAL_USE_BF16=ON \
             -DGGML_METAL_EMBED_LIBRARY=ON \
             -DLLAMA_OPENSSL=OFF \
             -DLLAMA_BUILD_APP=OFF \
@@ -177,7 +176,6 @@ jobs:
         run: |
           sysctl -a
           cmake -B build -G Xcode \
-            -DGGML_METAL_USE_BF16=ON \
             -DGGML_METAL_EMBED_LIBRARY=ON \
             -DLLAMA_BUILD_COMMON=OFF \
             -DLLAMA_BUILD_APP=OFF \
@@ -211,7 +209,6 @@ jobs:
         run: |
           sysctl -a
           cmake -B build -G Xcode \
-            -DGGML_METAL_USE_BF16=ON \
             -DGGML_METAL_EMBED_LIBRARY=ON \
             -DLLAMA_BUILD_COMMON=OFF \
             -DLLAMA_BUILD_APP=OFF \
@@ -256,7 +253,6 @@ jobs:
         run: |
           sysctl -a
           cmake -B build -G Xcode \
-            -DGGML_METAL_USE_BF16=ON \
             -DGGML_METAL_EMBED_LIBRARY=ON \
             -DLLAMA_OPENSSL=OFF \
             -DLLAMA_BUILD_APP=OFF \
diff --git a/.github/workflows/build-cache.yml b/.github/workflows/build-cache.yml
index 327f71978..e15fc5e08 100644
--- a/.github/workflows/build-cache.yml
+++ b/.github/workflows/build-cache.yml
@@ -123,8 +123,8 @@ jobs:
     runs-on: windows-2022
 
     env:
-      # Make sure this is in sync with build.yml
-      HIPSDK_INSTALLER_VERSION: "26.Q1"
+      # Make sure this is in sync with release.yml and build-cuda-windows.yml
+      ROCM_VERSION: "7.14.0"
 
     steps:
       - name: Clone
@@ -135,11 +135,11 @@ jobs:
         uses: actions/cache@v5
         id: cache-rocm
         with:
-          path: C:\Program Files\AMD\ROCm
-          key: cache-gha-rocm-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ runner.os }}
+          path: C:\TheRock\build
+          key: rocm-wheels-${{ env.ROCM_VERSION }}-multi-arch-${{ runner.os }}
 
       - name: Setup ROCm
         if: steps.cache-rocm.outputs.cache-hit != 'true'
         uses: ./.github/actions/windows-setup-rocm
         with:
-          version: ${{ env.HIPSDK_INSTALLER_VERSION }}
+          version: ${{ env.ROCM_VERSION }}
diff --git a/.github/workflows/build-cuda-ubuntu.yml b/.github/workflows/build-cuda-ubuntu.yml
index 6271b22cb..2528b1857 100644
--- a/.github/workflows/build-cuda-ubuntu.yml
+++ b/.github/workflows/build-cuda-ubuntu.yml
@@ -99,7 +99,6 @@ jobs:
         run: |
           cmake -B build -S . \
             -DCMAKE_HIP_COMPILER="$(hipconfig -l)/clang" \
-            -DGGML_HIP_ROCWMMA_FATTN=ON \
             -DGPU_TARGETS="gfx1030" \
             -DGGML_HIP=ON
           cmake --build build --config Release -j $(nproc)
diff --git a/.github/workflows/build-cuda-windows.yml b/.github/workflows/build-cuda-windows.yml
index e9e941421..ff900802f 100644
--- a/.github/workflows/build-cuda-windows.yml
+++ b/.github/workflows/build-cuda-windows.yml
@@ -83,7 +83,7 @@ jobs:
 
     env:
       # Make sure this is in sync with build-cache.yml
-      HIPSDK_INSTALLER_VERSION: "26.Q1"
+      ROCM_VERSION: "7.14.0"
 
     strategy:
       matrix:
@@ -97,36 +97,53 @@ jobs:
         id: checkout
         uses: actions/checkout@v6
 
-      - name: Grab rocWMMA package
-        id: grab_rocwmma
-        run: |
-          curl -o rocwmma.deb "https://repo.radeon.com/rocm/apt/7.2.1/pool/main/r/rocwmma-dev/rocwmma-dev_2.2.0.70201-81~24.04_amd64.deb"
-          7z x rocwmma.deb
-          7z x data.tar
-
-      - name: Use ROCm Installation Cache
+      - name: Cache ROCm Installation
         uses: actions/cache@v5
         id: cache-rocm
         with:
-          path: C:\Program Files\AMD\ROCm
-          key: cache-gha-rocm-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ runner.os }}
+          path: C:\TheRock\build
+          key: rocm-wheels-${{ env.ROCM_VERSION }}-multi-arch-${{ runner.os }}
 
       - name: Setup ROCm
         if: steps.cache-rocm.outputs.cache-hit != 'true'
         uses: ./.github/actions/windows-setup-rocm
         with:
-          version: ${{ env.HIPSDK_INSTALLER_VERSION }}
+          version: ${{ env.ROCM_VERSION }}
+
+      - name: Setup ROCm Environment
+        run: |
+          $ErrorActionPreference = "Stop"
+
+          # Activate venv from cache or fresh install
+          & C:\TheRock\build\.venv\Scripts\Activate.ps1
+
+          # Expand the devel tree (idempotent; no-op if already done during install)
+          rocm-sdk init
+          if ($LASTEXITCODE -ne 0) { throw "rocm-sdk init failed with exit code $LASTEXITCODE" }
+
+          # Get ROCm installation paths using the rocm-sdk CLI tool
+          $rocmPath = (rocm-sdk path --root)
+          if (-not $rocmPath) { throw "rocm-sdk path --root returned empty - devel package may not be installed" }
+          $rocmPath = $rocmPath.Trim()
+          $cmakePath = (rocm-sdk path --cmake).Trim()
+          $binPath = (rocm-sdk path --bin).Trim()
+          write-host "ROCm root: $rocmPath"
+
+          echo "HIP_PATH=$rocmPath" >> $env:GITHUB_ENV
+          echo "CMAKE_PREFIX_PATH=$cmakePath" >> $env:GITHUB_ENV
+          echo "HIP_DEVICE_LIB_PATH=$rocmPath\lib\llvm\amdgcn\bitcode" >> $env:GITHUB_ENV
+          echo "HIP_PLATFORM=amd" >> $env:GITHUB_ENV
+          echo "LLVM_PATH=$rocmPath\lib\llvm" >> $env:GITHUB_ENV
+          echo "$binPath" >> $env:GITHUB_PATH
+
+          # Keep venv in PATH for subsequent steps
+          echo "C:\TheRock\build\.venv\Scripts" >> $env:GITHUB_PATH
 
       - name: Verify ROCm
         id: verify
         run: |
-          # Find and test ROCm installation
-          $clangPath = Get-ChildItem 'C:\Program Files\AMD\ROCm\*\bin\clang.exe' | Select-Object -First 1
-          if (-not $clangPath) {
-            Write-Error "ROCm installation not found"
-            exit 1
-          }
-          & $clangPath.FullName --version
+          # Test the ROCm clang shipped in the installed wheel
+          & "${env:HIP_PATH}\lib\llvm\bin\clang.exe" --version
 
       - name: ccache
         uses: ggml-org/ccache-action@v1.2.21
@@ -134,29 +151,27 @@ jobs:
           # TODO: this build does not match the build in release.yml, so we use a different cache key
           #       ideally, the builds should match, similar to the CUDA build above so that we would be able
           #       to populate the ccache for the release with manual runs of this workflow
-          #key: release-windows-2022-x64-hip-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ matrix.name }}
-          key: cuda-windows-2022-x64-hip-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ matrix.name }}
+          #key: release-windows-2022-x64-hip-${{ env.ROCM_VERSION }}-${{ matrix.name }}
+          key: cuda-windows-2022-x64-hip-${{ env.ROCM_VERSION }}-${{ matrix.name }}
 
       - name: Build
         id: cmake_build
         run: |
-          $env:HIP_PATH=$(Resolve-Path 'C:\Program Files\AMD\ROCm\*\bin\clang.exe' | split-path | split-path)
-          $env:CMAKE_PREFIX_PATH="${env:HIP_PATH}"
           cmake -G "Unix Makefiles" -B build -S . `
-            -DCMAKE_C_COMPILER="${env:HIP_PATH}\bin\clang.exe" `
-            -DCMAKE_CXX_COMPILER="${env:HIP_PATH}\bin\clang++.exe" `
-            -DCMAKE_CXX_FLAGS="-I$($PWD.Path.Replace('\', '/'))/opt/rocm-7.2.1/include/" `
+            -DCMAKE_PREFIX_PATH="${env:HIP_PATH}" `
+            -DCMAKE_C_COMPILER="${env:HIP_PATH}\lib\llvm\bin\clang.exe" `
+            -DCMAKE_CXX_COMPILER="${env:HIP_PATH}\lib\llvm\bin\clang++.exe" `
+            -DCMAKE_HIP_COMPILER="${env:HIP_PATH}\lib\llvm\bin\clang.exe" `
             -DCMAKE_BUILD_TYPE=Release `
             -DLLAMA_BUILD_BORINGSSL=ON `
-            -DROCM_DIR="${env:HIP_PATH}" `
+            -DHIP_PATH="${env:HIP_PATH}" `
             -DGGML_HIP=ON `
-            -DGGML_HIP_ROCWMMA_FATTN=ON `
-            -DGPU_TARGETS="gfx1100"  `
+            -DGPU_TARGETS="gfx1100" `
             -DGGML_RPC=ON
           cmake --build build -j ${env:NUMBER_OF_PROCESSORS}
 
       - name: ccache-clear
         uses: ./.github/actions/ccache-clear
         with:
-          #key: release-windows-2022-x64-hip-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ matrix.name }}
-          key: cuda-windows-2022-x64-hip-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ matrix.name }}
+          #key: release-windows-2022-x64-hip-${{ env.ROCM_VERSION }}-${{ matrix.name }}
+          key: cuda-windows-2022-x64-hip-${{ env.ROCM_VERSION }}-${{ matrix.name }}
diff --git a/.github/workflows/build-sanitize.yml b/.github/workflows/build-sanitize.yml
index e242abcfd..9654cb4e4 100644
--- a/.github/workflows/build-sanitize.yml
+++ b/.github/workflows/build-sanitize.yml
@@ -15,6 +15,12 @@ on:
       '**/*.cpp'
     ]
 
+  pull_request:
+    types: [opened, synchronize, reopened]
+    paths: [
+      '.github/workflows/build-sanitize.yml'
+    ]
+
 concurrency:
   group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}
   cancel-in-progress: true
@@ -28,19 +34,35 @@ env:
 
 jobs:
   ctest:
-    runs-on: [self-hosted, X64, CPU, Linux]
-
     continue-on-error: true
 
     strategy:
       matrix:
-        sanitizer: [ADDRESS, THREAD, UNDEFINED]
+        include:
+        - sanitizer: ADDRESS
+          machine: [self-hosted, X64, Linux]
+        # thread doesn't run properly on some self hosted machines, so run it on Github instead
+        - sanitizer: THREAD
+          machine: ubuntu-24.04
+        - sanitizer: UNDEFINED
+          machine: [self-hosted, X64, Linux]
+
+    runs-on: ${{ matrix.machine }}
 
     steps:
       - name: Clone
         id: checkout
         uses: actions/checkout@v6
 
+      - name: ccache
+        uses: ggml-org/ccache-action@v1.2.21
+        if: ${{ matrix.sanitizer == 'THREAD' }}
+        with:
+          key: ctest-thread-ubuntu-24.04
+          variant: ccache
+          evict-old-files: 1d
+          save: ${{ github.event_name == 'push' && github.ref == 'refs/heads/master' }}
+
       # with UNDEFINED sanitizer, we have to build in Debug to avoid GCC 13 false-positive warnings
       - name: Build (undefined)
         id: cmake_build_undefined
diff --git a/.github/workflows/build-self-hosted.yml b/.github/workflows/build-self-hosted.yml
index 441a897e5..0ef202193 100644
--- a/.github/workflows/build-self-hosted.yml
+++ b/.github/workflows/build-self-hosted.yml
@@ -71,6 +71,26 @@ jobs:
           nvidia-smi
           GG_BUILD_CUDA=1 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp
 
+  gpu-rocm:
+    runs-on: [self-hosted, Linux, AMD]
+
+    steps:
+      - name: Clone
+        id: checkout
+        uses: actions/checkout@v6
+
+      - name: Test
+        id: ggml-ci
+        # HIP_LAUNCH_BLOCKING=1: workaround for an async-execution correctness
+        # issue on integrated RDNA3.5 (gfx1151) where batched inference returns
+        # incorrect output (perplexity ~88 vs ~9.4). Serializing kernel launches
+        # restores correctness. Remove once the underlying ROCm/HIP issue is fixed.
+        env:
+          HIP_LAUNCH_BLOCKING: "1"
+        run: |
+          rocminfo
+          GG_BUILD_ROCM=1 GG_BUILD_AMDGPU_TARGETS=gfx1151 bash ./ci/run.sh ~/results/llama.cpp ~/mnt/llama.cpp
+
   gpu-vulkan-nvidia-cm:
     runs-on: [self-hosted, Linux, NVIDIA]
 
diff --git a/.github/workflows/build-vulkan.yml b/.github/workflows/build-vulkan.yml
index a103c50fa..01113803f 100644
--- a/.github/workflows/build-vulkan.yml
+++ b/.github/workflows/build-vulkan.yml
@@ -119,6 +119,7 @@ jobs:
         run: |
           source ./vulkan_sdk/setup-env.sh
           cmake -B build \
+            -DGGML_NATIVE=OFF \
             -DGGML_VULKAN=ON
           cmake --build build --config Release -j $(nproc)
 
diff --git a/.github/workflows/pr-draft-label.yml b/.github/workflows/pr-draft-label.yml
new file mode 100644
index 000000000..d2594c823
--- /dev/null
+++ b/.github/workflows/pr-draft-label.yml
@@ -0,0 +1,23 @@
+name: Convert PR to draft
+
+on:
+  pull_request_target:
+    types: [labeled]
+
+permissions:
+  pull-requests: write
+  issues: write
+  contents: write # required for "gh pr ready" command, see https://github.com/cli/cli/issues/8910
+
+jobs:
+  convert-to-draft:
+    if: github.event.label.name == 'draft' && github.event.pull_request.draft == false
+    runs-on: ubuntu-slim
+    steps:
+      - name: Convert PR to draft
+        env:
+          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          PR_URL: ${{ github.event.pull_request.html_url }}
+        run: |
+          gh pr ready --undo "$PR_URL"
+          gh pr edit "$PR_URL" --remove-label draft
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 3460485af..af34c9499 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -93,13 +93,13 @@ jobs:
           - build: 'arm64'
             arch: 'arm64'
             os: macos-26
-            defines: "-DGGML_METAL_USE_BF16=ON -DGGML_METAL_EMBED_LIBRARY=ON"
+            defines: "-DGGML_METAL_EMBED_LIBRARY=ON -DCMAKE_OSX_DEPLOYMENT_TARGET=13.3"
           # TODO: this build is disabled to save Github Actions resources (https://github.com/ggml-org/llama.cpp/pull/23780)
           #       in order to enable it again, we have to provision dedicated runners  to run it
           #- build: 'arm64-kleidiai'
           #  arch: 'arm64'
           #  os: macos-14
-          #  defines: "-DGGML_METAL_USE_BF16=ON -DGGML_METAL_EMBED_LIBRARY=ON -DGGML_CPU_KLEIDIAI=ON"
+          #  defines: "-DGGML_METAL_EMBED_LIBRARY=ON -DCMAKE_OSX_DEPLOYMENT_TARGET=13.3 -DGGML_CPU_KLEIDIAI=ON"
           - build: 'x64'
             arch: 'x64'
             os: macos-15-intel
@@ -748,6 +748,135 @@ jobs:
           path: llama-bin-win-cpu-${{ matrix.arch }}.zip
           name: llama-bin-win-cpu-${{ matrix.arch }}.zip
 
+  windows-rocm:
+    needs: [check-release]
+    if: ${{ needs.check-release.outputs.should_release == 'true' }}
+
+    runs-on: windows-2022
+
+    strategy:
+      matrix:
+        include:
+          - ROCM_VERSION: "7.14.0"
+            gpu_targets: "gfx1010;gfx1011;gfx1012;gfx1030;gfx1031;gfx1032;gfx1033;gfx1034;gfx1035;gfx1036;gfx1100;gfx1101;gfx1102;gfx1103;gfx1150;gfx1151;gfx1152;gfx1153;gfx1200;gfx1201"
+            build: x64
+
+    steps:
+      - name: Clone
+        id: checkout
+        uses: actions/checkout@v6
+        with:
+          fetch-depth: 0
+
+      - name: ccache
+        uses: ggml-org/ccache-action@v1.2.21
+        with:
+          key: windows-rocm-${{ matrix.ROCM_VERSION }}-${{ matrix.build }}
+          evict-old-files: 1d
+
+      - name: Cache ROCm Installation
+        id: cache-rocm
+        uses: actions/cache@v5
+        with:
+          path: C:\TheRock\build
+          key: rocm-wheels-${{ matrix.ROCM_VERSION }}-multi-arch-${{ runner.os }}
+
+      - name: Setup ROCm
+        if: steps.cache-rocm.outputs.cache-hit != 'true'
+        uses: ./.github/actions/windows-setup-rocm
+        with:
+          version: ${{ matrix.ROCM_VERSION }}
+
+      - name: Setup ROCm Environment
+        run: |
+          $ErrorActionPreference = "Stop"
+
+          # Activate venv from cache or fresh install
+          & C:\TheRock\build\.venv\Scripts\Activate.ps1
+
+          # Expand the devel tree (idempotent; no-op if already done during install)
+          rocm-sdk init
+          if ($LASTEXITCODE -ne 0) { throw "rocm-sdk init failed with exit code $LASTEXITCODE" }
+
+          # Get ROCm installation paths using the rocm-sdk CLI tool
+          $rocmPath = (rocm-sdk path --root)
+          if (-not $rocmPath) { throw "rocm-sdk path --root returned empty - devel package may not be installed" }
+          $rocmPath = $rocmPath.Trim()
+          $cmakePath = (rocm-sdk path --cmake).Trim()
+          $binPath = (rocm-sdk path --bin).Trim()
+          write-host "ROCm root: $rocmPath"
+          write-host "CMake path: $cmakePath"
+          write-host "Bin path: $binPath"
+
+          echo "HIP_PATH=$rocmPath" >> $env:GITHUB_ENV
+          echo "CMAKE_PREFIX_PATH=$cmakePath" >> $env:GITHUB_ENV
+          echo "HIP_DEVICE_LIB_PATH=$rocmPath\lib\llvm\amdgcn\bitcode" >> $env:GITHUB_ENV
+          echo "HIP_PLATFORM=amd" >> $env:GITHUB_ENV
+          echo "LLVM_PATH=$rocmPath\lib\llvm" >> $env:GITHUB_ENV
+          echo "$binPath" >> $env:GITHUB_PATH
+
+          # Keep venv in PATH for subsequent steps
+          echo "C:\TheRock\build\.venv\Scripts" >> $env:GITHUB_PATH
+
+      - name: Build
+        run: |
+          mkdir build
+          cd build
+          cmake .. `
+            -G "Unix Makefiles" `
+            -DCMAKE_PREFIX_PATH="${env:HIP_PATH}" `
+            -DCMAKE_BUILD_TYPE=Release `
+            -DGGML_BACKEND_DL=ON `
+            -DGGML_NATIVE=OFF `
+            -DGGML_CPU=ON `
+            -DGGML_CPU_ALL_VARIANTS=ON `
+            -DGGML_HIP=ON `
+            -DCMAKE_C_COMPILER="${env:HIP_PATH}\lib\llvm\bin\clang.exe" `
+            -DCMAKE_CXX_COMPILER="${env:HIP_PATH}\lib\llvm\bin\clang++.exe" `
+            -DCMAKE_C_FLAGS="-Wno-error=incompatible-pointer-types" `
+            -DCMAKE_HIP_COMPILER="${env:HIP_PATH}\lib\llvm\bin\clang.exe" `
+            -DHIP_PATH="${env:HIP_PATH}" `
+            -DGGML_HIP_ROCWMMA_FATTN=ON `
+            -DAMDGPU_TARGETS="${{ matrix.gpu_targets }}"
+          cmake --build . --config Release --parallel ${env:NUMBER_OF_PROCESSORS}
+
+      - name: ccache-clear
+        uses: ./.github/actions/ccache-clear
+        with:
+          key: windows-rocm-${{ matrix.ROCM_VERSION }}-${{ matrix.build }}
+
+      - name: Verify HIP backend was built
+        run: |
+          $hipDll = Get-ChildItem -Path build\bin -Filter "ggml-hip*.dll" -ErrorAction SilentlyContinue
+          if (-not $hipDll) {
+            Write-Host "##[error]ggml-hip*.dll was NOT produced. The HIP backend silently failed to build."
+            Write-Host "Contents of build\bin:"
+            Get-ChildItem build\bin | Format-Table -AutoSize
+            exit 1
+          }
+          Write-Host "HIP backend artifact found:"
+          $hipDll | Format-Table FullName, Length -AutoSize
+
+      - name: Determine tag name
+        id: tag
+        uses: ./.github/actions/get-tag-name
+
+      - name: Get ROCm short version
+        run: |
+          $rocmVersionShort = ('${{ matrix.ROCM_VERSION }}'.Split('.')[0..1] -join '.')
+          echo "ROCM_VERSION_SHORT=$rocmVersionShort" >> $env:GITHUB_ENV
+
+      - name: Pack artifacts
+        run: |
+          cp "LICENSE" "build\bin\"
+          7z a -snl llama-bin-win-rocm-${{ env.ROCM_VERSION_SHORT }}-${{ matrix.build }}.zip .\build\bin\*
+
+      - name: Upload artifacts
+        uses: actions/upload-artifact@v6
+        with:
+          path: llama-bin-win-rocm-${{ env.ROCM_VERSION_SHORT }}-${{ matrix.build }}.zip
+          name: llama-bin-win-rocm-${{ env.ROCM_VERSION_SHORT }}-${{ matrix.build }}.zip
+
   windows:
     needs: [check-release]
     if: ${{ needs.check-release.outputs.should_release == 'true' }}
@@ -848,6 +977,7 @@ jobs:
           name: llama-bin-win-${{ matrix.backend }}-${{ matrix.arch }}.zip
 
   windows-cuda:
+    name: windows-cuda (${{ matrix.cuda }}, ${{ matrix.arch }})
     needs: [check-release]
     if: ${{ needs.check-release.outputs.should_release == 'true' }}
 
@@ -858,7 +988,16 @@ jobs:
 
     strategy:
       matrix:
-        cuda: ['12.4', '13.3']
+        include:
+          - cuda: '12.4'
+            arch: x64
+            defines: '-DGGML_CUDA_CUB_3DOT2=ON'
+          - cuda: '13.3'
+            arch: x64
+            defines: ''
+          - cuda: '13.4'
+            arch: arm64
+            defines: '-DCMAKE_TOOLCHAIN_FILE=cmake/arm64-windows-msvc-cuda.cmake'
 
     steps:
       - name: Clone
@@ -876,6 +1015,7 @@ jobs:
         uses: ./.github/actions/windows-setup-cuda
         with:
           cuda_version: ${{ matrix.cuda }}
+          cuda_arch: ${{ matrix.arch }}
 
       - name: Install Ninja
         id: install_ninja
@@ -885,54 +1025,62 @@ jobs:
       - name: ccache
         uses: ggml-org/ccache-action@v1.2.21
         with:
-          key: release-windows-2022-x64-cuda-${{ matrix.cuda }}
+          key: release-windows-2022-${{ matrix.arch }}-cuda-${{ matrix.cuda }}
 
       - name: Build
         id: cmake_build
         shell: cmd
         # TODO: Remove GGML_CUDA_CUB_3DOT2 flag once CCCL 3.2 is bundled within CTK and that CTK version is used in this project
         run: |
-          call "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Auxiliary\Build\vcvarsall.bat" x64
+          call "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Auxiliary\Build\vcvarsall.bat" ${{ matrix.arch == 'x64' && 'x64' || 'amd64_arm64' }}
           cmake -S . -B build -G "Ninja Multi-Config" ^
             -DGGML_BACKEND_DL=ON ^
             -DGGML_NATIVE=OFF ^
             -DGGML_CPU=OFF ^
             -DGGML_CUDA=ON ^
-            -DLLAMA_BUILD_BORINGSSL=ON ^
-            -DGGML_CUDA_CUB_3DOT2=ON
+            -DLLAMA_BUILD_BORINGSSL=ON ${{ matrix.defines }}
           set /A NINJA_JOBS=%NUMBER_OF_PROCESSORS%-1
           cmake --build build --config Release -j %NINJA_JOBS% --target ggml-cuda
 
       - name: ccache-clear
         uses: ./.github/actions/ccache-clear
         with:
-          key: release-windows-2022-x64-cuda-${{ matrix.cuda }}
+          key: release-windows-2022-${{ matrix.arch }}-cuda-${{ matrix.cuda }}
 
       - name: Pack artifacts
         id: pack_artifacts
         run: |
-          7z a -snl llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip .\build\bin\Release\ggml-cuda.dll
+          7z a -snl llama-bin-win-cuda-${{ matrix.cuda }}-${{ matrix.arch }}.zip .\build\bin\Release\ggml-cuda.dll
 
       - name: Upload artifacts
         uses: actions/upload-artifact@v6
         with:
-          path: llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip
-          name: llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip
+          path: llama-bin-win-cuda-${{ matrix.cuda }}-${{ matrix.arch }}.zip
+          name: llama-bin-win-cuda-${{ matrix.cuda }}-${{ matrix.arch }}.zip
 
-      - name: Copy and pack Cuda runtime
+      - name: Copy and pack Cuda runtime (x64)
+        if: ${{ matrix.arch == 'x64' }}
         run: |
           echo "Cuda install location: ${{ env.CUDA_PATH }}"
           $dst='.\build\bin\cudart\'
           robocopy "${{env.CUDA_PATH}}\bin" $dst cudart64_*.dll cublas64_*.dll cublasLt64_*.dll
           robocopy "${{env.CUDA_PATH}}\lib" $dst cudart64_*.dll cublas64_*.dll cublasLt64_*.dll
           robocopy "${{env.CUDA_PATH}}\bin\x64" $dst cudart64_*.dll cublas64_*.dll cublasLt64_*.dll
-          7z a cudart-llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip $dst\*
+          7z a cudart-llama-bin-win-cuda-${{ matrix.cuda }}-${{ matrix.arch }}.zip $dst\*
+
+      - name: Copy and pack Cuda runtime (ARM64)
+        if: ${{ matrix.arch == 'arm64' }}
+        run: |
+          echo "Cuda install location: ${{ env.CUDA_PATH }}"
+          $dst='.\build\bin\cudart\'
+          robocopy "${{env.CUDA_PATH}}\bin\arm64" $dst cudart64_*.dll cublas64_*.dll cublasLt64_*.dll
+          7z a cudart-llama-bin-win-cuda-${{ matrix.cuda }}-${{ matrix.arch }}.zip $dst\*
 
       - name: Upload Cuda runtime
         uses: actions/upload-artifact@v6
         with:
-          path: cudart-llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip
-          name: cudart-llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip
+          path: cudart-llama-bin-win-cuda-${{ matrix.cuda }}-${{ matrix.arch }}.zip
+          name: cudart-llama-bin-win-cuda-${{ matrix.cuda }}-${{ matrix.arch }}.zip
 
   windows-sycl:
     needs: [check-release]
@@ -1149,8 +1297,8 @@ jobs:
     strategy:
       matrix:
         include:
-          - ROCM_VERSION: "7.2.1"
-            gpu_targets: "gfx908;gfx90a;gfx942;gfx1030;gfx1100;gfx1101;gfx1102;gfx1151;gfx1150;gfx1200;gfx1201"
+          - ROCM_VERSION: "7.14.0"
+            gpu_targets: "gfx908;gfx90a;gfx942;gfx950;gfx1010;gfx1011;gfx1012;gfx1030;gfx1031;gfx1032;gfx1033;gfx1034;gfx1035;gfx1036;gfx1100;gfx1101;gfx1102;gfx1150;gfx1151;gfx1152;gfx1200;gfx1201"
             build: 'x64'
 
     steps:
@@ -1182,38 +1330,36 @@ jobs:
         run: |
           sudo apt install -y build-essential git cmake wget
 
-      - name: Setup Legacy ROCm
-        if: matrix.ROCM_VERSION == '7.2.1'
-        id: legacy_env
-        run: |
-          sudo mkdir --parents --mode=0755 /etc/apt/keyrings
-          wget https://repo.radeon.com/rocm/rocm.gpg.key -O - | \
-            gpg --dearmor | sudo tee /etc/apt/keyrings/rocm.gpg > /dev/null
-
-          sudo tee /etc/apt/sources.list.d/rocm.list << EOF
-          deb [arch=amd64 signed-by=/etc/apt/keyrings/rocm.gpg] https://repo.radeon.com/rocm/apt/${{ matrix.ROCM_VERSION }} jammy main
-          EOF
-
-          sudo tee /etc/apt/preferences.d/rocm-pin-600 << EOF
-          Package: *
-          Pin: release o=repo.radeon.com
-          Pin-Priority: 600
-          EOF
-
-          sudo apt update
-          sudo apt-get install -y libssl-dev rocm-hip-sdk
-
-      - name: Setup TheRock
-        if: matrix.ROCM_VERSION != '7.2.1'
+      - name: Setup TheRock with Wheels
         id: therock_env
         run: |
-          wget https://repo.amd.com/rocm/tarball/therock-dist-linux-gfx1151-${{ matrix.ROCM_VERSION }}.tar.gz
-          mkdir install
-          tar -xf *.tar.gz -C install
-          export ROCM_PATH=$(pwd)/install
-          echo ROCM_PATH=$ROCM_PATH >> $GITHUB_ENV
-          echo PATH=$PATH:$ROCM_PATH/bin >> $GITHUB_ENV
-          echo LD_LIBRARY_PATH=$ROCM_PATH/lib:$ROCM_PATH/llvm/lib:$ROCM_PATH/lib/rocprofiler-systems >> $GITHUB_ENV
+          # Create Python virtual environment
+          python3 -m venv .venv
+          source .venv/bin/activate
+
+          # Install ROCm wheels for build
+          # libraries = HIP runtime and CMake configs needed for linking
+          # devel = compilers, headers, static libs
+          python -m pip install --upgrade pip
+          python -m pip install --index-url https://repo.amd.com/rocm/whl-multi-arch/ "rocm[libraries,devel]==${{ matrix.ROCM_VERSION }}"
+
+          # Get ROCm installation paths using the rocm-sdk CLI tool
+          ROCM_PATH=$(rocm-sdk path --root)
+          CMAKE_PATH=$(rocm-sdk path --cmake)
+          BIN_PATH=$(rocm-sdk path --bin)
+          echo "ROCM_PATH=$ROCM_PATH"
+          echo "CMAKE_PATH=$CMAKE_PATH"
+          echo "BIN_PATH=$BIN_PATH"
+
+          # Set environment variables
+          echo "ROCM_PATH=$ROCM_PATH" >> $GITHUB_ENV
+          echo "CMAKE_PREFIX_PATH=$CMAKE_PATH" >> $GITHUB_ENV
+          echo "HIP_PATH=$ROCM_PATH" >> $GITHUB_ENV
+          echo "PATH=$BIN_PATH:${PATH}" >> $GITHUB_ENV
+          echo "LD_LIBRARY_PATH=$ROCM_PATH/lib:${LD_LIBRARY_PATH:-}" >> $GITHUB_ENV
+
+          # Keep venv activated for subsequent steps
+          echo "$(pwd)/.venv/bin" >> $GITHUB_PATH
 
       - name: Build with native CMake HIP support
         id: cmake_build
@@ -1229,7 +1375,6 @@ jobs:
             -DGPU_TARGETS="${{ matrix.gpu_targets }}" \
             -DGGML_HIP=ON \
             -DHIP_PLATFORM=amd \
-            -DGGML_HIP_ROCWMMA_FATTN=ON \
             -DHF_UI_VERSION=${{ needs.get-version.outputs.ui_version }} \
             ${{ env.CMAKE_ARGS }}
           cmake --build build --config Release -j $(nproc)
@@ -1258,130 +1403,6 @@ jobs:
           path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-rocm-${{ env.ROCM_VERSION_SHORT }}-${{ matrix.build }}.tar.gz
           name: llama-bin-ubuntu-rocm-${{ env.ROCM_VERSION_SHORT }}-${{ matrix.build }}.tar.gz
 
-  windows-hip:
-    needs: [check-release, get-version]
-    if: ${{ needs.check-release.outputs.should_release == 'true' }}
-
-    runs-on: windows-2022
-
-    permissions:
-      actions: write
-
-    env:
-      HIPSDK_INSTALLER_VERSION: "26.Q1"
-
-    strategy:
-      matrix:
-        include:
-          - name: "radeon"
-            gpu_targets: "gfx1150;gfx1151;gfx1200;gfx1201;gfx1100;gfx1101;gfx1102;gfx1030;gfx1031;gfx1032"
-
-    steps:
-      - name: Clone
-        id: checkout
-        uses: actions/checkout@v6
-
-      - name: Setup Node.js
-        uses: actions/setup-node@v6
-        with:
-          node-version: "24"
-          cache: "npm"
-          cache-dependency-path: "tools/ui/package-lock.json"
-
-      - name: Grab rocWMMA package
-        id: grab_rocwmma
-        run: |
-          curl -o rocwmma.deb "https://repo.radeon.com/rocm/apt/7.2.1/pool/main/r/rocwmma-dev/rocwmma-dev_2.2.0.70201-81~24.04_amd64.deb"
-          7z x rocwmma.deb
-          7z x data.tar
-
-      - name: Cache ROCm Installation
-        id: cache-rocm
-        uses: actions/cache@v5
-        with:
-          path: C:\Program Files\AMD\ROCm
-          key: cache-gha-rocm-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ runner.os }}
-
-      - name: ccache
-        uses: ggml-org/ccache-action@v1.2.21
-        with:
-          key: release-windows-2022-x64-hip-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ matrix.name }}
-
-      - name: Install ROCm
-        if: steps.cache-rocm.outputs.cache-hit != 'true'
-        id: depends
-        run: |
-          $ErrorActionPreference = "Stop"
-          write-host "Downloading AMD HIP SDK Installer"
-          Invoke-WebRequest -Uri "https://download.amd.com/developer/eula/rocm-hub/AMD-Software-PRO-Edition-${{ env.HIPSDK_INSTALLER_VERSION }}-Win11-For-HIP.exe" -OutFile "${env:RUNNER_TEMP}\rocm-install.exe"
-          write-host "Installing AMD HIP SDK"
-          $proc = Start-Process "${env:RUNNER_TEMP}\rocm-install.exe" -ArgumentList '-install' -NoNewWindow -PassThru
-          $completed = $proc.WaitForExit(600000)
-          if (-not $completed) {
-              Write-Error "ROCm installation timed out after 10 minutes. Killing the process"
-              $proc.Kill()
-              exit 1
-          }
-          if ($proc.ExitCode -ne 0) {
-              Write-Error "ROCm installation failed with exit code $($proc.ExitCode)"
-              exit 1
-          }
-          write-host "Completed AMD HIP SDK installation"
-
-      - name: Verify ROCm
-        id: verify
-        run: |
-          # Find and test ROCm installation
-          $clangPath = Get-ChildItem 'C:\Program Files\AMD\ROCm\*\bin\clang.exe' | Select-Object -First 1
-          if (-not $clangPath) {
-            Write-Error "ROCm installation not found"
-            exit 1
-          }
-          & $clangPath.FullName --version
-
-      - name: Build
-        id: cmake_build
-        run: |
-          $env:HIP_PATH=$(Resolve-Path 'C:\Program Files\AMD\ROCm\*\bin\clang.exe' | split-path | split-path)
-          $env:CMAKE_PREFIX_PATH="${env:HIP_PATH}"
-          cmake -G "Unix Makefiles" -B build -S . `
-            -DCMAKE_C_COMPILER="${env:HIP_PATH}\bin\clang.exe" `
-            -DCMAKE_CXX_COMPILER="${env:HIP_PATH}\bin\clang++.exe" `
-            -DCMAKE_CXX_FLAGS="-I$($PWD.Path.Replace('\', '/'))/opt/rocm-7.2.1/include/ -Wno-ignored-attributes -Wno-nested-anon-types" `
-            -DCMAKE_BUILD_TYPE=Release `
-            -DGGML_BACKEND_DL=ON `
-            -DGGML_NATIVE=OFF `
-            -DGGML_CPU=OFF `
-            -DGPU_TARGETS="${{ matrix.gpu_targets }}" `
-            -DGGML_HIP_ROCWMMA_FATTN=ON `
-            -DGGML_HIP=ON `
-            -DHF_UI_VERSION=${{ needs.get-version.outputs.ui_version }} `
-            -DLLAMA_BUILD_BORINGSSL=ON
-          cmake --build build --target ggml-hip -j ${env:NUMBER_OF_PROCESSORS}
-          md "build\bin\rocblas\library\"
-          md "build\bin\hipblaslt\library"
-          cp "${env:HIP_PATH}\bin\libhipblas.dll" "build\bin\"
-          cp "${env:HIP_PATH}\bin\libhipblaslt.dll" "build\bin\"
-          cp "${env:HIP_PATH}\bin\rocblas.dll" "build\bin\"
-          cp "${env:HIP_PATH}\bin\rocblas\library\*" "build\bin\rocblas\library\"
-          cp "${env:HIP_PATH}\bin\hipblaslt\library\*" "build\bin\hipblaslt\library\"
-
-      - name: ccache-clear
-        uses: ./.github/actions/ccache-clear
-        with:
-          key: release-windows-2022-x64-hip-${{ env.HIPSDK_INSTALLER_VERSION }}-${{ matrix.name }}
-
-      - name: Pack artifacts
-        id: pack_artifacts
-        run: |
-          7z a -snl llama-bin-win-hip-${{ matrix.name }}-x64.zip .\build\bin\*
-
-      - name: Upload artifacts
-        uses: actions/upload-artifact@v6
-        with:
-          path: llama-bin-win-hip-${{ matrix.name }}-x64.zip
-          name: llama-bin-win-hip-${{ matrix.name }}-x64.zip
-
   ios-xcode:
     needs: [check-release, get-version]
     if: ${{ needs.check-release.outputs.should_release == 'true' }}
@@ -1402,7 +1423,6 @@ jobs:
         run: |
           sysctl -a
           cmake -B build -G Xcode \
-            -DGGML_METAL_USE_BF16=ON \
             -DGGML_METAL_EMBED_LIBRARY=ON \
             -DLLAMA_OPENSSL=OFF \
             -DLLAMA_BUILD_APP=OFF \
@@ -1556,7 +1576,7 @@ jobs:
       - windows-cpu
       - windows-cuda
       #- windows-sycl
-      - windows-hip
+      - windows-rocm
       - windows-openvino
       - ubuntu-22-rocm
       - ubuntu-cpu
@@ -1668,7 +1688,7 @@ jobs:
             - [Ubuntu s390x (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-s390x.tar.gz)
             - [Ubuntu x64 (Vulkan)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.tar.gz)
             - [Ubuntu arm64 (Vulkan)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-arm64.tar.gz)
-            - [Ubuntu x64 (ROCm 7.2)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-rocm-7.2-x64.tar.gz)
+            - [Ubuntu x64 (ROCm 7.14)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-rocm-7.14-x64.tar.gz)
             - [Ubuntu x64 (OpenVINO)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-openvino-${{ needs.ubuntu-24-openvino.outputs.openvino_version }}-x64.tar.gz)
             - [Ubuntu x64 (SYCL FP32)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-sycl-fp32-x64.tar.gz)
             - [Ubuntu x64 (SYCL FP16)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-sycl-fp16-x64.tar.gz)
@@ -1682,10 +1702,11 @@ jobs:
             - [Windows arm64 (OpenCL Adreno)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-opencl-adreno-arm64.zip)
             - [Windows x64 (CUDA 12)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-cuda-12.4-x64.zip) - [CUDA 12.4 DLLs](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/cudart-llama-bin-win-cuda-12.4-x64.zip)
             - [Windows x64 (CUDA 13)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-cuda-13.3-x64.zip) - [CUDA 13.3 DLLs](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/cudart-llama-bin-win-cuda-13.3-x64.zip)
+            - [Windows arm64 (CUDA 13) (preview)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-cuda-13.4-arm64.zip) - [CUDA 13.4 DLLs](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/cudart-llama-bin-win-cuda-13.4-arm64.zip)
             - [Windows x64 (Vulkan)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-vulkan-x64.zip)
             - [Windows x64 (OpenVINO)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-openvino-${{ needs.windows-openvino.outputs.openvino_version }}-x64.zip)
             - [Windows x64 (SYCL)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-sycl-x64.zip)
-            - [Windows x64 (HIP)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-hip-radeon-x64.zip)
+            - [Windows x64 (ROCm 7.14)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-rocm-7.14-x64.zip)
 
             **openEuler:**
             - [DISABLED](https://github.com/ggml-org/llama.cpp/pull/23705)
diff --git a/.github/workflows/server-sanitize.yml b/.github/workflows/server-sanitize.yml
index c0817cbba..5d696282c 100644
--- a/.github/workflows/server-sanitize.yml
+++ b/.github/workflows/server-sanitize.yml
@@ -25,6 +25,12 @@ on:
       'tools/server/**.*'
     ]
 
+  pull_request:
+    types: [opened, synchronize, reopened]
+    paths: [
+      '.github/workflows/server-sanitize.yml'
+    ]
+
 env:
   LLAMA_ARG_LOG_COLORS: 1
   LLAMA_ARG_LOG_PREFIX: 1
@@ -90,23 +96,27 @@ jobs:
 
       - name: Python setup
         id: setup_python
-        uses: actions/setup-python@v6
-        with:
-          python-version: '3.11'
-          pip-install: -r tools/server/tests/requirements.txt
+        uses: actions/setup-python@v7
+
+      - name: Install Python dependencies
+        run: |
+          python3 -m venv .venv
+          .venv/bin/pip install -r tools/server/tests/requirements.txt
 
       - name: Tests
         id: server_integration_tests
         if: ${{ (!matrix.disabled_on_pr || !github.event.pull_request) }}
         run: |
+          source .venv/bin/activate
           cd tools/server/tests
           export ${{ matrix.extra_args }}
-          pytest -v -x -m "not slow"
+          ./tests.sh
 
       - name: Slow tests
         id: server_integration_tests_slow
         if: ${{ (github.event.schedule || github.event.inputs.slow_tests == 'true') && matrix.build_type == 'Release' }}
         run: |
+          source .venv/bin/activate
           cd tools/server/tests
           export ${{ matrix.extra_args }}
-          SLOW_TESTS=1 pytest -v -x
+          SLOW_TESTS=1 ./tests.sh
diff --git a/.github/workflows/server-self-hosted.yml b/.github/workflows/server-self-hosted.yml
index 249f389ff..675ddbaaa 100644
--- a/.github/workflows/server-self-hosted.yml
+++ b/.github/workflows/server-self-hosted.yml
@@ -72,7 +72,7 @@ jobs:
         run: |
           cd tools/server/tests
           source venv/bin/activate
-          pytest -v -x -m "not slow"
+          ./tests.sh
 
       - name: Tests (GPUx1, backend-sampling)
         id: server_integration_tests_backend_sampling
@@ -81,7 +81,7 @@ jobs:
           cd tools/server/tests
           source venv/bin/activate
           export LLAMA_ARG_BACKEND_SAMPLING=1
-          pytest -v -x -m "not slow"
+          ./tests.sh
 
       - name: Tests (GPUx2)
         id: server_integration_tests_gpu2
@@ -90,7 +90,7 @@ jobs:
           cd tools/server/tests
           source venv/bin/activate
           export GGML_METAL_DEVICES=2
-          pytest -v -x -m "not slow"
+          ./tests.sh
 
       - name: Tests (GPUx2, backend-sampling)
         id: server_integration_tests_gpu2_backend_sampling
@@ -99,7 +99,7 @@ jobs:
           cd tools/server/tests
           source venv/bin/activate
           export GGML_METAL_DEVICES=2 LLAMA_ARG_BACKEND_SAMPLING=1
-          pytest -v -x -m "not slow"
+          ./tests.sh
 
   server-cuda:
     runs-on: [self-hosted, llama-server, Linux, NVIDIA]
@@ -132,7 +132,7 @@ jobs:
         run: |
           cd tools/server/tests
           source venv/bin/activate
-          pytest -v -x -m "not slow"
+          ./tests.sh
 
       - name: Tests (GPUx1, backend-sampling)
         id: server_integration_tests_backend_sampling
@@ -141,7 +141,7 @@ jobs:
           cd tools/server/tests
           source venv/bin/activate
           export LLAMA_ARG_BACKEND_SAMPLING=1
-          pytest -v -x -m "not slow"
+          ./tests.sh
 
       - name: Tests (GPUx2)
         id: server_integration_tests_gpu2
@@ -150,7 +150,7 @@ jobs:
           cd tools/server/tests
           source venv/bin/activate
           export GGML_CUDA_DEVICES=2
-          pytest -v -x -m "not slow"
+          ./tests.sh
 
       - name: Tests (GPUx2, backend-sampling)
         id: server_integration_tests_gpu2_backend_sampling
@@ -159,7 +159,7 @@ jobs:
           cd tools/server/tests
           source venv/bin/activate
           export GGML_CUDA_DEVICES=2 LLAMA_ARG_BACKEND_SAMPLING=1
-          pytest -v -x -m "not slow"
+          ./tests.sh
 
   server-kleidiai:
     runs-on: ah-ubuntu_22_04-c8g_8x
@@ -219,4 +219,4 @@ jobs:
         run: |
           cd tools/server/tests
           source venv/bin/activate
-          pytest -v -x -m "not slow"
+          ./tests.sh
diff --git a/.github/workflows/server.yml b/.github/workflows/server.yml
index 5a02cc15a..9fb4b4ba1 100644
--- a/.github/workflows/server.yml
+++ b/.github/workflows/server.yml
@@ -104,21 +104,21 @@ jobs:
         id: server_integration_tests
         run: |
           cd tools/server/tests
-          pytest -v -x -m "not slow"
+          ./tests.sh
 
       - name: Slow tests
         id: server_integration_tests_slow
         if: ${{ github.event.schedule || github.event.inputs.slow_tests == 'true' }}
         run: |
           cd tools/server/tests
-          SLOW_TESTS=1 pytest -v -x
+          SLOW_TESTS=1 ./tests.sh
 
       - name: Tests (Backend sampling)
         id: server_integration_tests_backend_sampling
         run: |
           cd tools/server/tests
           export LLAMA_ARG_BACKEND_SAMPLING=1
-          pytest -v -x -m "not slow"
+          ./tests.sh
 
       - name: Slow tests (Backend sampling)
         id: server_integration_tests_slow_backend_sampling
@@ -126,7 +126,7 @@ jobs:
         run: |
           cd tools/server/tests
           export LLAMA_ARG_BACKEND_SAMPLING=1
-          SLOW_TESTS=1 pytest -v -x
+          SLOW_TESTS=1 ./tests.sh
 
   windows:
     runs-on: windows-2025
@@ -167,15 +167,17 @@ jobs:
 
       - name: Tests
         id: server_integration_tests
+        shell: bash
         run: |
           cd tools/server/tests
-          $env:PYTHONIOENCODING = ":replace"
-          pytest -v -x -m "not slow"
+          export PYTHONIOENCODING=":replace"
+          ./tests.sh
 
       - name: Slow tests
         id: server_integration_tests_slow
         if: ${{ github.event.schedule || github.event.inputs.slow_tests == 'true' }}
+        shell: bash
         run: |
           cd tools/server/tests
-          $env:SLOW_TESTS = "1"
-          pytest -v -x
+          export SLOW_TESTS="1"
+          ./tests.sh
diff --git a/README.md b/README.md
index 57436327e..fc7633a7c 100644
--- a/README.md
+++ b/README.md
@@ -12,7 +12,7 @@
 [![Docker](https://github.com/ggml-org/llama.cpp/actions/workflows/docker.yml/badge.svg)](https://github.com/ggml-org/llama.cpp/actions/workflows/docker.yml)
 [![Winget](https://github.com/ggml-org/llama.cpp/actions/workflows/winget.yml/badge.svg)](https://github.com/ggml-org/llama.cpp/actions/workflows/winget.yml)
 
-[manifesto](https://github.com/ggml-org/llama.cpp/discussions/205) / [ggml](https://github.com/ggml-org/ggml) / [ops](https://github.com/ggml-org/llama.cpp/blob/master/docs/ops.md) / [maintainer PRs](https://github.com/ggml-org/llama.cpp/issues?q=is%3Apr%20is%3Aopen%20draft%3AFalse%20(author%3Argerganov%20OR%20author%3AKitaitiMakoto%20OR%20author%3Adanbev%20OR%20author%3Aaldehir%20OR%20author%3Amax-krasnyansky%20OR%20author%3ACISC%20OR%20author%3Aggerganov%20OR%20author%3Aam17an%20OR%20author%3Abartowski1182%20OR%20author%3Ahipudding%20OR%20author%3AServeurpersoCom%20OR%20author%3Apwilkin%20OR%20author%3Areeselevine%20OR%20author%3Angxson%20OR%20author%3Ajeffbolznv%20OR%20author%3A0cc4m%20OR%20author%3Aangt%20OR%20author%3AIMbackK%20OR%20author%3Aarthw%20OR%20author%3AJohannesGaessler%20OR%20author%3AORippler%20OR%20author%3Aruixiang63%20OR%20author%3Axctan%20OR%20author%3Aallozaur%20OR%20author%3Ayomaytk%20OR%20author%3Aaendk%20OR%20author%3Agaugarg-nv%20OR%20author%3Ataronaeo%20OR%20author%3Aforforever73%20OR%20author%3Alhez%20OR%20author%3Anetrunnereve%20OR%20author%3Afairydreaming)%20sort%3Aupdated-desc) / [dev branches](https://github.com/ggml-org/llama.cpp-dev/blob/master/README-features.md) / [compile times](https://github.com/ggml-org/llama.cpp-dev/blob/master/README-compile-times.md) / [lib llama API](https://github.com/ggml-org/llama.cpp/issues/9289) / [llama-server REST API](https://github.com/ggml-org/llama.cpp/issues/9291)
+[manifesto](https://github.com/ggml-org/llama.cpp/discussions/205) / [ggml](https://github.com/ggml-org/ggml) / [ops](https://github.com/ggml-org/llama.cpp/blob/master/docs/ops.md) / [maintainer PRs](https://github.com/ggml-org/llama.cpp/issues?q=is%3Apr%20is%3Aopen%20draft%3AFalse%20(author%3Argerganov%20OR%20author%3AKitaitiMakoto%20OR%20author%3Adanbev%20OR%20author%3Aaldehir%20OR%20author%3Amax-krasnyansky%20OR%20author%3ACISC%20OR%20author%3Aggerganov%20OR%20author%3Aam17an%20OR%20author%3Abartowski1182%20OR%20author%3Ahipudding%20OR%20author%3AServeurpersoCom%20OR%20author%3Apwilkin%20OR%20author%3Areeselevine%20OR%20author%3Angxson%20OR%20author%3Ajeffbolznv%20OR%20author%3A0cc4m%20OR%20author%3Aangt%20OR%20author%3AIMbackK%20OR%20author%3Aarthw%20OR%20author%3AJohannesGaessler%20OR%20author%3AORippler%20OR%20author%3Aruixiang63%20OR%20author%3Axctan%20OR%20author%3Aallozaur%20OR%20author%3Ayomaytk%20OR%20author%3Aaendk%20OR%20author%3Agaugarg-nv%20OR%20author%3Ataronaeo%20OR%20author%3Aforforever73%20OR%20author%3Alhez%20OR%20author%3Anetrunnereve%20OR%20author%3Afairydreaming)%20sort%3Aupdated-desc) / [compile times](https://github.com/ggml-org/llama.cpp-dev/blob/master/README-compile-times.md) / [lib llama API](https://github.com/ggml-org/llama.cpp/issues/9289) / [llama-server REST API](https://github.com/ggml-org/llama.cpp/issues/9291)
 
 </div>
 
diff --git a/SECURITY.md b/SECURITY.md
index 0e704e328..bc6ed9d80 100644
--- a/SECURITY.md
+++ b/SECURITY.md
@@ -21,11 +21,18 @@ Please disclose it as a private [security advisory](https://github.com/ggml-org/
 
 A team of volunteers on a reasonable-effort basis maintains this project. As such, please give us at least 90 days to work on a fix before public exposure.
 
+### AI-powered code scan
+
+llama.cpp has an AI security scanner that scans the code periodically. The full prompts and tool set can be found in [ggml-org/security-scan-prompt](https://github.com/ggml-org/security-scan-prompt).
+
+We greatly appreciate reports that reflect genuine research effort, and we are happy to spend our time reviewing them. Findings that an autonomous AI agent can surface on its own add little on top of the scans we already run.
+
 ### Requirements
 
 Before submitting your report, ensure you meet the following requirements:
 
 - You have read this policy and fully understand it.
+- You have searched for existing discussions of the issue. If it has already been reported, your report will likely be rejected as a duplicate.
 - AI is only permitted in an assistive capacity as stated in [AGENTS.md](AGENTS.md). We do not accept reports that are written exclusively by AI.
 - Your report must include a working Proof-of-Concept in the form of a script and/or attached files.
 
@@ -46,6 +53,8 @@ Only vulnerabilities that fall within these parts of the project are considered
 
 Note that none of the topics under [Using llama.cpp securely](#using-llamacpp-securely) are considered vulnerabilities in LLaMA C++.
 
+Denial-of-Service (DoS) bugs are generally not treated as vulnerabilities. We don't reject them outright, but we look at them case-by-case and only accept those that are genuinely worth fixing.
+
 For vulnerabilities that fall within the `vendor` directory, please report them directly to the third-party project.
 
 ## Using llama.cpp securely
diff --git a/build-xcframework.sh b/build-xcframework.sh
index 697278d05..2119d3b87 100755
--- a/build-xcframework.sh
+++ b/build-xcframework.sh
@@ -17,7 +17,6 @@ LLAMA_BUILD_MTMD=ON
 GGML_METAL=ON
 GGML_METAL_EMBED_LIBRARY=ON
 GGML_BLAS_DEFAULT=ON
-GGML_METAL_USE_BF16=ON
 GGML_OPENMP=OFF
 
 COMMON_C_FLAGS="-Wno-macro-redefined -Wno-shorten-64-to-32 -Wno-unused-command-line-argument -g"
@@ -44,7 +43,6 @@ COMMON_CMAKE_ARGS=(
     -DGGML_METAL_EMBED_LIBRARY=${GGML_METAL_EMBED_LIBRARY}
     -DGGML_BLAS_DEFAULT=${GGML_BLAS_DEFAULT}
     -DGGML_METAL=${GGML_METAL}
-    -DGGML_METAL_USE_BF16=${GGML_METAL_USE_BF16}
     -DGGML_NATIVE=OFF
     -DGGML_OPENMP=${GGML_OPENMP}
 )
diff --git a/ci/run.sh b/ci/run.sh
index e4a34ff0a..8046df255 100755
--- a/ci/run.sh
+++ b/ci/run.sh
@@ -10,6 +10,9 @@
 # # with CUDA support
 # GG_BUILD_CUDA=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt
 #
+# # with ROCm support
+# GG_BUILD_ROCM=1 GG_BUILD_AMDGPU_TARGETS=gfx1151 bash ./ci/run.sh ./tmp/results ./tmp/mnt
+#
 # # with SYCL support
 # GG_BUILD_SYCL=1 bash ./ci/run.sh ./tmp/results ./tmp/mnt
 #
@@ -46,6 +49,14 @@ mkdir -p "$2"
 OUT=$(realpath "$1")
 MNT=$(realpath "$2")
 
+# gpu-rocm self-hosted runner can't upload logs to blob; keep each run's logs in
+# their own dir keyed by the GitHub run id so an Actions run URL maps to its logs.
+if [ -n "${GG_BUILD_ROCM}" ] && [ -n "${GITHUB_RUN_ID}" ]; then
+    OUT="$OUT/run-${GITHUB_RUN_ID}-${GITHUB_RUN_ATTEMPT:-1}"
+    mkdir -p "$OUT"
+    echo "ci results dir: $OUT"
+fi
+
 rm -f $OUT/*.log
 rm -f $OUT/*.exit
 rm -f $OUT/*.md
@@ -89,7 +100,7 @@ if [ ! -z ${GG_BUILD_CUDA} ]; then
 fi
 
 if [ ! -z ${GG_BUILD_ROCM} ]; then
-    CMAKE_EXTRA="${CMAKE_EXTRA} -DGGML_HIP=ON"
+    CMAKE_EXTRA="${CMAKE_EXTRA} -DCMAKE_HIP_COMPILER=$(hipconfig -l)/clang -DGGML_HIP=ON"
     if [ -z ${GG_BUILD_AMDGPU_TARGETS} ]; then
         echo "Missing GG_BUILD_AMDGPU_TARGETS, please set it to your GPU architecture (e.g. gfx90a, gfx1100, etc.)"
         exit 1
@@ -640,39 +651,52 @@ function gg_sum_rerank_tiny {
 
 function gg_check_build_requirements {
     if ! command -v git &> /dev/null; then
-        gg_printf 'git not found, please install'
+        gg_printf 'git not found, please install\n'
+        exit 1
     fi
 
     if ! command -v git-lfs &> /dev/null; then
-        gg_printf 'git-lfs not found, please install'
+        gg_printf 'git-lfs not found, please install\n'
+        exit 1
+    fi
+
+    if ! git config --get filter.lfs.clean &> /dev/null; then
+        gg_printf 'git-lfs not initialized, please run `git lfs install`\n'
+        exit 1
     fi
 
     if ! command -v wget &> /dev/null; then
-        gg_printf 'wget not found, please install'
+        gg_printf 'wget not found, please install\n'
+        exit 1
     fi
 
     if ! command -v python3 &> /dev/null; then
-        gg_printf 'python3 not found, please install'
+        gg_printf 'python3 not found, please install\n'
+        exit 1
     fi
 
     if ! command -v pip3 &> /dev/null; then
-        gg_printf 'pip3 not found, please install'
+        gg_printf 'pip3 not found, please install\n'
+        exit 1
     fi
 
     if ! python3 -m ensurepip --help &> /dev/null; then
-        gg_printf 'ensurepip not found, please install python3-venv package'
+        gg_printf 'ensurepip not found, please install python3-venv package\n'
+        exit 1
     fi
 
     if ! command -v cmake &> /dev/null; then
-        gg_printf 'cmake not found, please install'
+        gg_printf 'cmake not found, please install\n'
+        exit 1
     fi
 
     if ! command -v ccache &> /dev/null; then
-        gg_printf 'ccache not found, please consider installing for faster builds'
+        gg_printf 'ccache not found, please consider installing for faster builds\n'
     fi
 
     if ! command -v ctest &> /dev/null; then
-        gg_printf 'ctest not found, please install'
+        gg_printf 'ctest not found, please install\n'
+        exit 1
     fi
 }
 
diff --git a/cmake/arm64-windows-msvc-cuda.cmake b/cmake/arm64-windows-msvc-cuda.cmake
new file mode 100644
index 000000000..370f2b3d2
--- /dev/null
+++ b/cmake/arm64-windows-msvc-cuda.cmake
@@ -0,0 +1,26 @@
+# Used to cross-compile ggml-cuda for Windows ARM64 on an x64 Windows host.
+set( CMAKE_SYSTEM_NAME Windows )
+set( CMAKE_SYSTEM_PROCESSOR arm64 )
+
+if ( DEFINED CUDAToolkit_ROOT )
+    file( TO_CMAKE_PATH "${CUDAToolkit_ROOT}" CUDA_ROOT )
+elseif ( DEFINED ENV{CUDA_PATH} )
+    file( TO_CMAKE_PATH "$ENV{CUDA_PATH}" CUDA_ROOT )
+else()
+    message( FATAL_ERROR "Set CUDAToolkit_ROOT or CUDA_PATH to a Windows CUDA Toolkit with ARM64 target libraries" )
+endif()
+
+if ( DEFINED ENV{VCToolsInstallDir} )
+    file( TO_CMAKE_PATH "$ENV{VCToolsInstallDir}" MSVC_TOOLS_ROOT )
+    set( CMAKE_CUDA_HOST_COMPILER "${MSVC_TOOLS_ROOT}/bin/Hostx64/arm64/cl.exe" CACHE FILEPATH "" )
+endif()
+
+set( CMAKE_CUDA_COMPILER "${CUDA_ROOT}/bin/nvcc.exe" CACHE FILEPATH "" )
+set( CMAKE_CUDA_FLAGS_INIT "-target-dir=arm64" )
+
+# FindCUDAToolkit selects lib/x64 from the host architecture on Windows.
+set( CUDA_CUDART              "${CUDA_ROOT}/lib/arm64/cudart.lib"   CACHE FILEPATH "" )
+set( CUDA_cudart_LIBRARY      "${CUDA_ROOT}/lib/arm64/cudart.lib"   CACHE FILEPATH "" )
+set( CUDA_cublas_LIBRARY      "${CUDA_ROOT}/lib/arm64/cublas.lib"   CACHE FILEPATH "" )
+set( CUDA_cublasLt_LIBRARY    "${CUDA_ROOT}/lib/arm64/cublasLt.lib" CACHE FILEPATH "" )
+set( CUDA_cuda_driver_LIBRARY "${CUDA_ROOT}/lib/arm64/cuda.lib"     CACHE FILEPATH "" )
diff --git a/common/arg.cpp b/common/arg.cpp
index 79480e06f..cb314eee7 100644
--- a/common/arg.cpp
+++ b/common/arg.cpp
@@ -27,6 +27,7 @@
 #include <algorithm>
 #include <cinttypes>
 #include <climits>
+#include <cmath>
 #include <cstdarg>
 #include <filesystem>
 #include <fstream>
@@ -60,6 +61,7 @@ static std::initializer_list<enum llama_example> mmproj_examples = {
     LLAMA_EXAMPLE_MTMD,
     LLAMA_EXAMPLE_SERVER,
     LLAMA_EXAMPLE_CLI,
+    LLAMA_EXAMPLE_TTS,
 };
 
 static std::string read_file(const std::string & fname) {
@@ -359,7 +361,6 @@ static bool spec_types_is_default(const common_params & params) {
 common_models_handler common_models_handler_init(const common_params & params, llama_example curr_ex) {
     common_download_hf_plan plan;
     common_download_hf_plan plan_spec;
-    common_download_hf_plan plan_voc;
     common_download_opts opts;
 
     const bool spec_type_draft_mtp = std::find(params.speculative.types.begin(),
@@ -374,6 +375,10 @@ common_models_handler common_models_handler_init(const common_params & params, l
                                            params.speculative.types.end(),
                                            COMMON_SPECULATIVE_TYPE_DRAFT_EAGLE3) != params.speculative.types.end();
 
+    const bool spec_type_draft_dspark = std::find(params.speculative.types.begin(),
+                                           params.speculative.types.end(),
+                                           COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK) != params.speculative.types.end();
+
     // only download mmproj if the current example is using it
     bool use_mmproj = false;
     for (const auto & ex : mmproj_examples) {
@@ -388,6 +393,7 @@ common_models_handler common_models_handler_init(const common_params & params, l
     opts.download_mtp    = spec_type_draft_mtp;
     opts.download_eagle3 = spec_type_draft_eagle3;
     opts.download_dflash = spec_type_draft_dflash;
+    opts.download_dspark = spec_type_draft_dspark;
     opts.download_mmproj = use_mmproj && !params.no_mmproj
                         && params.mmproj.path.empty() && params.mmproj.url.empty();
 
@@ -402,15 +408,12 @@ common_models_handler common_models_handler_init(const common_params & params, l
             opts_spec.download_mtp    = true;
             opts_spec.download_dflash = true;
             opts_spec.download_eagle3 = true;
+            opts_spec.download_dspark = true;
         }
         plan_spec = common_download_get_hf_plan(params.speculative.draft.mparams, opts_spec);
     }
 
-    if (!params.vocoder.model.hf_repo.empty()) {
-        plan_voc = common_download_get_hf_plan(params.vocoder.model, opts);
-    }
-
-    return common_models_handler{plan, plan_spec, plan_voc, opts};
+    return common_models_handler{plan, plan_spec, opts};
 }
 
 bool common_models_handler_is_preset_repo(const common_models_handler & handler) {
@@ -460,7 +463,6 @@ void common_models_handler_apply(common_models_handler & handler, common_params
 
     auto & plan      = handler.plan;
     auto & plan_spec = handler.plan_spec;
-    auto & plan_voc  = handler.plan_voc;
 
     auto opts = handler.opts; // copy
     opts.callback = callback;
@@ -475,7 +477,6 @@ void common_models_handler_apply(common_models_handler & handler, common_params
     };
     handle_url(params.model);
     handle_url(params.mmproj);
-    handle_url(params.vocoder.model);
     handle_url(params.speculative.draft.mparams);
 
     // optionally, if docker repo is set, resolve it
@@ -503,14 +504,6 @@ void common_models_handler_apply(common_models_handler & handler, common_params
         task.opts       = opts;
         tasks.push_back(task);
     }
-    if (!params.vocoder.model.url.empty()) {
-        common_download_task task;
-        task.url        = params.vocoder.model.url;
-        task.local_path = params.vocoder.model.path;
-        task.opts       = opts;
-        tasks.push_back(task);
-    }
-
     bool had_spec_url = false;
     if (!params.speculative.draft.mparams.url.empty()) {
         common_download_task task;
@@ -544,12 +537,19 @@ void common_models_handler_apply(common_models_handler & handler, common_params
         plan_spec.mtp    = {};
         plan_spec.dflash = {};
         plan_spec.eagle3 = {};
+        plan_spec.dspark = {};
     }
 
     // infer the speculative type from the sidecar shipped by the draft repo when none is requested
     if (spec_types_is_default(params)) {
         if (!plan_spec.mtp.local_path.empty()) {
             params.speculative.types = { COMMON_SPECULATIVE_TYPE_DRAFT_MTP };
+            plan_spec.dspark = {};
+            plan_spec.dflash = {};
+            plan_spec.eagle3 = {};
+        } else if (!plan_spec.dspark.local_path.empty()) {
+            // dspark outranks dflash, its sidecar carries the extra Markov head
+            params.speculative.types = { COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK };
             plan_spec.dflash = {};
             plan_spec.eagle3 = {};
         } else if (!plan_spec.dflash.local_path.empty()) {
@@ -563,7 +563,8 @@ void common_models_handler_apply(common_models_handler & handler, common_params
     // when a sidecar type is requested, the draft repo resolves to its sidecar instead of a full model
     const bool spec_sidecar_found = !plan_spec.mtp.local_path.empty() ||
                                     !plan_spec.dflash.local_path.empty() ||
-                                    !plan_spec.eagle3.local_path.empty();
+                                    !plan_spec.eagle3.local_path.empty() ||
+                                    !plan_spec.dspark.local_path.empty();
     if (!plan_spec.mtp.local_path.empty() && !had_spec_url) {
         tasks.emplace_back(plan_spec.mtp, opts, [&]() {
             // only use the discovered MTP head when no draft path is set yet
@@ -594,6 +595,16 @@ void common_models_handler_apply(common_models_handler & handler, common_params
             }
         });
     }
+    if (!plan_spec.dspark.local_path.empty() && !had_spec_url) {
+        tasks.emplace_back(plan_spec.dspark, opts, [&]() {
+            // only use the discovered DSpark sidecar when no draft path is set yet
+            if (params.speculative.draft.mparams.path.empty()) {
+                params.speculative.draft.mparams.path = hf_cache::finalize_file(plan_spec.dspark);
+            } else {
+                hf_cache::finalize_file(plan_spec.dspark);
+            }
+        });
+    }
 
     // a wired draft sidecar counts as an explicit draft for the main plan fallback below
     if (spec_sidecar_found) {
@@ -606,11 +617,6 @@ void common_models_handler_apply(common_models_handler & handler, common_params
         had_spec_url = true;
     }
 
-    // handle vocoder plan (e.g. --hf-repo-v)
-    if (!plan_voc.model_files.empty()) {
-        add_tasks(plan_voc.model_files, plan_voc.primary, params.vocoder.model);
-    }
-
     if (!plan.model_files.empty()) {
         add_tasks(plan.model_files, plan.primary, params.model);
     }
@@ -649,6 +655,16 @@ void common_models_handler_apply(common_models_handler & handler, common_params
             }
         });
     }
+    if (!plan.dspark.local_path.empty() && !had_spec_url) {
+        tasks.emplace_back(plan.dspark, opts, [&]() {
+            // only fall back to the discovered DSpark sidecar when no draft was explicitly provided
+            if (params.speculative.draft.mparams.empty()) {
+                params.speculative.draft.mparams.path = hf_cache::finalize_file(plan.dspark);
+            } else {
+                hf_cache::finalize_file(plan.dspark);
+            }
+        });
+    }
     if (!plan.preset.local_path.empty()) {
         tasks.emplace_back(plan.preset, opts, [&]() {
             // if HF repo is a preset repo, we simply run server in router mode with the preset.ini file
@@ -1326,6 +1342,10 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
         params.n_parallel = -1;     // auto by default
     } else if (ex == LLAMA_EXAMPLE_TOKENIZE) {
         params.parse_special = true; // parse special tokens by default, like the old tokenize tool
+    } else if (ex == LLAMA_EXAMPLE_TTS) {
+        params.out_file = "output.wav";
+        params.sampling.penalty_repeat = 1.05f;
+        params.sampling.penalty_last_n = -1;
     }
 
     params.use_color = tty_can_use_colors();
@@ -1988,9 +2008,9 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
     ).set_sampling());
     add_opt(common_arg(
         {"--repeat-last-n"}, "N",
-        string_format("last n tokens to consider for penalize (default: %d, 0 = disabled, -1 = ctx_size)", params.sampling.penalty_last_n),
+        string_format("last n tokens to consider for penalize (default: %d, 0 = disabled)", params.sampling.penalty_last_n),
         [](common_params & params, int value) {
-            if (value < -1) {
+            if (value < 0) {
                 throw std::runtime_error(string_format("error: invalid repeat-last-n = %d\n", value));
             }
             params.sampling.penalty_last_n = value;
@@ -2002,7 +2022,13 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
         {"--repeat-penalty"}, "N",
         string_format("penalize repeat sequence of tokens (default: %.2f, 1.0 = disabled)", (double)params.sampling.penalty_repeat),
         [](common_params & params, const std::string & value) {
-            params.sampling.penalty_repeat = std::stof(value);
+            const float penalty_repeat = std::stof(value);
+            if (!std::isfinite(penalty_repeat) ||
+                penalty_repeat <= 0.0f ||
+                !std::isfinite(1.0f/penalty_repeat)) {
+                throw std::runtime_error("error: repeat-penalty must be finite and greater than 0\n");
+            }
+            params.sampling.penalty_repeat = penalty_repeat;
             params.sampling.user_sampling_config |= common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_PENALTY_REPEAT;
         }
     ).set_sampling());
@@ -2010,14 +2036,22 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
         {"--presence-penalty"}, "N",
         string_format("repeat alpha presence penalty (default: %.2f, 0.0 = disabled)", (double)params.sampling.penalty_present),
         [](common_params & params, const std::string & value) {
-            params.sampling.penalty_present = std::stof(value);
+            const float penalty_present = std::stof(value);
+            if (!std::isfinite(penalty_present)) {
+                throw std::runtime_error("error: presence-penalty must be finite\n");
+            }
+            params.sampling.penalty_present = penalty_present;
         }
     ).set_sampling());
     add_opt(common_arg(
         {"--frequency-penalty"}, "N",
         string_format("repeat alpha frequency penalty (default: %.2f, 0.0 = disabled)", (double)params.sampling.penalty_freq),
         [](common_params & params, const std::string & value) {
-            params.sampling.penalty_freq = std::stof(value);
+            const float penalty_freq = std::stof(value);
+            if (!std::isfinite(penalty_freq)) {
+                throw std::runtime_error("error: frequency-penalty must be finite\n");
+            }
+            params.sampling.penalty_freq = penalty_freq;
         }
     ).set_sampling());
     add_opt(common_arg(
@@ -2047,9 +2081,9 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
     ).set_sampling());
     add_opt(common_arg(
         {"--dry-penalty-last-n"}, "N",
-        string_format("set DRY penalty for the last n tokens (default: %d, 0 = disable, -1 = context size)", params.sampling.dry_penalty_last_n),
+        string_format("set DRY penalty for the last n tokens (default: %d, 0 = disable)", params.sampling.dry_penalty_last_n),
         [](common_params & params, int value) {
-            if (value < -1) {
+            if (value < 0) {
                 throw std::runtime_error(string_format("error: invalid dry-penalty-last-n = %d\n", value));
             }
             params.sampling.dry_penalty_last_n = value;
@@ -2533,7 +2567,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
             params.mtmd_batch_max_tokens = value;
         }
     ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_MTMD_BATCH_MAX_TOKENS"));
-    if (llama_supports_rpc()) {
+    if (params.is_gen_docs || llama_supports_rpc()) {
         add_opt(common_arg(
             {"--rpc"}, "SERVERS",
             "comma-separated list of RPC servers (host:port)",
@@ -2571,14 +2605,16 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
     ).set_env("LLAMA_ARG_DIO"));
     add_opt(common_arg(
         {"-lm", "--load-mode"}, "MODE",
-        "model loading mode (default: mmap)\n"
+        "model loading mode (default: auto)\n"
+        "- auto: mmap, unless a device does not support it\n"
         "- none: no special loading mode\n"
         "- mmap: memory-map model (if mmap disabled, slower load but may reduce pageouts if not using mlock)\n"
         "- mlock: force system to keep model in RAM rather than swapping or compressing\n"
         "- mmap+mlock: mmap + force system to keep model in RAM rather than swapping or compressing\n"
         "- dio: use DirectIO if available\n",
         [](common_params & params, const std::string & value) {
-            /**/ if (value == "none")       { params.load_mode = LLAMA_LOAD_MODE_NONE;       }
+            /**/ if (value == "auto")       { params.load_mode = LLAMA_LOAD_MODE_AUTO;       }
+            else if (value == "none")       { params.load_mode = LLAMA_LOAD_MODE_NONE;       }
             else if (value == "mmap")       { params.load_mode = LLAMA_LOAD_MODE_MMAP;       }
             else if (value == "mlock")      { params.load_mode = LLAMA_LOAD_MODE_MLOCK;      }
             else if (value == "mmap+mlock") { params.load_mode = LLAMA_LOAD_MODE_MMAP_MLOCK; }
@@ -2934,20 +2970,6 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
             params.model.hf_file = value;
         }
     ).set_examples({LLAMA_EXAMPLE_COMMON, LLAMA_EXAMPLE_DOWNLOAD, LLAMA_EXAMPLE_TOKENIZE}).set_env("LLAMA_ARG_HF_FILE"));
-    add_opt(common_arg(
-        {"-hfv", "-hfrv", "--hf-repo-v"}, "<user>/<model>[:quant]",
-        "Hugging Face model repository for the vocoder model (default: unused)",
-        [](common_params & params, const std::string & value) {
-            params.vocoder.model.hf_repo = value;
-        }
-    ).set_env("LLAMA_ARG_HF_REPO_V"));
-    add_opt(common_arg(
-        {"-hffv", "--hf-file-v"}, "FILE",
-        "Hugging Face model file for the vocoder model (default: unused)",
-        [](common_params & params, const std::string & value) {
-            params.vocoder.model.hf_file = value;
-        }
-    ).set_env("LLAMA_ARG_HF_FILE_V"));
     add_opt(common_arg(
         {"-hft", "--hf-token"}, "TOKEN",
         "Hugging Face access token (default: value from HF_TOKEN environment variable)",
@@ -3282,12 +3304,23 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
         {"--tools"}, "TOOL1,TOOL2,...",
         "experimental: whether to enable built-in tools for AI agents - do not enable in untrusted environments (default: no tools)\n"
         "specify \"all\" to enable all tools\n"
-        "available tools: read_file, file_glob_search, grep_search, exec_shell_command, write_file, edit_file, get_datetime\n"
+        "available tools: read_file, file_glob_search, grep_search, exec_shell_command, write_file, edit_file, get_datetime, get_info\n"
         "note: for security reasons, this will limit --cors-origins to localhost by default",
         [](common_params & params, const std::string & value) {
             params.server_tools = parse_csv_row(value);
         }
     ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_TOOLS"));
+    add_opt(common_arg(
+        {"--tools-runtime"}, "OPTION",
+        "experimental: run tools in a separate runtime environment (default: none, use host environment)\n"
+        "available options:\n"
+        "  'docker:<image>', 'podman:<image>': spin up a new container and reuse it for all invocations, clean up on server exit\n"
+        "  'docker-container:<id>', 'podman-container:<id>': use an existing container by ID, won't stop on server exit\n"
+        "  'ssh:<target>': run tools on a remote POSIX host over SSH, key-based auth and a trusted host key are required\n",
+        [](common_params & params, const std::string & value) {
+            params.server_tools_runtime = value;
+        }
+    ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_TOOLS_RUNTIME"));
     add_opt(common_arg(
         {"--mcp-servers-config"}, "PATH",
         "experimental: path to JSON file with MCP server definitions (Cursor-compatible format) - do not enable in untrusted environments (default: none)\n"
@@ -4223,24 +4256,18 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
     //
 
     add_opt(common_arg(
-        {"-mv", "--model-vocoder"}, "FNAME",
-        "vocoder model for audio generation (default: unused)",
+        {"--tts-lang"}, "FNAME",
+        "language (ISO 639-1) for audio generation\n"
+        "see tts/README.md for per-model usage notes",
         [](common_params & params, const std::string & value) {
-            params.vocoder.model.path = value;
-        }
-    ).set_examples({LLAMA_EXAMPLE_TTS, LLAMA_EXAMPLE_SERVER}));
-     add_opt(common_arg(
-        {"--tts-use-guide-tokens"},
-        "Use guide tokens to improve TTS word recall",
-        [](common_params & params) {
-            params.vocoder.use_guide_tokens = true;
+            params.tts_lang = value;
         }
-    ).set_examples({LLAMA_EXAMPLE_TTS, LLAMA_EXAMPLE_SERVER}));
+    ).set_examples({LLAMA_EXAMPLE_TTS}));
     add_opt(common_arg(
         {"--tts-speaker-file"}, "FNAME",
         "speaker file path for audio generation",
         [](common_params & params, const std::string & value) {
-            params.vocoder.speaker_file = value;
+            params.tts_speaker_file = value;
         }
     ).set_examples({LLAMA_EXAMPLE_TTS}));
 
@@ -4360,16 +4387,6 @@ common_params_context common_params_parser_init(common_params & params, llama_ex
     ).set_examples({LLAMA_EXAMPLE_DEBUG}));
 
     // presets
-    add_opt(common_arg(
-        {"--tts-oute-default"},
-        string_format("use default OuteTTS models (note: can download weights from the internet)"),
-        [](common_params & params) {
-            params.model.hf_repo = "OuteAI/OuteTTS-0.2-500M-GGUF";
-            params.model.hf_file = "OuteTTS-0.2-500M-Q8_0.gguf";
-            params.vocoder.model.hf_repo = "ggml-org/WavTokenizer";
-            params.vocoder.model.hf_file = "WavTokenizer-Large-75-F16.gguf";
-        }
-    ).set_examples({LLAMA_EXAMPLE_TTS}));
 
     add_opt(common_arg(
         {"--embd-gemma-default"},
diff --git a/common/arg.h b/common/arg.h
index 8f609e356..44b9e887c 100644
--- a/common/arg.h
+++ b/common/arg.h
@@ -137,7 +137,6 @@ void common_params_add_preset_options(std::vector<common_arg> & args);
 struct common_models_handler {
     common_download_hf_plan plan;
     common_download_hf_plan plan_spec;
-    common_download_hf_plan plan_voc;
     common_download_opts opts;
 };
 
diff --git a/common/chat.cpp b/common/chat.cpp
index f7431a6f1..faf51dcd2 100644
--- a/common/chat.cpp
+++ b/common/chat.cpp
@@ -1166,6 +1166,16 @@ static common_chat_params common_chat_params_init_qwen3_coder(const common_chat_
         data.prompt += data.generation_prompt;
     }
 
+    std::vector<std::string> tool_call_starts = { "<tool_call>" };
+
+    // Match complete <function=name> opener for Qwen3-Coder models that occasionally omit the
+    // starting <tool_call>. The model may hallucinate a tool name, but it is preferable over
+    // constraining on <function which may occur in valid content generation, e.g. #include <functional>
+    foreach_function(inputs.tools, [&](const json & tool) {
+        const std::string name = tool.at("function").at("name");
+        tool_call_starts.push_back("<function=" + name + ">");
+    });
+
     auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) {
         auto generation_prompt = p.literal(GEN_PREFIX);
 
@@ -1238,7 +1248,7 @@ static common_chat_params common_chat_params_init_qwen3_coder(const common_chat_
             auto tool_calls = p.trigger_rule("tool-call-root", p.repeat(calls, min_calls, 1));
 
             return generation_prompt +
-                   (reasoning << p.content(p.until_one_of({ "<tool_call>", "<function=" })) << tool_calls);
+                   (reasoning << p.content(p.until_one_of(tool_call_starts)) << tool_calls);
         }
 
         // Content only parser
@@ -1264,12 +1274,9 @@ static common_chat_params common_chat_params_init_qwen3_coder(const common_chat_
         });
 
         if (data.grammar_lazy) {
-            data.grammar_triggers = {
-                { COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "<tool_call>" },
-                // Trigger on "<function" and not "<function=" because the trailing "=" is part of
-                // the token with the function name e.g. "=read"
-                { COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "<function"   },
-            };
+            for (const auto & start : tool_call_starts) {
+                data.grammar_triggers.push_back({ COMMON_GRAMMAR_TRIGGER_TYPE_WORD, start });
+            }
         }
     }
 
@@ -2114,6 +2121,11 @@ static common_chat_params common_chat_params_init_deepseek_v3_2(const common_cha
     auto extract_reasoning   = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE;
     auto include_grammar     = has_response_format || (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE);
 
+    std::optional<json> additional_context;
+    if (is_v4 && has_response_format) {
+        additional_context = json{ { "response_format", inputs.json_schema } };
+    }
+
     const std::string DSML         = "｜DSML｜";
     const std::string THINK_START  = "<think>";
     const std::string THINK_END    = "</think>";
@@ -2125,9 +2137,12 @@ static common_chat_params common_chat_params_init_deepseek_v3_2(const common_cha
     const std::string PARAM_START  = "<" + DSML + "parameter";
     const std::string PARAM_END    = "</" + DSML + "parameter>";
     const std::string GEN_PROMPT   = "<｜Assistant｜>";
+    const std::string TC_SEPARATOR = "\n\n";
 
-    data.prompt             = common_chat_template_direct_apply_impl(tmpl, inputs, adjusted_messages);
-    data.generation_prompt  = common_chat_template_generation_prompt_impl(tmpl, inputs, adjusted_messages);
+    data.prompt = common_chat_template_direct_apply_impl(
+        tmpl, inputs, adjusted_messages, std::nullopt, additional_context);
+    data.generation_prompt = common_chat_template_generation_prompt_impl(
+        tmpl, inputs, adjusted_messages, std::nullopt, additional_context);
     data.format             = COMMON_CHAT_FORMAT_PEG_NATIVE;
     data.supports_thinking  = true;
     data.thinking_start_tag = THINK_START;
@@ -2141,9 +2156,16 @@ static common_chat_params common_chat_params_init_deepseek_v3_2(const common_cha
     if (inputs.has_continuation()) {
         const auto & msg = inputs.continue_msg;
 
-        data.generation_prompt = GEN_PROMPT + THINK_START + msg.reasoning_content;
-        if (inputs.continue_final_message == COMMON_CHAT_CONTINUATION_CONTENT) {
-            data.generation_prompt += THINK_END + msg.render_content();
+        if (is_v4 && msg.reasoning_content.empty()) {
+            data.generation_prompt = GEN_PROMPT + THINK_END;
+            if (inputs.continue_final_message == COMMON_CHAT_CONTINUATION_CONTENT) {
+                data.generation_prompt += msg.render_content();
+            }
+        } else {
+            data.generation_prompt = GEN_PROMPT + THINK_START + msg.reasoning_content;
+            if (inputs.continue_final_message == COMMON_CHAT_CONTINUATION_CONTENT) {
+                data.generation_prompt += THINK_END + msg.render_content();
+            }
         }
 
         data.prompt += data.generation_prompt;
@@ -2242,7 +2264,9 @@ static common_chat_params common_chat_params_init_deepseek_v3_2(const common_cha
 
         if (extract_reasoning && inputs.enable_thinking) {
             reasoning = p.optional(THINK_START + p.reasoning(p.until(THINK_END)) + THINK_END);
-            reasoning_with_tc = THINK_START + p.reasoning(p.until_one_of({ FC_START, THINK_END })) + obligatory_tool_calls;
+            reasoning_with_tc = THINK_START +
+                p.reasoning(p.until_one_of({ TC_SEPARATOR + FC_START, FC_START, THINK_END })) +
+                p.space() + obligatory_tool_calls;
             allow_reasoning_with_tc = true;
         } else if (extract_reasoning) {
             // Thinking disabled but reasoning extraction requested: the generation prompt
@@ -2265,7 +2289,9 @@ static common_chat_params common_chat_params_init_deepseek_v3_2(const common_cha
             return generation_prompt + reasoning + p.content(p.rest()) + end;
         }
 
-        auto content_before_tools = p.negate(p.literal(THINK_START)) + p.content(p.until(FC_START));
+        auto content_before_tools = p.negate(p.literal(THINK_START)) +
+            p.content(p.until_one_of({ TC_SEPARATOR + FC_START, FC_START })) +
+            p.space();
         return allow_reasoning_with_tc ? generation_prompt + (reasoning_with_tc | (reasoning + content_before_tools + tool_calls)) + end :
             generation_prompt + reasoning + content_before_tools + tool_calls + end;
     });
@@ -3067,6 +3093,153 @@ static common_chat_params common_chat_params_init_minicpm5(const common_chat_tem
     return data;
 }
 
+// An assistant turn is rendered as one or more messages, each
+// "<|start|>assistant to=<recipient><|message|>{content}{END}" where END is
+// <|eom|> (more messages follow) or <|eot|> (end of turn):
+//   - chain-of-thought: to=self, terminated by <|eom|>
+//   - final answer:     to=user, terminated by <|eot|>
+// The generation prompt is just "<|start|>assistant"; the model emits its own
+// " to=...<|message|>".
+static common_chat_params common_chat_params_init_muse_glimmer(const common_chat_template &          tmpl,
+                                                               const autoparser::generation_params & inputs) {
+    common_chat_params data;
+
+    data.prompt            = common_chat_template_direct_apply_impl(tmpl, inputs);
+    data.generation_prompt = "<|start|>assistant";
+    data.format            = COMMON_CHAT_FORMAT_PEG_NATIVE;
+    data.supports_thinking = true;
+
+    data.preserved_tokens = {
+        "<|start|>", "<|message|>", "<|eom|>", "<|eot|>",
+        // ATEM tool-call markup emitted on " to=<tool>" turns.
+        "<atem:function_calls>", "<atem:invoke", "<atem:parameter", "</atem:parameter>",
+        "</atem:invoke>", "</atem:function_calls>",
+    };
+
+    data.message_delimiters = {
+        { COMMON_CHAT_ROLE_ASSISTANT, "<|start|>assistant" },
+        { COMMON_CHAT_ROLE_USER,      "<|start|>user"      },
+        { COMMON_CHAT_ROLE_SYSTEM,    "<|start|>system"    },
+        { COMMON_CHAT_ROLE_TOOL,      "<|start|>tool"      },
+    };
+
+    if (inputs.has_continuation()) {
+        const auto & msg = inputs.continue_msg;
+
+        data.generation_prompt = "<|start|>assistant to=self<|message|>" + msg.reasoning_content;
+        if (inputs.continue_final_message == COMMON_CHAT_CONTINUATION_CONTENT) {
+            data.generation_prompt += "<|eom|><|start|>assistant to=user<|message|>" + msg.render_content();
+        }
+
+        data.prompt += data.generation_prompt;
+    }
+
+    auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE;
+
+    auto has_tools = inputs.tools.is_array() && !inputs.tools.empty();
+    // Constrained grammar whenever tools are offered.
+    auto include_grammar = has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE;
+
+    auto parser = build_chat_peg_parser([&](common_chat_peg_builder & p) {
+        auto start = p.rule("start", p.literal("<|start|>assistant"));
+
+        if (!extract_reasoning && !include_grammar) {
+            return start + p.content(p.rest());
+        }
+
+        if (extract_reasoning) {
+            p.rule("analysis", p.literal(" to=self<|message|>") + p.reasoning(p.until("<|eom|>")) + p.literal("<|eom|>"));
+        } else {
+            p.rule("analysis", p.literal(" to=self<|message|>") + p.content(p.until("<|eom|>")) + p.literal("<|eom|>"));
+        }
+        auto analysis = p.ref("analysis");
+
+        auto recipient  = p.optional(p.literal(" to=user"));
+        auto final_msg  = p.rule("final", recipient + p.literal("<|message|>") +
+                                              p.content(p.until_one_of({ "<|eot|>", "<|eom|>" })));
+
+        if (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE) {
+            auto string_value = p.ac(
+                p.tool_arg_string_value(p.until("</atem:parameter>")) + p.tool_arg_close(p.literal("</atem:parameter>")),
+                "</atem:parameter>");
+
+            auto tool_choice = p.choice();
+            foreach_function(inputs.tools, [&](const json & tool) {
+                const auto &      function = tool.at("function");
+                const std::string name     = function.at("name");
+                auto              params   = function.contains("parameters") ? function.at("parameters") : json::object();
+
+                auto args = p.eps();
+                if (params.contains("properties") && params.at("properties").is_object() && !params.at("properties").empty()) {
+                    auto schema_info = common_schema_info();
+                    schema_info.resolve_refs(params);
+
+                    auto arg_choice = p.choice();
+                    for (const auto & [prop_name, prop_schema] : params.at("properties").items()) {
+                        auto value_parser = p.eps();
+                        if (schema_info.resolves_to_string(prop_schema)) {
+                            value_parser = string_value;
+                        } else {
+                            value_parser = p.tool_arg_json_value(
+                                    p.schema(p.json(), "tool-" + name + "-arg-" + prop_name + "-schema", prop_schema, false))
+                                + p.tool_arg_close(p.literal("</atem:parameter>"));
+                        }
+
+                        auto arg_rule = p.tool_arg(
+                            p.tool_arg_open(p.literal("<atem:parameter name=\"") + p.tool_arg_name(p.literal(prop_name)) + p.literal("\">")) +
+                            value_parser);
+
+                        arg_choice |= arg_rule;
+                    }
+                    args = p.zero_or_more(arg_choice + p.space());
+                }
+
+                auto tool_parser = p.tool(
+                    p.tool_open(p.literal(" to=") + p.until("<|message|>") +
+                                p.literal("<|message|><atem:function_calls>") + p.space() +
+                                p.literal("<atem:invoke name=\"") + p.tool_name(p.literal(name)) + p.literal("\">") + p.space())
+                    << p.tool_args(args)
+                    << p.tool_close(p.literal("</atem:invoke>") + p.space() + p.literal("</atem:function_calls>")));
+
+                tool_choice |= p.rule("tool-" + name, tool_parser);
+            });
+
+            auto tool_calls = inputs.parallel_tool_calls
+                ? p.trigger_rule("tool-call", tool_choice + p.zero_or_more(p.literal("<|eom|>") + start + tool_choice))
+                : p.trigger_rule("tool-call", tool_choice);
+
+
+            if (inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED) {
+                return p.zero_or_more(start + analysis) + start + tool_calls;
+            }
+            auto trailing_calls = p.optional(p.literal("<|eom|>") + start + tool_calls);
+            return p.zero_or_more(start + analysis) + start + (tool_calls | (final_msg + trailing_calls));
+        }
+
+        return p.zero_or_more(start + analysis) + start + final_msg;
+    });
+
+    data.parser = parser.save();
+
+    if (include_grammar) {
+        data.grammar_lazy = inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_REQUIRED;
+        data.grammar      = build_grammar([&](const common_grammar_builder & builder) {
+            foreach_function(inputs.tools, [&](const json & tool) {
+                const auto & function = tool.at("function");
+                auto         schema   = function.contains("parameters") ? function.at("parameters") : json::object();
+                builder.resolve_refs(schema);
+            });
+            parser.build_grammar(builder, data.grammar_lazy);
+        });
+        data.grammar_triggers = {
+            { COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN,
+              "<\\|start\\|>assistant( to=(?!self<\\|message\\|>)(?!user<\\|message\\|>)[^<]*?<\\|message\\|>)" },
+        };
+    }
+
+    return data;
+}
+
 static json common_chat_extra_context() {
     json ctx = json::object();
     std::chrono::system_clock::time_point now = std::chrono::system_clock::now();
@@ -3095,6 +3268,12 @@ std::optional<common_chat_params> common_chat_try_specialized_template(
         return common_chat_params_init_gpt_oss(tmpl, params);
     }
 
+    // Muse Glimmer format using " to=<recipient>" recipients and <|eom|>/<|eot|> message terminators.
+    if (src.find("<atem:function_calls>") != std::string::npos && src.find("<|eom|>") != std::string::npos) {
+        LOG_DBG("Using specialized template: Muse Glimmer\n");
+        return common_chat_params_init_muse_glimmer(tmpl, params);
+    }
+
     // Functionary v3.2 - uses recipient-based format with >>>recipient\n{content}
     // Detection: template has ">>>all" for content and ">>>" prefix for tool calls
     if (src.find(">>>all") != std::string::npos && src.find(">>>${recipient}") != std::string::npos) {
diff --git a/common/common.cpp b/common/common.cpp
index ff27d392f..2e3f14cd1 100644
--- a/common/common.cpp
+++ b/common/common.cpp
@@ -998,6 +998,23 @@ bool fs_is_directory(const std::string & path) {
     return std::filesystem::exists(dir) && std::filesystem::is_directory(dir);
 }
 
+std::string common_get_env(const std::string & name) {
+    const char * value = std::getenv(name.c_str());
+    return value == nullptr ? "" : value;
+}
+
+void common_set_env(const std::string & name, const std::string & value) {
+#if defined(_WIN32)
+    _putenv_s(name.c_str(), value.c_str());
+#else
+    if (value.empty()) {
+        unsetenv(name.c_str());
+    } else {
+        setenv(name.c_str(), value.c_str(), 1);
+    }
+#endif
+}
+
 std::string fs_get_cache_directory() {
     std::string cache_directory = "";
     auto ensure_trailing_slash = [](std::string p) {
@@ -1285,16 +1302,6 @@ common_init_result::common_init_result(common_params & params, bool model_only)
                 params.sampling.logit_bias_eog.begin(), params.sampling.logit_bias_eog.end());
     }
 
-    //if (params.sampling.penalty_last_n == -1) {
-    //    LOG_TRC("%s: setting penalty_last_n to ctx_size = %d\n", __func__, llama_n_ctx(lctx));
-    //    params.sampling.penalty_last_n = llama_n_ctx(lctx);
-    //}
-
-    //if (params.sampling.dry_penalty_last_n == -1) {
-    //    LOG_TRC("%s: setting dry_penalty_last_n to ctx_size = %d\n", __func__, llama_n_ctx(lctx));
-    //    params.sampling.dry_penalty_last_n = llama_n_ctx(lctx);
-    //}
-
     // init the backend samplers as part of the context creation
     pimpl->samplers.resize(cparams.n_seq_max);
     pimpl->samplers_seq_config.resize(cparams.n_seq_max);
@@ -1462,18 +1469,18 @@ common_init_result_ptr common_init_from_params(common_params & params, bool mode
 common_init_result::~common_init_result() = default;
 
 std::string common_get_model_endpoint() {
-    const char * model_endpoint_env = getenv("MODEL_ENDPOINT");
-    // We still respect the use of environment-variable "HF_ENDPOINT" for backward-compatibility.
-    const char * hf_endpoint_env = getenv("HF_ENDPOINT");
-    const char * endpoint_env = model_endpoint_env ? model_endpoint_env : hf_endpoint_env;
-    std::string model_endpoint = "https://huggingface.co/";
-    if (endpoint_env) {
-        model_endpoint = endpoint_env;
-        if (model_endpoint.back() != '/') {
-            model_endpoint += '/';
-        }
+    std::string endpoint = common_get_env("MODEL_ENDPOINT");
+    if (endpoint.empty()) {
+        // the HF_ENDPOINT variable is respected for backward compatibility
+        endpoint = common_get_env("HF_ENDPOINT");
+    }
+    if (endpoint.empty()) {
+        return "https://huggingface.co/";
+    }
+    if (endpoint.back() != '/') {
+        endpoint += '/';
     }
-    return model_endpoint;
+    return endpoint;
 }
 
 char * common_get_model_or_exit(int argc, char * argv[]) {
@@ -1632,6 +1639,7 @@ struct llama_context_params common_context_params_to_llama(const common_params &
     cparams.n_seq_max         = params.n_parallel;
     cparams.n_rs_seq          = params.speculative.need_n_rs_seq();
     cparams.n_outputs_max     = std::max(params.n_outputs_max, 0);
+    cparams.n_outputs_max_per_seq = std::max(params.n_outputs_max_per_seq, 0);
     cparams.n_batch           = params.n_batch;
     cparams.n_ubatch          = params.n_ubatch;
     cparams.n_threads         = params.cpuparams.n_threads;
diff --git a/common/common.h b/common/common.h
index 919c0ea10..d485d4fb4 100644
--- a/common/common.h
+++ b/common/common.h
@@ -235,14 +235,14 @@ struct common_params_sampling {
     float   temp               = 0.80f;  // <= 0.0 to sample greedily, 0.0 to not output probabilities
     float   dynatemp_range     = 0.00f;  // 0.0 = disabled
     float   dynatemp_exponent  = 1.00f;  // controls how entropy maps to temperature in dynamic temperature sampler
-    int32_t penalty_last_n     = 64;     // last n tokens to penalize (0 = disable penalty, -1 = context size)
+    int32_t penalty_last_n     = 64;     // last n tokens to penalize (0 = disable penalty)
     float   penalty_repeat     = 1.00f;  // 1.0 = disabled
     float   penalty_freq       = 0.00f;  // 0.0 = disabled
     float   penalty_present    = 0.00f;  // 0.0 = disabled
     float   dry_multiplier     = 0.0f;   // 0.0 = disabled;      DRY repetition penalty for tokens extending repetition:
     float   dry_base           = 1.75f;  // 0.0 = disabled;      multiplier * base ^ (length of sequence before token - allowed length)
     int32_t dry_allowed_length = 2;      // tokens extending repetitions beyond this receive penalty
-    int32_t dry_penalty_last_n = -1;     // how many tokens to scan for repetitions (0 = disable penalty, -1 = context size)
+    int32_t dry_penalty_last_n = 64;     // how many tokens to scan for repetitions (0 = disable penalty)
     float   adaptive_target    = -1.0f;  // select tokens near this probability (valid range 0.0 to 1.0; negative = disabled)
     float   adaptive_decay     = 0.90f;  // EMA decay for adaptation; history ≈ 1/(1-decay) tokens (0.0 - 0.99)
     int32_t mirostat           = 0;      // 0 = disabled, 1 = mirostat, 2 = mirostat 2.0
@@ -392,14 +392,6 @@ struct common_params_speculative {
     }
 };
 
-struct common_params_vocoder {
-    struct common_params_model model;
-
-    std::string speaker_file; // speaker file path
-
-    bool use_guide_tokens = false; // enable guide tokens to improve TTS accuracy
-};
-
 struct common_params_diffusion {
     int32_t steps         = 128;
     bool    visual_mode   = false;
@@ -455,6 +447,7 @@ struct common_params {
     int32_t n_parallel            =     1; // number of parallel sequences to decode
     int32_t n_sequences           =     1; // number of sequences to decode
     int32_t n_outputs_max         =     0; // max outputs in a batch (0 = n_batch)
+    int32_t n_outputs_max_per_seq =     1; // max outputs per sequence
     int32_t grp_attn_n            =     1; // group-attention factor
     int32_t grp_attn_w            =   512; // group-attention width
     int32_t n_print               =    -1; // print token count every n tokens (-1 = disabled)
@@ -480,7 +473,7 @@ struct common_params {
     std::vector<size_t> fit_params_target = std::vector<size_t>(llama_max_devices(), 1024 * 1024*1024);
 
     enum llama_split_mode split_mode = LLAMA_SPLIT_MODE_LAYER; // how to split the model across GPUs
-    enum llama_load_mode  load_mode  = LLAMA_LOAD_MODE_MMAP; // how to load the model
+    enum llama_load_mode  load_mode  = LLAMA_LOAD_MODE_AUTO; // how to load the model
 
     common_cpu_params cpuparams;
     common_cpu_params cpuparams_batch;
@@ -497,7 +490,6 @@ struct common_params {
 
     struct common_params_sampling    sampling;
     struct common_params_speculative speculative;
-    struct common_params_vocoder     vocoder;
     struct common_params_diffusion   diffusion;
 
     struct common_params_model model;
@@ -664,6 +656,7 @@ struct common_params {
 
     // enable built-in tools
     std::vector<std::string> server_tools;
+    std::string server_tools_runtime;
 
     // MCP server configs (Cursor-compatible JSON)
     std::string mcp_servers_config;   // path to JSON file with MCP server definitions
@@ -739,6 +732,12 @@ struct common_params {
     llama_progress_callback load_progress_callback = NULL;
     void *                  load_progress_callback_user_data = NULL;
     bool no_alloc = false; // Don't allocate model buffers
+
+    // TTS params
+    std::string tts_lang = "";
+    std::string tts_speaker_file = "";
+
+    bool is_gen_docs = false; // whether we are running inside llama-gen-docs
 };
 
 // call once at the start of a program if it uses libcommon
@@ -863,6 +862,15 @@ std::string string_from(const struct llama_context * ctx, const struct llama_bat
 
 bool glob_match(const std::string & pattern, const std::string & str);
 
+//
+// Environment utils
+//
+
+// portable environment access, an unset variable reads as an empty string
+// and setting an empty value unsets the variable
+std::string common_get_env(const std::string & name);
+void        common_set_env(const std::string & name, const std::string & value);
+
 //
 // Filesystem utils
 //
diff --git a/common/download.cpp b/common/download.cpp
index 3776c6c7e..44c6cea42 100644
--- a/common/download.cpp
+++ b/common/download.cpp
@@ -656,6 +656,12 @@ static hf_cache::hf_file find_best_dflash(const hf_cache::hf_files & files,
     return find_best_sibling(files, model, "dflash-", tag);
 }
 
+static hf_cache::hf_file find_best_dspark(const hf_cache::hf_files & files,
+                                          const std::string        & model,
+                                          const std::string        & tag = "") {
+    return find_best_sibling(files, model, "dspark-", tag);
+}
+
 static bool gguf_filename_is_model(const std::string & filepath) {
     if (!string_ends_with(filepath, ".gguf")) {
         return false;
@@ -670,7 +676,8 @@ static bool gguf_filename_is_model(const std::string & filepath) {
            filename.find("imatrix") == std::string::npos &&
            filename.find("mtp-")    == std::string::npos &&
            filename.find("eagle3-") == std::string::npos &&
-           filename.find("dflash-") == std::string::npos;
+           filename.find("dflash-") == std::string::npos &&
+           filename.find("dspark-") == std::string::npos;
 }
 
 static hf_cache::hf_file find_best_model(const hf_cache::hf_files & files,
@@ -763,7 +770,7 @@ common_download_hf_plan common_download_get_hf_plan(const common_params_model &
     } else {
         primary = find_best_model(all, tag);
         // a requested sidecar can resolve on its own, without a full model of the same tag
-        if (primary.path.empty() && !opts.download_mtp && !opts.download_dflash && !opts.download_eagle3) {
+        if (primary.path.empty() && !opts.download_mtp && !opts.download_dflash && !opts.download_eagle3 && !opts.download_dspark) {
             LOG_ERR("%s: no GGUF files found in repository %s\n", __func__, repo.c_str());
             list_available_gguf_files(all);
             return plan;
@@ -787,9 +794,12 @@ common_download_hf_plan common_download_get_hf_plan(const common_params_model &
     if (opts.download_eagle3) {
         plan.eagle3 = find_best_eagle3(all, primary.path, tag);
     }
+    if (opts.download_dspark) {
+        plan.dspark = find_best_dspark(all, primary.path, tag);
+    }
 
     if (primary.path.empty() &&
-        plan.mtp.local_path.empty() && plan.dflash.local_path.empty() && plan.eagle3.local_path.empty()) {
+        plan.mtp.local_path.empty() && plan.dflash.local_path.empty() && plan.eagle3.local_path.empty() && plan.dspark.local_path.empty()) {
         LOG_ERR("%s: no GGUF files found in repository %s\n", __func__, repo.c_str());
         list_available_gguf_files(all);
     }
@@ -967,7 +977,8 @@ std::vector<common_cached_model_info> common_list_cached_models() {
             split.prefix.find("mmproj")  != std::string::npos ||
             split.prefix.find("mtp-")    != std::string::npos ||
             split.prefix.find("eagle3-") != std::string::npos ||
-            split.prefix.find("dflash-") != std::string::npos) {
+            split.prefix.find("dflash-") != std::string::npos ||
+            split.prefix.find("dspark-") != std::string::npos) {
             continue;
         }
         if (seen.insert(f.repo_id + ":" + split.tag).second) {
diff --git a/common/download.h b/common/download.h
index 3e789e9e9..9a03f5e91 100644
--- a/common/download.h
+++ b/common/download.h
@@ -59,6 +59,7 @@ struct common_download_opts {
     bool download_mtp     = false;
     bool download_eagle3  = false;
     bool download_dflash  = false;
+    bool download_dspark  = false;
     common_download_callback * callback = nullptr;
 };
 
@@ -110,6 +111,7 @@ struct common_download_hf_plan {
     hf_cache::hf_file mtp;
     hf_cache::hf_file eagle3;
     hf_cache::hf_file dflash;
+    hf_cache::hf_file dspark;
     hf_cache::hf_file preset; // if set, only this file is downloaded
 };
 common_download_hf_plan common_download_get_hf_plan(const common_params_model & model, const common_download_opts & opts);
diff --git a/common/fit.cpp b/common/fit.cpp
index c82d066ad..dd1f3ef76 100644
--- a/common/fit.cpp
+++ b/common/fit.cpp
@@ -136,7 +136,10 @@ static std::vector<llama_device_memory_data> common_get_device_memory_data_impl(
         devs.push_back(llama_model_get_device(model, i));
     }
 
-    hp_ngl         = llama_model_n_layer(model) + llama_model_n_layer_nextn(model);
+    hp_ngl         = llama_model_n_layer(model);
+    if (mparams->load_mtp) {
+        hp_ngl    += llama_model_n_layer_nextn(model);
+    }
     hp_n_ctx_train = llama_model_n_ctx_train(model);
     hp_n_expert    = llama_model_n_expert(model);
 
diff --git a/common/jinja/caps.cpp b/common/jinja/caps.cpp
index 2b9e27ba1..cdd7ccfa2 100644
--- a/common/jinja/caps.cpp
+++ b/common/jinja/caps.cpp
@@ -482,6 +482,7 @@ caps caps_get(jinja::program & prog) {
             });
         },
         [&](context & ctx) {
+            ctx.set_val("enable_thinking", mk_val<value_bool>(true));
             caps_apply_preserve_reasoning(ctx, true);
         },
         nullptr, // tools_fn
diff --git a/common/llguidance.cpp b/common/llguidance.cpp
index d58f147a7..500bb0914 100644
--- a/common/llguidance.cpp
+++ b/common/llguidance.cpp
@@ -116,6 +116,8 @@ static llama_sampler_i llama_sampler_llg_i = {
     /* .backend_accept    = */ NULL,
     /* .backend_apply     = */ NULL,
     /* .backend_set_input = */ NULL,
+    /* .backend_reset     = */ NULL,
+    /* .copy_state        = */ NULL,
 };
 
 static size_t llama_sampler_llg_tokenize_fn(const void * user_data, const uint8_t * bytes, size_t bytes_len,
diff --git a/common/peg-parser.cpp b/common/peg-parser.cpp
index ef290ed7c..4a4be7cf7 100644
--- a/common/peg-parser.cpp
+++ b/common/peg-parser.cpp
@@ -570,23 +570,34 @@ struct parser_executor {
     }
 
     static common_peg_parse_result handle_escape_sequence(common_peg_parse_context & ctx, size_t start, size_t & pos, const char delimiter) {
+        auto save = pos;
+
         ++pos; // consume '\'
         if (pos >= ctx.input.size()) {
             if (!ctx.is_lenient()) {
                 return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start);
             }
+            pos = save; // suppress unmatched '\'
             return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start, pos);
         }
 
         char c = ctx.input[pos];
+
         if (c == delimiter || c == '\\' || c == '/' || c == 'b' || c == 'f' || c == 'n' || c == 'r' || c == 't') {
             ++pos;
             return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_SUCCESS, start, pos);
-        } else if (c == 'u') {
-            return handle_unicode_escape(ctx, start, pos);
-        } else {
-            return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start);
         }
+
+        if (c == 'u') {
+            auto result = handle_unicode_escape(ctx, start, pos);
+            if (result.need_more_input()) {
+                pos = save; // suppress incomplete sequence
+                return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_NEED_MORE_INPUT, start, pos);
+            }
+            return result;
+        }
+
+        return common_peg_parse_result(COMMON_PEG_PARSE_RESULT_FAIL, start);
     }
 
     static common_peg_parse_result handle_unicode_escape(common_peg_parse_context & ctx, size_t start, size_t & pos) {
diff --git a/common/reasoning-budget.cpp b/common/reasoning-budget.cpp
index 1fe242d06..4884299f3 100644
--- a/common/reasoning-budget.cpp
+++ b/common/reasoning-budget.cpp
@@ -217,6 +217,8 @@ static struct llama_sampler_i common_reasoning_budget_i = {
     /* .backend_accept    = */ nullptr,
     /* .backend_apply     = */ nullptr,
     /* .backend_set_input = */ nullptr,
+    /* .backend_reset     = */ nullptr,
+    /* .copy_state        = */ nullptr,
 };
 
 static struct llama_sampler * common_reasoning_budget_clone(const struct llama_sampler * smpl) {
diff --git a/common/sampling.cpp b/common/sampling.cpp
index 256ac161e..06dea1e1c 100644
--- a/common/sampling.cpp
+++ b/common/sampling.cpp
@@ -184,9 +184,21 @@ std::string common_params_sampling::print() const {
     return std::string(result);
 }
 
-struct common_sampler * common_sampler_init(const struct llama_model * model, struct common_params_sampling & params) {
+struct common_sampler * common_sampler_init(
+        const struct llama_model * model,
+        struct common_params_sampling & params) {
+    if (!std::isfinite(params.penalty_repeat) ||
+        params.penalty_repeat <= 0.0f ||
+        !std::isfinite(1.0f/params.penalty_repeat)) {
+        throw std::invalid_argument("penalty_repeat must be finite and greater than 0");
+    }
+    if (!std::isfinite(params.penalty_freq)) {
+        throw std::invalid_argument("penalty_freq must be finite");
+    }
+    if (!std::isfinite(params.penalty_present)) {
+        throw std::invalid_argument("penalty_present must be finite");
+    }
     const llama_vocab * vocab = llama_model_get_vocab(model);
-
     llama_sampler_chain_params lparams = llama_sampler_chain_default_params();
 
     lparams.no_perf = params.no_perf;
@@ -338,7 +350,7 @@ struct common_sampler * common_sampler_init(const struct llama_model * model, st
                         for (const auto & str : params.dry_sequence_breakers) {
                             c_breakers.push_back(str.c_str());
                         }
-                        samplers.push_back(llama_sampler_init_dry(vocab, llama_model_n_ctx_train(model), params.dry_multiplier, params.dry_base, params.dry_allowed_length, params.dry_penalty_last_n, c_breakers.data(), c_breakers.size()));
+                        samplers.push_back(llama_sampler_init_dry(vocab, params.dry_multiplier, params.dry_base, params.dry_allowed_length, params.dry_penalty_last_n, c_breakers.data(), c_breakers.size()));
                     }
                     break;
                 case COMMON_SAMPLER_TYPE_TOP_K:
@@ -366,7 +378,7 @@ struct common_sampler * common_sampler_init(const struct llama_model * model, st
                     samplers.push_back(llama_sampler_init_infill(vocab));
                     break;
                 case COMMON_SAMPLER_TYPE_PENALTIES:
-                    samplers.push_back(llama_sampler_init_penalties(params.penalty_last_n, params.penalty_repeat, params.penalty_freq, params.penalty_present));
+                    samplers.push_back(llama_sampler_init_penalties(llama_vocab_n_tokens(vocab), params.penalty_last_n, params.penalty_repeat, params.penalty_freq, params.penalty_present));
                     break;
                 case COMMON_SAMPLER_TYPE_ADAPTIVE_P:
                     // the `adaptive-p` sampler is like `dist` and `mirostat` in that it selects
@@ -506,6 +518,26 @@ struct common_sampler * common_sampler_clone(common_sampler * gsmpl) {
     };
 }
 
+void common_sampler_copy(const common_sampler * src, common_sampler * dst) {
+    if (!src || !dst || src == dst) {
+        return;
+    }
+
+    GGML_ASSERT((src->grmr == nullptr) == (dst->grmr == nullptr));
+    GGML_ASSERT((src->rbudget == nullptr) == (dst->rbudget == nullptr));
+
+    llama_sampler_copy(src->grmr,    dst->grmr);
+    llama_sampler_copy(src->rbudget, dst->rbudget);
+    llama_sampler_copy(src->chain,   dst->chain);
+
+    dst->params     = src->params;
+    dst->prev       = src->prev;
+    dst->cur        = src->cur;
+    dst->cur_p      = src->cur_p;
+    dst->cur_p.data = src->cur_p.data ? dst->cur.data() : nullptr; // re-point to dst's buffer
+    dst->t_total_us = src->t_total_us;
+}
+
 void common_perf_print(const struct llama_context * ctx, const struct common_sampler * gsmpl) {
     // TODO: measure grammar performance
 
diff --git a/common/sampling.h b/common/sampling.h
index 4191988bb..ced3c8364 100644
--- a/common/sampling.h
+++ b/common/sampling.h
@@ -37,7 +37,9 @@ struct common_sampler;
 // llama_sampler API overloads
 
 // note: can mutate params in some cases
-struct common_sampler * common_sampler_init(const struct llama_model * model, struct common_params_sampling & params);
+struct common_sampler * common_sampler_init(
+        const struct llama_model * model,
+        struct common_params_sampling & params);
 
 void common_sampler_free(struct common_sampler * gsmpl);
 
@@ -45,6 +47,7 @@ void common_sampler_free(struct common_sampler * gsmpl);
 void                    common_sampler_accept(struct common_sampler * gsmpl, llama_token token, bool is_generated);
 void                    common_sampler_reset (struct common_sampler * gsmpl);
 struct common_sampler * common_sampler_clone (struct common_sampler * gsmpl);
+void                    common_sampler_copy  (const struct common_sampler * src, struct common_sampler * dst);
 
 // arguments can be nullptr to skip printing
 void common_perf_print(const struct llama_context * ctx, const struct common_sampler * gsmpl);
diff --git a/common/speculative.cpp b/common/speculative.cpp
index 514fe8521..0082e5fc5 100644
--- a/common/speculative.cpp
+++ b/common/speculative.cpp
@@ -171,12 +171,6 @@ struct common_speculative_impl {
     // (optional) serialize/restore per-seq internal state (e.g. eagle3's deferred boundary).
     virtual bool get_state(llama_seq_id /*seq_id*/, std::vector<uint8_t> & /*data*/) const { return false; }
     virtual void set_state(llama_seq_id /*seq_id*/, const std::vector<uint8_t> & /*data*/) {}
-
-    // true if this implementation requires the target context to extract post-norm embeddings
-    virtual bool need_embd() const = 0;
-
-    // true if this implementation requires the target context to extract pre-norm embeddings
-    virtual bool need_embd_nextn() const { return false; }
 };
 
 struct common_speculative_impl_draft_simple : public common_speculative_impl {
@@ -193,6 +187,10 @@ struct common_speculative_impl_draft_simple : public common_speculative_impl {
         auto * ctx_dft = this->params.ctx_dft;
         auto * ctx_tgt = this->params.ctx_tgt;
 
+        if (!ctx_dft) {
+            throw std::runtime_error("draft-simple requires a draft context");
+        }
+
         SPC_TRC("%s", "adding speculative implementation 'draft-simple'\n");
         SPC_TRC("- n_max=%d, n_min=%d, p_min=%f\n", this->params.n_max, this->params.n_min, this->params.p_min);
         SPC_TRC("- gpu_layers=%d, cache_k=%s, cache_v=%s, ctx_tgt=%s, ctx_dft=%s, devices=[%s]\n",
@@ -385,10 +383,6 @@ struct common_speculative_impl_draft_simple : public common_speculative_impl {
     void accept(llama_seq_id /*seq_id*/, uint16_t /*n_accepted*/, bool /*is_other*/) override {
         // noop
     }
-
-    bool need_embd() const override {
-        return false;
-    }
 };
 
 
@@ -907,10 +901,6 @@ struct common_speculative_impl_draft_eagle3 : public common_speculative_impl {
         pending_g_last[seq_id].resize(n_embd_dec);
         std::memcpy(pending_g_last[seq_id].data(), data.data() + sizeof(llama_pos), (size_t) n_embd_dec * sizeof(float));
     }
-
-    bool need_embd() const override {
-        return false;
-    }
 };
 
 // DFlash: block-diffusion drafting with a draft-side KV cache injection
@@ -1032,7 +1022,14 @@ struct common_speculative_impl_draft_dflash : public common_speculative_impl {
             return true;
         }
 
-        if (batch_in.token == nullptr || batch_in.embd != nullptr) {
+        // Target prefill may contain token IDs or multimodal embeddings. Both
+        // produce the target-layer features used to seed the draft KV cache, so
+        // skipping the embedding batches leaves a hole in the draft's cache and
+        // the next injection fails to initialize.
+        // TODO: revisit after https://github.com/ggml-org/llama.cpp/pull/24669 is merged
+        const bool has_tokens     = batch_in.token != nullptr;
+        const bool has_embeddings = batch_in.embd  != nullptr;
+        if (has_tokens == has_embeddings) {
             return true;
         }
 
@@ -1240,10 +1237,6 @@ struct common_speculative_impl_draft_dflash : public common_speculative_impl {
     void accept(llama_seq_id /*seq_id*/, uint16_t /*n_accepted*/, bool /*is_other*/) override {
         // noop
     }
-
-    bool need_embd() const override {
-        return false;
-    }
 };
 
 struct common_speculative_impl_draft_mtp : public common_speculative_impl {
@@ -1682,14 +1675,6 @@ struct common_speculative_impl_draft_mtp : public common_speculative_impl {
         const size_t row_bytes = (size_t) n_embd * sizeof(float);
         std::memcpy(pending_h[seq_id].data(), verify_h[seq_id].data() + (size_t) i_h * n_embd, row_bytes);
     }
-
-    bool need_embd() const override {
-        return false;
-    }
-
-    bool need_embd_nextn() const override {
-        return true;
-    }
 };
 
 // state of self-speculation (simple implementation, not ngram-map)
@@ -1736,10 +1721,6 @@ struct common_speculative_impl_ngram_simple : public common_speculative_impl {
     void accept(llama_seq_id /*seq_id*/, uint16_t /*n_accepted*/, bool /*is_other*/) override {
         // noop
     }
-
-    bool need_embd() const override {
-        return false;
-    }
 };
 
 struct common_speculative_impl_ngram_map_k : public common_speculative_impl {
@@ -1794,10 +1775,6 @@ struct common_speculative_impl_ngram_map_k : public common_speculative_impl {
 
         common_ngram_map_accept(config[seq_id], n_accepted);
     }
-
-    bool need_embd() const override {
-        return false;
-    }
 };
 
 struct common_speculative_impl_ngram_mod : public common_speculative_impl {
@@ -1973,10 +1950,6 @@ struct common_speculative_impl_ngram_mod : public common_speculative_impl {
             }
         }
     }
-
-    bool need_embd() const override {
-        return false;
-    }
 };
 
 struct common_speculative_impl_ngram_cache : public common_speculative_impl {
@@ -2116,10 +2089,6 @@ struct common_speculative_impl_ngram_cache : public common_speculative_impl {
     void accept(llama_seq_id /*seq_id*/, uint16_t /*n_accepted*/, bool /*is_other*/) override {
         // noop
     }
-
-    bool need_embd() const override {
-        return false;
-    }
 };
 
 struct common_speculative {
@@ -2292,6 +2261,7 @@ common_params common_base_params_to_speculative(const common_params & params) {
     result.cache_type_k  = params_spec.cache_type_k;
     result.cache_type_v  = params_spec.cache_type_v;
     result.n_outputs_max = params.n_parallel;
+    result.n_outputs_max_per_seq = 1;
 
     return result;
 }
@@ -2314,7 +2284,6 @@ common_speculative_init_result::common_speculative_init_result(
     const bool spec_mtp = std::find(params.speculative.types.begin(),
                                     params.speculative.types.end(),
                                     COMMON_SPECULATIVE_TYPE_DRAFT_MTP) != params.speculative.types.end();
-    GGML_ASSERT(has_draft || spec_mtp);
 
     auto mparams = common_model_params_to_llama(params);
     auto cparams = common_context_params_to_llama(params);
@@ -2377,6 +2346,17 @@ common_speculative_init_result_ptr common_speculative_init_from_params(common_pa
     return std::make_unique<common_speculative_init_result>(params, model_tgt, ctx_tgt);
 }
 
+common_speculative_output_limits common_speculative_get_output_limits(
+        int32_t n_batch, int32_t n_parallel, int32_t n_draft) {
+    const int64_t per_seq = 1 + (int64_t) std::max(0, n_draft);
+    const int64_t total   = (int64_t) n_parallel * per_seq;
+
+    return {
+        /* .total   = */ (int32_t) std::min<int64_t>(n_batch, total),
+        /* .per_seq = */ (int32_t) std::min<int64_t>(n_batch, per_seq),
+    };
+}
+
 // initialization of the speculative decoding system
 //
 common_speculative * common_speculative_init(common_params_speculative & params, uint32_t n_seq) {
@@ -2385,57 +2365,28 @@ common_speculative * common_speculative_init(common_params_speculative & params,
     {
         uint32_t enabled_configs = common_get_enabled_speculative_configs(params.types);
 
-        bool has_draft_simple = (enabled_configs & (1u << COMMON_SPECULATIVE_TYPE_DRAFT_SIMPLE));
-        bool has_draft_eagle3 = (enabled_configs & (1u << COMMON_SPECULATIVE_TYPE_DRAFT_EAGLE3)) && params.draft.ctx_dft != nullptr;
-        bool has_draft_mtp    = (enabled_configs & (1u << COMMON_SPECULATIVE_TYPE_DRAFT_MTP))    && params.draft.ctx_dft != nullptr;
-        bool has_draft_dflash = (enabled_configs & (1u << COMMON_SPECULATIVE_TYPE_DRAFT_DFLASH)) && params.draft.ctx_dft != nullptr;
-        bool has_draft_dspark = (enabled_configs & (1u << COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK)) && params.draft.ctx_dft != nullptr;
-
-
-
-        bool has_ngram_cache   = (enabled_configs & (1u << COMMON_SPECULATIVE_TYPE_NGRAM_CACHE));
-        bool has_ngram_simple  = (enabled_configs & (1u << COMMON_SPECULATIVE_TYPE_NGRAM_SIMPLE));
-        bool has_ngram_map_k   = (enabled_configs & (1u << COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K));
-        bool has_ngram_map_k4v = (enabled_configs & (1u << COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K4V));
-        bool has_ngram_mod     = (enabled_configs & (1u << COMMON_SPECULATIVE_TYPE_NGRAM_MOD));
+        auto add_config_if_enabled = [&](common_speculative_type type, bool available = true) {
+            if (available && (enabled_configs & (1u << type))) {
+                configs.emplace_back(type, params);
+            }
+        };
 
         // when adding a new type - update here the logic above
         static_assert(COMMON_SPECULATIVE_TYPE_COUNT == 11);
 
         // this list here defines the priority of the speculators
         // the one with highest priority are listed first
-        if (has_ngram_simple) {
-            // This implementation can guess a lot of tokens without any draft model.
-            configs.push_back(common_speculative_config(COMMON_SPECULATIVE_TYPE_NGRAM_SIMPLE, params));
-        }
-        if (has_ngram_map_k) {
-            configs.push_back(common_speculative_config(COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K, params));
-        }
-        if (has_ngram_map_k4v) {
-            // This implementation can guess tokens with high acceptance rate but is more expensive.
-            configs.push_back(common_speculative_config(COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K4V, params));
-        }
-        if (has_ngram_mod) {
-            configs.push_back(common_speculative_config(COMMON_SPECULATIVE_TYPE_NGRAM_MOD, params));
-        }
-        if (has_ngram_cache) {
-            configs.push_back(common_speculative_config(COMMON_SPECULATIVE_TYPE_NGRAM_CACHE, params));
-        }
-        if (has_draft_simple) {
-            configs.push_back(common_speculative_config(COMMON_SPECULATIVE_TYPE_DRAFT_SIMPLE, params));
-        }
-        if (has_draft_eagle3) {
-            configs.push_back(common_speculative_config(COMMON_SPECULATIVE_TYPE_DRAFT_EAGLE3, params));
-        }
-        if (has_draft_mtp) {
-            configs.push_back(common_speculative_config(COMMON_SPECULATIVE_TYPE_DRAFT_MTP, params));
-        }
-        if (has_draft_dflash) {
-            configs.push_back(common_speculative_config(COMMON_SPECULATIVE_TYPE_DRAFT_DFLASH, params));
-        }
-        if (has_draft_dspark) {
-            configs.push_back(common_speculative_config(COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK, params));
-        }
+        add_config_if_enabled(COMMON_SPECULATIVE_TYPE_NGRAM_SIMPLE);
+        add_config_if_enabled(COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K);
+        add_config_if_enabled(COMMON_SPECULATIVE_TYPE_NGRAM_MAP_K4V);
+        add_config_if_enabled(COMMON_SPECULATIVE_TYPE_NGRAM_MOD);
+        add_config_if_enabled(COMMON_SPECULATIVE_TYPE_NGRAM_CACHE);
+
+        add_config_if_enabled(COMMON_SPECULATIVE_TYPE_DRAFT_SIMPLE);
+        add_config_if_enabled(COMMON_SPECULATIVE_TYPE_DRAFT_EAGLE3, params.draft.ctx_dft != nullptr);
+        add_config_if_enabled(COMMON_SPECULATIVE_TYPE_DRAFT_MTP,    params.draft.ctx_dft != nullptr);
+        add_config_if_enabled(COMMON_SPECULATIVE_TYPE_DRAFT_DFLASH, params.draft.ctx_dft != nullptr);
+        add_config_if_enabled(COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK, params.draft.ctx_dft != nullptr);
     }
 
     std::vector<std::unique_ptr<common_speculative_impl>> impls = {};
@@ -2570,34 +2521,6 @@ bool common_speculative_process(common_speculative * spec, const llama_batch & b
     return result;
 }
 
-bool common_speculative_need_embd(common_speculative * spec) {
-    if (spec == nullptr) {
-        return false;
-    }
-
-    for (auto & impl : spec->impls) {
-        if (impl->need_embd()) {
-            return true;
-        }
-    }
-
-    return false;
-}
-
-bool common_speculative_need_embd_nextn(common_speculative * spec) {
-    if (spec == nullptr) {
-        return false;
-    }
-
-    for (auto & impl : spec->impls) {
-        if (impl->need_embd_nextn()) {
-            return true;
-        }
-    }
-
-    return false;
-}
-
 void common_speculative_draft(common_speculative * spec) {
     if (spec == nullptr) {
         return;
@@ -2682,7 +2605,10 @@ void common_speculative_draft(common_speculative * spec) {
 void common_speculative_accept(common_speculative * spec, llama_seq_id seq_id, uint16_t n_accepted) {
     common_speculative_impl * impl = spec->impl_last[seq_id];
 
-    GGML_ASSERT(impl);
+    if (impl == nullptr) {
+        GGML_ASSERT(n_accepted == 0);
+        return;
+    }
 
     {
         common_time_meas tm(impl->t_accept_us, !impl->gen_perf);
diff --git a/common/speculative.h b/common/speculative.h
index 062bf2093..06b0992ed 100644
--- a/common/speculative.h
+++ b/common/speculative.h
@@ -25,6 +25,15 @@ int32_t common_speculative_n_max(const common_params_speculative * spec);
 
 common_params common_base_params_to_speculative(const common_params & params);
 
+struct common_speculative_output_limits {
+    int32_t total;
+    int32_t per_seq;
+};
+
+// return the output limits needed for speculative decoding
+common_speculative_output_limits common_speculative_get_output_limits(
+        int32_t n_batch, int32_t n_parallel, int32_t n_draft);
+
 common_speculative * common_speculative_init(common_params_speculative & params, uint32_t n_seq);
 
 void common_speculative_free(common_speculative * spec);
@@ -58,12 +67,6 @@ void common_speculative_begin(common_speculative * spec, llama_seq_id seq_id, co
 // process the batch and update the internal state of the speculative context
 bool common_speculative_process(common_speculative * spec, const llama_batch & batch);
 
-// true if any implementation requires target post-norm embeddings to be extracted
-bool common_speculative_need_embd(common_speculative * spec);
-
-// true if any implementation requires target nextn embeddings to be extracted
-bool common_speculative_need_embd_nextn(common_speculative * spec);
-
 // generate drafts for the sequences specified with `common_speculative_get_draft_params`
 void common_speculative_draft(common_speculative * spec);
 
diff --git a/conversion/__init__.py b/conversion/__init__.py
index 90125db18..4ef0da08c 100644
--- a/conversion/__init__.py
+++ b/conversion/__init__.py
@@ -55,6 +55,7 @@ TEXT_MODEL_MAP: dict[str, str] = {
     "DFlashDraftModel": "qwen",
     "Qwen3DSparkModel": "qwen",
     "DeepseekV4ForCausalLM": "deepseek",
+    "DeepseekV4DSparkModel": "deepseek",
     "DistilBertForMaskedLM": "bert",
     "DistilBertForSequenceClassification": "bert",
     "DistilBertModel": "bert",
@@ -69,6 +70,7 @@ TEXT_MODEL_MAP: dict[str, str] = {
     "Exaone4ForCausalLM": "exaone",
     "ExaoneForCausalLM": "exaone",
     "ExaoneMoEForCausalLM": "exaone",
+    "ExaoneMoeForCausalLM": "exaone",
     "FalconForCausalLM": "falcon",
     "FalconH1ForCausalLM": "falcon_h1",
     "FalconMambaForCausalLM": "mamba",
@@ -101,6 +103,7 @@ TEXT_MODEL_MAP: dict[str, str] = {
     "GraniteMoeForCausalLM": "granite",
     "GraniteMoeHybridForCausalLM": "granite",
     "GraniteMoeSharedForCausalLM": "granite",
+    "GraniteSwitchForCausalLM": "granite",
     "GraniteSpeechForConditionalGeneration": "granite",
     "GraniteSpeechPlusForConditionalGeneration": "granite",
     "Grok1ForCausalLM": "grok",
@@ -181,6 +184,8 @@ TEXT_MODEL_MAP: dict[str, str] = {
     "Olmo3ForCausalLM": "olmo",
     "OlmoForCausalLM": "olmo",
     "OlmoeForCausalLM": "olmo",
+    "MuseGlimmerAssistantModel": "muse_glimmer",
+    "MuseGlimmerForConditionalGeneration": "muse_glimmer",
     "OpenELMForCausalLM": "openelm",
     "OrionForCausalLM": "orion",
     "PLMForCausalLM": "plm",
@@ -210,6 +215,8 @@ TEXT_MODEL_MAP: dict[str, str] = {
     "Qwen3MoeForCausalLM": "qwen",
     "Qwen3NextForCausalLM": "qwen",
     "Qwen3OmniMoeForConditionalGeneration": "qwen3vl",
+    "PocketTTSModel": "pockettts",
+    "Qwen3TTSForConditionalGeneration": "qwen3tts",
     "Qwen3VLForConditionalGeneration": "qwen3vl",
     "Qwen3VLMoeForConditionalGeneration": "qwen3vl",
     "Qwen3_5ForCausalLM": "qwen",
@@ -295,6 +302,7 @@ MMPROJ_MODEL_MAP: dict[str, str] = {
     "MiniCPMV4_6ForConditionalGeneration": "minicpm",
     "Mistral3ForConditionalGeneration": "llava",
     "NemotronH_Nano_VL_V2": "nemotron",
+    "MuseGlimmerForConditionalGeneration": "muse_glimmer",
     "PaddleOCRVisionModel": "ernie",
     "Phi4ForCausalLMV": "phi",
     "Qwen2AudioForConditionalGeneration": "ultravox",
@@ -304,6 +312,8 @@ MMPROJ_MODEL_MAP: dict[str, str] = {
     "Qwen2_5_VLForConditionalGeneration": "qwenvl",
     "Qwen3ASRForConditionalGeneration": "qwen3vl",
     "Qwen3OmniMoeForConditionalGeneration": "qwen3vl",
+    "PocketTTSModel": "pockettts",
+    "Qwen3TTSForConditionalGeneration": "qwen3tts",
     "Qwen3VLForConditionalGeneration": "qwen3vl",
     "Qwen3VLMoeForConditionalGeneration": "qwen3vl",
     "Qwen3_5ForConditionalGeneration": "qwen3vl",
diff --git a/conversion/base.py b/conversion/base.py
index a7cd3fd90..718d53944 100644
--- a/conversion/base.py
+++ b/conversion/base.py
@@ -58,6 +58,11 @@ logger = logging.getLogger("hf-to-gguf")
 AnyModel = TypeVar("AnyModel", bound="type[ModelBase]")
 
 
+# for checkpoints that ship no config.json, we will try to provide a synthetic one
+HparamsMatcher = Callable[[Path], bool]
+HparamsLoader = Callable[[Path], dict[str, Any]]
+
+
 class SentencePieceTokenTypes(IntEnum):
     NORMAL = 1
     UNKNOWN = 2
@@ -77,6 +82,7 @@ class ModelBase:
         ModelType.TEXT: {},
         ModelType.MMPROJ: {},
     }
+    _hparams_loaders: list[tuple[HparamsMatcher, HparamsLoader]] = []
 
     dir_model: Path
     ftype: gguf.LlamaFileType
@@ -823,7 +829,7 @@ class ModelBase:
             elif any(str(v.get("quant_algo")).endswith("NVFP4") for v in quant_layers.values() if isinstance(v, dict)):
                 quant_algo = "NVFP4"
 
-        self._is_nvfp4 = quant_algo == "NVFP4"
+        self._is_nvfp4 = quant_algo in ("NVFP4", "W4A16_NVFP4")
         self._is_mxfp4 = quant_method == "mxfp4"
 
         # NVFP4 weights are repacked and written directly to gguf_writer.
@@ -1040,6 +1046,24 @@ class ModelBase:
 
         return part_names
 
+    @staticmethod
+    def load_hparams_guess(dir_model: Path) -> dict[str, Any] | None:
+        # some models ship no config.json, will try to guess them
+        from conversion import load_all_models
+        load_all_models()
+
+        for matcher, loader in ModelBase._hparams_loaders:
+            if matcher(dir_model):
+                return loader(dir_model)
+        return None
+
+    @classmethod
+    def register_hparams_loader(cls, matcher: HparamsMatcher) -> Callable[[HparamsLoader], HparamsLoader]:
+        def inner(loader: HparamsLoader) -> HparamsLoader:
+            cls._hparams_loaders.append((matcher, loader))
+            return loader
+        return inner
+
     @staticmethod
     def load_hparams(dir_model: Path, is_mistral_format: bool):
         if is_mistral_format:
@@ -1053,6 +1077,10 @@ class ModelBase:
             config = AutoConfig.from_pretrained(dir_model, trust_remote_code=False).to_dict()
         except Exception as e:
             logger.warning(f"Failed to load model config from {dir_model}: {e}")
+            if not (dir_model / "config.json").is_file():
+                config = ModelBase.load_hparams_guess(dir_model)
+                if config is not None:
+                    return config
             logger.warning("Trying to load config.json instead")
             with open(dir_model / "config.json", "r", encoding="utf-8") as f:
                 config = json.load(f)
diff --git a/conversion/chatglm.py b/conversion/chatglm.py
index 801913075..d63855038 100644
--- a/conversion/chatglm.py
+++ b/conversion/chatglm.py
@@ -81,7 +81,7 @@ class ChatGLMModel(TextModel):
 
     @staticmethod
     def token_bytes_to_string(b):
-        from transformers.models.gpt2.tokenization_gpt2 import bytes_to_unicode  # ty: ignore[unresolved-import]
+        from transformers.convert_slow_tokenizer import bytes_to_unicode
         byte_encoder = bytes_to_unicode()
         return ''.join([byte_encoder[ord(char)] for char in b.decode('latin-1')])
 
diff --git a/conversion/deepseek.py b/conversion/deepseek.py
index 0bf69be3b..1846ca401 100644
--- a/conversion/deepseek.py
+++ b/conversion/deepseek.py
@@ -17,8 +17,11 @@ from .base import LazyTorchTensor, MmprojModel, ModelBase, TextModel, gguf, logg
 from .qwen import QwenModel
 
 
-@ModelBase.register("DeepseekOCRForCausalLM", "UnlimitedOCRForCausalLM")
+@ModelBase.register("DeepseekOCRForCausalLM")
 class DeepseekOCRVisionModel(MmprojModel):
+    # HF dynamic_preprocess() max_num, which differs per model
+    preproc_max_tiles = 9
+
     def __init__(self, *args, **kwargs):
         super().__init__(*args, **kwargs)
         self.clip_projector_type = gguf.VisionProjectorType.DEEPSEEKOCR
@@ -43,6 +46,9 @@ class DeepseekOCRVisionModel(MmprojModel):
         # @bluebread: there's no window_size in config but just add it here anyway
         self.gguf_writer.add_vision_window_size(self.hparams.get("window_size", 14))
 
+        self.gguf_writer.add_vision_preproc_min_tiles(2)
+        self.gguf_writer.add_vision_preproc_max_tiles(self.preproc_max_tiles)
+
         # SAM configuration
         sam_hparams = hparams['sam']
         self.gguf_writer.add_vision_sam_layers_count(sam_hparams['layers'])
@@ -93,8 +99,15 @@ class DeepseekOCRVisionModel(MmprojModel):
         return super().filter_tensors((name, gen))
 
 
+@ModelBase.register("UnlimitedOCRForCausalLM")
+class UnlimitedOCRVisionModel(DeepseekOCRVisionModel):
+    preproc_max_tiles = 32
+
+
 @ModelBase.register("DeepseekOCR2ForCausalLM")
 class DeepseekOCR2VisionModel(DeepseekOCRVisionModel):
+    preproc_max_tiles = 6
+
     def __init__(self, *args, **kwargs):
         super().__init__(*args, **kwargs)
         self.clip_projector_type = gguf.VisionProjectorType.DEEPSEEKOCR2
@@ -447,12 +460,43 @@ class DeepseekV2Model(TextModel):
 class DeepseekV32Model(DeepseekV2Model):
     model_arch = gguf.MODEL_ARCH.DEEPSEEK32
     skip_mtp = False
+    supports_mtp_export = True
+    _n_main_layers: int | None = None
 
     def __init__(self, *args, **kwargs):
         super().__init__(*args, **kwargs)
-        self.block_count = self.hparams["num_hidden_layers"] + self.hparams.get("num_nextn_predict_layers", 0)
+        self.block_count = self.hparams["num_hidden_layers"]
+        if not self.no_mtp:
+            self.block_count += self.hparams.get("num_nextn_predict_layers", 0)
         self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
 
+    def index_tensors(self, remote_hf_model_id: str | None = None):
+        type(self)._n_main_layers = self.hparams["num_hidden_layers"]
+        return super().index_tensors(remote_hf_model_id=remote_hf_model_id)
+
+    @classmethod
+    def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+        if (titem := super().filter_tensors(item)) is None:
+            return None
+        name, gen = titem
+
+        # DeepSeek V3.2 appends the NextN/MTP block past num_hidden_layers
+        # (model.layers.61 -> blk.61 in the 62-block file).
+        assert cls._n_main_layers is not None
+        is_mtp = (m := re.match(r"model\.layers\.(\d+)\.", name)) is not None and int(m.group(1)) >= cls._n_main_layers
+
+        # --no-mtp: drop the appended NextN block entirely.
+        if is_mtp and cls.no_mtp:
+            return None
+        # --mtp: keep ONLY NextN-block tensors plus the shared embeddings/
+        # norm/lm_head (so the resulting GGUF carries just the draft head).
+        if cls.mtp_only and not is_mtp and name not in (
+            "model.embed_tokens.weight", "model.norm.weight", "lm_head.weight",
+        ):
+            return None
+
+        return name, gen
+
     def set_vocab(self):
         from transformers import AutoTokenizer
         tokenizer = AutoTokenizer.from_pretrained(self.dir_model)
@@ -463,7 +507,7 @@ class DeepseekV32Model(DeepseekV2Model):
         super().set_gguf_parameters()
 
         # NextN/MTP prediction layers
-        if (num_nextn_predict_layers := self.hparams.get("num_nextn_predict_layers")) is not None:
+        if not self.no_mtp and (num_nextn_predict_layers := self.hparams.get("num_nextn_predict_layers")) is not None:
             self.gguf_writer.add_nextn_predict_layers(num_nextn_predict_layers)
 
         # DSA indexer parameters
@@ -489,6 +533,13 @@ class DeepseekV4Model(TextModel):
         for key, value in raw_hparams.items():
             self.hparams.setdefault(key, value)
 
+        # workaround for special rope_parameters (main/compress) in transformers 5.x
+        if self.rope_parameters.get("full_attention", self.rope_parameters).get("rope_type") is None:
+            if (rope_scaling := raw_hparams.get("rope_scaling")) is not None:
+                if "rope_type" not in rope_scaling and (rope_type := rope_scaling.get("type")) is not None:
+                    rope_scaling["rope_type"] = rope_type
+                self.rope_parameters.update(**rope_scaling)
+
         self.block_count = self.hparams["num_hidden_layers"]
         if self.mtp_only:
             self.block_count += self.hparams.get("num_nextn_predict_layers", 0)
@@ -504,7 +555,10 @@ class DeepseekV4Model(TextModel):
             logger.info("Skipping %d DeepSeek-V4 MTP tensor(s) for conversion v0", type(self)._skipped_mtp_tensors)
 
         # add a default chat template; if the model has a built-in template, it will be overridden later
-        template_path = Path(__file__).parent.parent / "models" / "templates" / "deepseek-ai-DeepSeek-V4.jinja"
+        model_id_hint = self.remote_hf_model_id or self.dir_model.name
+        is_0731 = "0731" in model_id_hint
+        template_name = "deepseek-ai-DeepSeek-V4-Flash-0731.jinja" if is_0731 else "deepseek-ai-DeepSeek-V4.jinja"
+        template_path = Path(__file__).parent.parent / "models" / "templates" / template_name
         if template_path.is_file():
             with open(template_path, "r", encoding="utf-8") as f:
                 self.gguf_writer.add_chat_template(f.read())
@@ -620,7 +674,8 @@ class DeepseekV4Model(TextModel):
         self.gguf_writer.add_hyper_connection_sinkhorn_iterations(hparams["hc_sinkhorn_iters"])
         self.gguf_writer.add_hyper_connection_epsilon(hparams["hc_eps"])
         self.gguf_writer.add_hash_layer_count(hparams["num_hash_layers"])
-        self.gguf_writer.add_embedding_length_out(hparams["hidden_size"] * hparams["hc_mult"])
+        if self.model_arch == gguf.MODEL_ARCH.DEEPSEEK4:
+            self.gguf_writer.add_embedding_length_out(hparams["hidden_size"] * hparams["hc_mult"])
         if self.mtp_only and (num_nextn_predict_layers := hparams.get("num_nextn_predict_layers", 0)) > 0:
             self.gguf_writer.add_nextn_predict_layers(num_nextn_predict_layers)
 
@@ -878,3 +933,105 @@ class DeepseekV4Model(TextModel):
         super().prepare_tensors()
         self._is_mxfp4 = True
         self.ftype = gguf.LlamaFileType.MOSTLY_MXFP4_MOE
+
+
+@ModelBase.register("DeepseekV4DSparkModel")
+class DeepseekV4DSparkModel(DeepseekV4Model):
+    model_arch = gguf.MODEL_ARCH.DFLASH
+
+    _DSPARK_ROOT_MAP: dict[str, tuple[gguf.MODEL_TENSOR, str]] = {
+        "main_proj.weight": (gguf.MODEL_TENSOR.FC, ".weight"),
+        "main_norm.weight": (gguf.MODEL_TENSOR.ENC_OUTPUT_NORM, ".weight"),
+        "markov_head.markov_w1.weight": (gguf.MODEL_TENSOR.DSPARK_MARKOV_W1, ".weight"),
+        "markov_head.markov_w2.weight": (gguf.MODEL_TENSOR.DSPARK_MARKOV_W2, ".weight"),
+        "confidence_head.proj.weight": (gguf.MODEL_TENSOR.DSPARK_CONF_PROJ, ".weight"),
+    }
+
+    def __init__(self, *args, **kwargs):
+        super().__init__(*args, **kwargs)
+
+        self.block_count = 1 + max(
+            int(match.group(1)) for name in self.model_tensors
+            if (match := re.match(r"layers\.(\d+)\.", name))
+        )
+        self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+
+        self.hparams["compress_ratios"] = [0] * self.block_count
+        self.hparams["num_hash_layers"] = 0
+
+    def index_tensors(self, remote_hf_model_id: str | None = None) -> dict[str, Callable[[], Tensor]]:
+        if remote_hf_model_id is None:
+            return super().index_tensors()
+
+        with open(self.dir_model / "model.safetensors.index.json", "r", encoding="utf-8") as f:
+            weight_map = json.load(f)["weight_map"]
+
+        part_names = sorted({
+            part_name for name, part_name in weight_map.items()
+            if name.startswith("mtp.")
+        })
+        tensors: dict[str, Callable[[], Tensor]] = {}
+
+        for part_name in part_names:
+            from huggingface_hub import hf_hub_download
+
+            logger.info("gguf: caching remote DSpark part '%s'", part_name)
+            part_path = Path(hf_hub_download(repo_id=remote_hf_model_id, filename=part_name))
+            with gguf.utility.SafetensorsLocal(part_path) as model_part:
+                for name in model_part:
+                    data = model_part[name]
+                    data_gen = lambda data=data: LazyTorchTensor.from_local_tensor(data)  # noqa: E731
+                    if titem := self.filter_tensors((name, data_gen)):
+                        tensor_name, tensor_gen = titem
+                        tensors[tensor_name] = tensor_gen
+
+        return tensors
+
+    @classmethod
+    def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+        name, gen = item
+        if not name.startswith("mtp."):
+            return None
+        return super().filter_tensors((cls._rekey_mtp_tensor_name(name), gen))
+
+    @staticmethod
+    def _rekey_mtp_tensor_name(name: str) -> str:
+        match = re.match(r"mtp\.(\d+)\.(.+)$", name)
+        if match is None:
+            raise ValueError(f"Unexpected DSpark tensor {name!r}")
+
+        stage, rest = match.group(1), match.group(2)
+        root_names = (
+            "main_proj.scale",
+            "norm.weight",
+            "hc_head_fn",
+            "hc_head_base",
+            "hc_head_scale",
+        )
+        if rest in DeepseekV4DSparkModel._DSPARK_ROOT_MAP or rest in root_names:
+            return rest
+        return f"layers.{stage}.{rest}"
+
+    def _map_dsv4_tensor_name(self, name: str, bid: int | None) -> tuple[gguf.MODEL_TENSOR, str]:
+        if name in self._DSPARK_ROOT_MAP:
+            return self._DSPARK_ROOT_MAP[name]
+        return super()._map_dsv4_tensor_name(name, bid)
+
+    def set_vocab(self):
+        if self.target_model_dir is None:
+            raise ValueError("DeepSeek-V4 DSpark requires --target-model-dir with the target tokenizer")
+
+        original_dir = self.dir_model
+        try:
+            self.dir_model = self.target_model_dir
+            super().set_vocab()
+        finally:
+            self.dir_model = original_dir
+
+        self.gguf_writer.add_mask_token_id(self.hparams["dspark_noise_token_id"])
+
+    def set_gguf_parameters(self):
+        super().set_gguf_parameters()
+
+        self.gguf_writer.add_block_size(self.hparams["dspark_block_size"])
+        self.gguf_writer.add_target_layers([layer + 1 for layer in self.hparams["dspark_target_layer_ids"]])
diff --git a/conversion/exaone.py b/conversion/exaone.py
index bc4fb3f1b..1cd2244db 100644
--- a/conversion/exaone.py
+++ b/conversion/exaone.py
@@ -123,7 +123,9 @@ class Exaone4Model(TextModel):
                 yield (self.format_tensor_name(gguf.MODEL_TENSOR.ROPE_FREQS), torch.tensor(rope_factors, dtype=torch.float32))
 
 
-@ModelBase.register("ExaoneMoEForCausalLM")
+# note: transformers >= 5.1 renamed the class to "ExaoneMoeForCausalLM" (lowercase 'e'),
+#       so accept both spellings - LG AI have updated the configs of already-released models
+@ModelBase.register("ExaoneMoEForCausalLM", "ExaoneMoeForCausalLM")
 class ExaoneMoEModel(Exaone4Model):
     model_arch = gguf.MODEL_ARCH.EXAONE_MOE
 
diff --git a/conversion/glm.py b/conversion/glm.py
index cc34cddbf..e28f54574 100644
--- a/conversion/glm.py
+++ b/conversion/glm.py
@@ -206,10 +206,70 @@ class Glm4MoeModel(TextModel):
 @ModelBase.register("Glm4MoeLiteForCausalLM")
 class Glm4MoeLiteModel(DeepseekV2Model):
     model_arch = gguf.MODEL_ARCH.DEEPSEEK2
+    skip_mtp = False
+    supports_mtp_export = True
+    _n_main_layers: int | None = None
 
     def set_vocab(self):
         return self._set_vocab_glm()
 
+    def __init__(self, *args, **kwargs):
+        super().__init__(*args, **kwargs)
+
+        num_hidden_layers = self.hparams["num_hidden_layers"]
+        self.num_nextn_predict_layers = self.hparams.get("num_nextn_predict_layers", 0)
+        self.skip_mtp = self.no_mtp or self.num_nextn_predict_layers == 0
+
+        if self.skip_mtp:
+            self.block_count = num_hidden_layers
+        else:
+            self.block_count = num_hidden_layers + self.num_nextn_predict_layers
+
+        self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+
+    def set_gguf_parameters(self):
+        super().set_gguf_parameters()
+
+        if self.skip_mtp:
+            return
+
+        self.gguf_writer.add_nextn_predict_layers(self.num_nextn_predict_layers)
+
+    def index_tensors(self, remote_hf_model_id: str | None = None):
+        type(self)._n_main_layers = self.hparams["num_hidden_layers"]
+        return super().index_tensors(remote_hf_model_id=remote_hf_model_id)
+
+    @classmethod
+    def filter_tensors(cls, item):
+        if (titem := super().filter_tensors(item)) is None:
+            return None
+        name, gen = titem
+
+        if cls._n_main_layers is not None:
+            match = re.match(r"model\.layers\.(\d+)\.", name)
+            is_mtp = match is not None and int(match.group(1)) >= cls._n_main_layers
+            if is_mtp and cls.no_mtp:
+                return None
+            if cls.mtp_only and not is_mtp and name not in (
+                "model.embed_tokens.weight", "model.norm.weight", "lm_head.weight",
+            ):
+                return None
+
+        return name, gen
+
+    def prepare_metadata(self, vocab_only: bool):
+        from_dir = self.fname_out.is_dir()
+        super().prepare_metadata(vocab_only=vocab_only)
+
+        if not self.mtp_only or not from_dir:
+            return
+
+        output_type: str = self.ftype.name.partition("_")[2]
+        fname_default: str = gguf.naming_convention(
+            self.metadata.name, self.metadata.basename, self.metadata.finetune,
+            self.metadata.version, size_label=None, output_type=output_type, model_type=None)
+        self.fname_out = self.fname_out.parent / f"mtp-{fname_default}.gguf"
+
 
 @ModelBase.register("GlmMoeDsaForCausalLM")
 class GlmMoeDsaModel(DeepseekV2Model):
diff --git a/conversion/granite.py b/conversion/granite.py
index 8367ed225..956342e6d 100644
--- a/conversion/granite.py
+++ b/conversion/granite.py
@@ -123,6 +123,166 @@ class GraniteMoeModel(GraniteModel):
         yield from super().modify_tensors(data_torch, name, bid)
 
 
+@ModelBase.register("GraniteSwitchForCausalLM")
+class GraniteSwitchModel(GraniteMoeModel):
+    """Dense, all-attention Granite with N per-token embedded LoRA adapters, stacked
+    over the adapter dim with a zero adapter at slot 0 (N = num_adapters + 1)."""
+    model_arch = gguf.MODEL_ARCH.GRANITE_SWITCH
+
+    # permute q/k per-slice below (NORM-rope layout), not via the parent's auto-permute
+    undo_permute = False
+
+    def __init__(self, *args, **kwargs):
+        super().__init__(*args, **kwargs)
+        # the weightless switch reserves one cache slot: one fewer block than num_hidden_layers
+        self.block_count = self.block_count - 1
+        self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+
+        self._n_adapters = int(self.hparams["num_adapters"])
+        self._max_lora_rank = int(self.hparams["max_lora_rank"])
+        self._n_slots = self._n_adapters + 1  # +1 for the zero slot at index 0
+
+        n_head = int(self.hparams["num_attention_heads"])
+        n_kv_head = int(self.hparams["num_key_value_heads"])
+        head_dim = (
+            self.hparams.get("projection_head_dim")
+            or self.hparams.get("head_dim")
+            or (self.hparams["hidden_size"] // n_head)
+        )
+        self._n_head = n_head
+        self._n_kv_head = n_kv_head
+        self._head_dim = int(head_dim)
+        self._q_size = n_head * self._head_dim
+        self._kv_size = n_kv_head * self._head_dim
+
+    def set_gguf_parameters(self):
+        super().set_gguf_parameters()
+
+        # dense: pin expert_used_count to 0 (config carries a leftover num_experts_per_tok)
+        if not self.hparams.get("num_local_experts"):
+            self.gguf_writer.add_expert_used_count(0)
+
+        self.gguf_writer.add_adapter_count(self._n_adapters)
+        self.gguf_writer.add_adapter_lora_rank(self._max_lora_rank)
+        self.gguf_writer.add_adapter_token_ids_activate(self.hparams["adapter_token_ids"])
+        self.gguf_writer.add_adapter_token_ids_substitute(self.hparams["adapter_substitute_token_ids"])
+        router_gain = float(self.hparams.get("control_token_gain", 15.0))
+        self.gguf_writer.add_adapter_router_gain(router_gain)
+        logger.info("gguf: (graniteswitch) num_adapters=%s max_lora_rank=%s n_slots=%s router_gain=%s", self._n_adapters, self._max_lora_rank, self._n_slots, router_gain)
+
+    def _lora_a(self, data: Tensor) -> Tensor:
+        # on-disk A: [n_adapters, 1, max_rank, in] -> [n_adapters+1, max_rank, in]
+        a = data.squeeze(1)
+        zero = torch.zeros_like(a[:1])
+        return torch.cat([zero, a], dim=0).contiguous()
+
+    def _lora_b(self, data: Tensor, permute_n_head: int | None = None) -> Tensor:
+        # on-disk B: [n_adapters, 1, out, max_rank] -> [n_adapters+1, out, max_rank]
+        b = data.squeeze(1)
+        if permute_n_head is not None:
+            # permute each adapter's B output rows to match the permuted q/k base
+            b = torch.stack([self.permute(b[i], permute_n_head, permute_n_head) for i in range(b.shape[0])], dim=0)
+        zero = torch.zeros_like(b[:1])
+        return torch.cat([zero, b], dim=0).contiguous()
+
+    def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+        T = gguf.MODEL_TENSOR
+
+        # skip the weightless switch + control-token buffers (rebuilt at load time)
+        bare = name.split(".")[-1]
+        if (
+            name.startswith("model.switch.") or name.startswith("switch.")
+            or bare in ("adapter_token_ids", "control_to_substitute_lut")
+        ):
+            return
+
+        if "self_attn.qkv_proj" in name:
+            if name.endswith("base_layer.weight"):
+                # fused [q|k|v] rows: permute q/k row-blocks for ggml's NORM-rope layout
+                q, k, v = data_torch.split([self._q_size, self._kv_size, self._kv_size], dim=0)
+                q = self.permute(q, self._n_head, self._n_head)
+                k = self.permute(k, self._n_kv_head, self._n_kv_head)
+                fused = torch.cat([q, k, v], dim=0)
+                yield (self.format_tensor_name(T.ATTN_QKV, bid), fused)
+                return
+            if "lora_A_slices." in name:
+                slot = int(name.rsplit(".", 1)[1])
+                key = {0: T.ATTN_Q, 1: T.ATTN_K, 2: T.ATTN_V}[slot]
+                yield (self.format_tensor_name(key, bid, suffix=".lora_a"), self._lora_a(data_torch))
+                return
+            if "lora_B_slices." in name:
+                slot = int(name.rsplit(".", 1)[1])
+                key, ph = {
+                    0: (T.ATTN_Q, self._n_head),
+                    1: (T.ATTN_K, self._n_kv_head),
+                    2: (T.ATTN_V, None),
+                }[slot]
+                yield (self.format_tensor_name(key, bid, suffix=".lora_b"), self._lora_b(data_torch, ph))
+                return
+            raise ValueError(f"Unexpected qkv_proj tensor: {name}")
+
+        if "self_attn.o_proj" in name:
+            if name.endswith("base_layer.weight"):
+                yield (self.format_tensor_name(T.ATTN_OUT, bid), data_torch)
+                return
+            if name.endswith("lora_A"):
+                yield (self.format_tensor_name(T.ATTN_OUT, bid, suffix=".lora_a"), self._lora_a(data_torch))
+                return
+            if name.endswith("lora_B"):
+                yield (self.format_tensor_name(T.ATTN_OUT, bid, suffix=".lora_b"), self._lora_b(data_torch))
+                return
+            raise ValueError(f"Unexpected o_proj tensor: {name}")
+
+        if "shared_mlp.input_linear" in name:
+            ffn = self.hparams["shared_intermediate_size"]
+            if name.endswith("base_layer.weight"):
+                gate, up = data_torch.split([ffn, ffn], dim=0)
+                yield (self.format_tensor_name(T.FFN_GATE, bid), gate)
+                yield (self.format_tensor_name(T.FFN_UP, bid), up)
+                return
+            if "lora_A_slices." in name:
+                slot = int(name.rsplit(".", 1)[1])
+                key = {0: T.FFN_GATE, 1: T.FFN_UP}[slot]
+                yield (self.format_tensor_name(key, bid, suffix=".lora_a"), self._lora_a(data_torch))
+                return
+            if "lora_B_slices." in name:
+                slot = int(name.rsplit(".", 1)[1])
+                key = {0: T.FFN_GATE, 1: T.FFN_UP}[slot]
+                yield (self.format_tensor_name(key, bid, suffix=".lora_b"), self._lora_b(data_torch))
+                return
+            raise ValueError(f"Unexpected shared_mlp.input_linear tensor: {name}")
+
+        if "shared_mlp.output_linear" in name:
+            if name.endswith("base_layer.weight"):
+                yield (self.format_tensor_name(T.FFN_DOWN, bid), data_torch)
+                return
+            if name.endswith("lora_A"):
+                yield (self.format_tensor_name(T.FFN_DOWN, bid, suffix=".lora_a"), self._lora_a(data_torch))
+                return
+            if name.endswith("lora_B"):
+                yield (self.format_tensor_name(T.FFN_DOWN, bid, suffix=".lora_b"), self._lora_b(data_torch))
+                return
+            raise ValueError(f"Unexpected shared_mlp.output_linear tensor: {name}")
+
+        if bid is not None and ".layers." in name and (
+            "input_layernorm" in name or "post_attention_layernorm" in name
+        ):
+            key = T.ATTN_NORM if "input_layernorm" in name else T.FFN_NORM
+            yield (self.format_tensor_name(key, bid), data_torch)
+            return
+
+        if name in ("model.embed_tokens.weight", "embed_tokens.weight"):
+            yield (self.format_tensor_name(T.TOKEN_EMBD), data_torch)
+            return
+        if name in ("model.norm.weight", "norm.weight"):
+            yield (self.format_tensor_name(T.OUTPUT_NORM), data_torch)
+            return
+        if name == "lm_head.weight":
+            return  # tied to token_embd
+
+        raise ValueError(f"graniteswitch: unhandled tensor {name!r} (bid={bid})")
+
+
 @ModelBase.register("GraniteMoeHybridForCausalLM", "BambaForCausalLM")
 class GraniteHybridModel(Mamba2Model, GraniteMoeModel):
     """GraniteHybrid is a hybrid SSM + Attention model that uses Mamba2 SSM
diff --git a/conversion/llama.py b/conversion/llama.py
index 9b3373f91..1aced49c5 100644
--- a/conversion/llama.py
+++ b/conversion/llama.py
@@ -119,7 +119,7 @@ class LlamaModel(TextModel):
         path_tekken_json = self.dir_model / "tekken.json"
         path_tokenizer_json = self.dir_model / "tokenizer.json"
         if path_tekken_json.is_file() and not path_tokenizer_json.is_file():
-            self._set_vocab_mistral()
+            return self._set_vocab_mistral()
 
         tokenizer_config_file = self.dir_model / 'tokenizer_config.json'
         if tokenizer_config_file.is_file():
diff --git a/conversion/muse_glimmer.py b/conversion/muse_glimmer.py
new file mode 100644
index 000000000..cc588e832
--- /dev/null
+++ b/conversion/muse_glimmer.py
@@ -0,0 +1,179 @@
+from __future__ import annotations
+
+import json
+from typing import Any, Iterable, TYPE_CHECKING
+
+import torch
+
+if TYPE_CHECKING:
+    from torch import Tensor
+
+from .base import MmprojModel, ModelBase, TextModel, gguf
+
+
+def _unpermute_for_rope(tensor: "Tensor", n_heads: int) -> "Tensor":
+    """Invert transformers' `_permute_for_rope`: HF stores Q/K in rotate_half layout,
+    llama.cpp consumes the interleaved (NORM) layout."""
+    if tensor.ndim == 2:
+        dim1, dim2 = tensor.shape
+        return tensor.view(n_heads, 2, dim1 // n_heads // 2, dim2).transpose(1, 2).reshape(dim1, dim2)
+    if tensor.ndim == 1:
+        (dim1,) = tensor.shape
+        return tensor.view(n_heads, 2, dim1 // n_heads // 2).transpose(1, 2).reshape(dim1)
+    raise ValueError(f"_unpermute_for_rope: unexpected shape {tuple(tensor.shape)}")
+
+
+@ModelBase.register("MuseGlimmerForConditionalGeneration")
+class MuseGlimmerModel(TextModel):
+    model_arch = gguf.MODEL_ARCH.MUSE_GLIMMER
+
+    def norm_shift(self, name: str) -> float:
+        # All four layer norms use 1, the final norm uses 0.
+        return 1.0 if name.endswith("layernorm.weight") else 0.0
+
+    def set_vocab(self):
+        self._set_vocab_gpt2()
+
+        from transformers import AutoTokenizer
+        tok = AutoTokenizer.from_pretrained(self.dir_model)
+        eot_id = tok.convert_tokens_to_ids("<|eot|>")
+        if isinstance(eot_id, int) and eot_id >= 0:
+            self.gguf_writer.add_eot_token_id(eot_id)
+
+    def set_gguf_parameters(self):
+        super().set_gguf_parameters()
+        hparams = self.hparams
+
+        self.gguf_writer.add_final_logit_softcapping(hparams["final_logit_softcapping"])
+        self.gguf_writer.add_logit_scale(hparams["output_multiplier"])
+        self.gguf_writer.add_sliding_window(hparams["sliding_window"])
+        self.gguf_writer.add_sliding_window_pattern([t == "sliding_attention" for t in hparams["layer_types"]])
+
+    def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+        shift = self.norm_shift(name)
+        if shift != 0.0:
+            data_torch = data_torch + shift
+
+        # Invert transformers' `_permute_for_rope` on Q/K, we keep ggml's NORM (interleaved) rope
+        if ".self_attn.q_proj." in name:
+            data_torch = _unpermute_for_rope(data_torch, int(self.hparams["num_attention_heads"]))
+        elif ".self_attn.k_proj." in name:
+            data_torch = _unpermute_for_rope(data_torch, int(self.hparams["num_key_value_heads"]))
+
+        # Synthesize QK-norm weights to absorb qk_scale_factor.
+        # MuseGlimmer implementation: scaleless RMSNorm followed by qk_scale_factor..
+        if bid is not None and name.endswith(f"model.layers.{bid}.self_attn.q_proj.weight"):
+            head_dim = self.hparams["head_dim"]
+            q_scale = float(self.hparams["qk_scale_factor"])
+            yield (
+                self.map_tensor_name(f"model.layers.{bid}.self_attn.q_norm.weight"),
+                torch.full((head_dim,), q_scale, dtype=torch.float32),
+            )
+            yield (
+                self.map_tensor_name(f"model.layers.{bid}.self_attn.k_norm.weight"),
+                torch.ones((head_dim,), dtype=torch.float32),
+            )
+
+        yield from super().modify_tensors(data_torch, name, bid)
+
+
+@ModelBase.register("MuseGlimmerForConditionalGeneration")
+class MuseGlimmerVisionModel(MmprojModel):
+    def get_vision_config(self) -> dict[str, Any] | None:
+        c = self.global_config.get("vision_config")
+        if not c:
+            return None
+        # MuseGlimmer actually uses dynamic size, initialize with nominal size
+        image_size = c["pos_emb_height"] * c["patch_size"] * c["merge_size"]
+        return {**c, "image_size": image_size}
+
+    def set_gguf_parameters(self):
+        super().set_gguf_parameters()
+        assert self.hparams_vision is not None
+        c = self.hparams_vision  # enriched vision_config from get_vision_config()
+
+        self.gguf_writer.add_clip_projector_type(gguf.VisionProjectorType.MUSE_GLIMMER)
+        self.gguf_writer.add_vision_attention_layernorm_eps(float(c["layer_norm_eps"]))
+        self.gguf_writer.add_vision_spatial_merge_size(int(c["merge_size"]))
+
+    @classmethod
+    def filter_tensors(cls, item):
+        name, gen = item
+        keep = ("model.vision_tower.", "model.vision_adapter.", "model.vision_projection.")
+        if not any(name.startswith(k) for k in keep):
+            return None
+        return super().filter_tensors((name, gen))
+
+    # 3-layer projector MLP
+    _MM_MLP_MAP = {
+        "model.vision_adapter.fc1": (gguf.MODEL_TENSOR.V_MMPROJ, 0),
+        "model.vision_adapter.fc2": (gguf.MODEL_TENSOR.V_MMPROJ, 1),
+        "model.vision_projection":  (gguf.MODEL_TENSOR.V_MMPROJ, 2),
+    }
+
+    def modify_tensors(self, data_torch, name, bid):
+        assert self.hparams_vision is not None
+        if ".attn.q_proj." in name or ".attn.k_proj." in name:
+            n_heads = int(self.hparams_vision["num_attention_heads"])
+            data_torch = _unpermute_for_rope(data_torch, n_heads)
+        # Lay out the pt=2 temporal slabs of the patch embedding as a conv2d for build_inp()
+        if name.endswith("patch_embedder.patch_embedding.weight"):
+            n_embd = data_torch.shape[0]
+            pt = int(self.hparams_vision["patch_temporal"])
+            ps = int(self.hparams_vision["patch_size"])
+            data_torch = data_torch.view(n_embd, pt, 3, ps, ps).sum(dim=1)  # (n_embd, 3, ps, ps)
+        stem, _, suffix = name.rpartition(".")
+        if stem in self._MM_MLP_MAP:
+            tensor_key, idx = self._MM_MLP_MAP[stem]
+            yield (self.format_tensor_name(tensor_key, bid=idx, suffix="." + suffix), data_torch)
+            return
+        yield (self.map_tensor_name(name), data_torch)
+
+
+@ModelBase.register("MuseGlimmerAssistantModel")
+class MuseGlimmerAssistantModel(TextModel):
+    model_arch = gguf.MODEL_ARCH.DFLASH
+
+    def set_vocab(self):
+        if self.target_model_dir is None:
+            raise ValueError(
+                "MuseGlimmerAssistant (DFlash drafter) requires --target-model-dir pointing to the "
+                "target MuseGlimmer HF directory"
+            )
+
+        original_dir = self.dir_model
+        self.dir_model = self.target_model_dir
+
+        from . import get_model_class
+        with open(self.target_model_dir / "config.json", "r", encoding="utf-8") as f:
+            target_arch = json.load(f)["architectures"][0]
+        target_cls = get_model_class(target_arch)
+        if target_cls is not type(self):
+            target_cls.set_vocab(self)  # ty: ignore[unresolved-attribute]
+        else:
+            super().set_vocab()
+
+        self.dir_model = original_dir
+
+        mask_token_id = self.hparams.get("mask_token_id")
+        if mask_token_id is not None:
+            self.gguf_writer.add_mask_token_id(int(mask_token_id))
+
+    def set_gguf_parameters(self):
+        super().set_gguf_parameters()
+        h = self.hparams
+
+        self.gguf_writer.add_block_size(int(h["block_size"]))
+
+        # dflash.target_layers[k] refers to the inputs going into the ith layer, which come from the (i-1)th layer's output.
+        # The transformers configuration refers to the outputs being recorded.
+        self.gguf_writer.add_target_layers([int(x) + 1 for x in h["target_layer_ids"]])
+
+        if h.get("sliding_window") and h.get("layer_types"):
+            self.gguf_writer.add_sliding_window(int(h["sliding_window"]))
+            self.gguf_writer.add_sliding_window_pattern([t == "sliding_attention" for t in h["layer_types"]])
+
+    def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+        # DFlash defaults to NEOX (rotate_half) rope, matching transformers HF layout for Q/K, QK-norms
+        # no permutation needed.
+        yield (self.map_tensor_name(name), data_torch)
diff --git a/conversion/nemotron.py b/conversion/nemotron.py
index 0572b42ca..c46cec143 100644
--- a/conversion/nemotron.py
+++ b/conversion/nemotron.py
@@ -197,6 +197,7 @@ class NemotronHModel(GraniteHybridModel):
     """Hybrid mamba2/attention model from NVIDIA"""
     model_arch = gguf.MODEL_ARCH.NEMOTRON_H
     is_moe: bool = False
+    supports_mtp_export = True
 
     def __init__(self, *args, **kwargs):
         # We have to determine the correct model architecture (MoE vs non-MoE) before
@@ -236,6 +237,25 @@ class NemotronHModel(GraniteHybridModel):
             self._ssm_layers = [i for i, val in enumerate(pattern) if val == "mamba"]
             self._mlp_layers = [i for i, val in enumerate(pattern) if val == "moe"]
 
+        # `--no-mtp` drops it entirely; `--mtp` exports only the MTP head
+        self._mtp_bid: int | None = None
+        if self.is_moe and not self.no_mtp:
+            n_nextn = self.hparams.get("num_nextn_predict_layers", 0) or 0
+            if n_nextn > 0:
+                assert n_nextn == 1, (
+                    "NemotronH MTP conversion currently supports num_nextn_predict_layers == 1"
+                )
+                self._mtp_bid = self.block_count
+                self.block_count += 1
+                # The folded MTP block carries both an attention sub-layer and a
+                # MoE sub-layer, so register it as both so the per-layer metadata arrays cover it
+                self._attn_layers.append(self._mtp_bid)
+                self._mlp_layers.append(self._mtp_bid)
+                self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+
+        if self.mtp_only and self._mtp_bid is None:
+            raise ValueError("--mtp was requested, but this model does not contain a supported MTP head")
+
     def get_attn_layers(self):
         pattern = self.hparams.get("hybrid_override_pattern") or self.hparams.get("layers_block_type")
         if pattern is None:
@@ -246,6 +266,44 @@ class NemotronHModel(GraniteHybridModel):
 
         return [i for i, val in enumerate(pattern) if val == "attention"]
 
+    @classmethod
+    def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+        name, gen = item
+        if name.startswith("mtp."):
+            # --no-mtp: drop the MTP head entirely
+            if cls.no_mtp:
+                return None
+        elif cls.mtp_only:
+            # --mtp: export the MTP head plus the tensors it shares with the target model
+            # Include lm_head scale sidecars so NVFP4 packing sees them.
+            keep = name in (
+                "backbone.embeddings.weight",
+                "backbone.norm_f.weight",
+                "lm_head.weight",
+                "lm_head.weight_scale",
+                "lm_head.weight_scale_2",
+                "lm_head.weight_scale_inv",
+                "lm_head.input_scale",
+                "lm_head.input_global_scale",
+                "lm_head.weight_global_scale",
+                "lm_head.weight_packed",
+            )
+            if not keep:
+                return None
+        return super().filter_tensors((name, gen))
+
+    def prepare_metadata(self, vocab_only: bool):
+        from_dir = self.fname_out.is_dir()
+        super().prepare_metadata(vocab_only=vocab_only)
+
+        if not self.mtp_only or not from_dir:
+            return
+        output_type: str = self.ftype.name.partition("_")[2]
+        fname_default: str = gguf.naming_convention(
+            self.metadata.name, self.metadata.basename, self.metadata.finetune,
+            self.metadata.version, size_label=None, output_type=output_type, model_type=None)
+        self.fname_out = self.fname_out.parent / f"mtp-{fname_default}.gguf"
+
     def set_gguf_parameters(self):
         super().set_gguf_parameters()
 
@@ -284,6 +342,10 @@ class NemotronHModel(GraniteHybridModel):
             if (latent_size := self.hparams.get("moe_latent_size")) is not None:
                 self.gguf_writer.add_moe_latent_size(latent_size)
 
+        # MTP head: number of trailing NextN blocks
+        if self._mtp_bid is not None:
+            self.gguf_writer.add_nextn_predict_layers(self.hparams["num_nextn_predict_layers"])
+
     def set_vocab(self):
         # The NemotronH config uses pattern characters (e.g. '-') that may not
         # be supported by the installed transformers version. AutoTokenizer
@@ -350,15 +412,24 @@ class NemotronHModel(GraniteHybridModel):
         if not self.is_moe:
             self.gguf_writer.add_add_bos_token(True)
 
+    _MTP_SPECIAL_RENAMES = {
+        "mtp.layers.0.enorm.weight":           "model.layers.{bid}.enorm.weight",
+        "mtp.layers.0.hnorm.weight":           "model.layers.{bid}.hnorm.weight",
+        "mtp.layers.0.eh_proj.weight":         "model.layers.{bid}.eh_proj.weight",
+        "mtp.layers.1.norm.weight":            "model.layers.{bid}.post_attention_layernorm.weight",
+        "mtp.layers.1.final_layernorm.weight": "model.layers.{bid}.shared_head.norm.weight",
+    }
+
     def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
-        if self.is_moe and bid is not None:
-            # Skip Multi-Token Prediction (MTP) tensors. These are used for
-            # for speculative decoding but we don't include them in this model
-            # conversion. See https://github.com/ggml-org/llama.cpp/pull/18886
-            if name.startswith("mtp."):
-                logger.info(f"gguf: Skipping MTP (Speculative) layer: {name}")
-                return
+        #   mtp.layers.0: NextN input fusion + attention
+        #   mtp.layers.1: MoE + final head norm
+        if self._mtp_bid is not None and name.startswith(("mtp.layers.0.", "mtp.layers.1.")):
+            suffix = name.split(".", 3)[3]
+            bid = self._mtp_bid
+            renamed = self._MTP_SPECIAL_RENAMES.get(name)
+            name = renamed.format(bid=bid) if renamed else f"backbone.layers.{bid}.{suffix}"
 
+        if self.is_moe and bid is not None:
             if name.endswith("mixer.gate.e_score_correction.bias"):
                 yield from ModelBase.modify_tensors(self, data_torch, name, bid)
                 return
diff --git a/conversion/pockettts.py b/conversion/pockettts.py
new file mode 100644
index 000000000..62ecb5acd
--- /dev/null
+++ b/conversion/pockettts.py
@@ -0,0 +1,378 @@
+from __future__ import annotations
+
+import re
+from pathlib import Path
+from typing import Any, Iterable, TYPE_CHECKING
+
+import torch
+
+if TYPE_CHECKING:
+    from torch import Tensor
+
+from .base import ModelBase, MmprojModel, SentencePieceTokenTypes, TextModel, gguf, logger
+
+# Pocket TTS is a CALM: the backbone conditions a flow-matching decoder that generates one
+# continuous 32-d latent per frame. There is no codebook in this model.
+# The checkpoint ships no config.json, hparams come from _load_hparams() below.
+#
+# Tricks being used to support this model via existing llama.cpp code paths:
+# - bos_before_voice and bos_emb are learned input vectors, not tokens
+#   they are appended to the embedding table as extra tokens, to be looked up like any other row
+# - bos_emb lives in latent space, so input_linear is folded into it here
+# - the backbone has no lm_head, the embedding table is reused as output for the unused logits
+#
+# pipeline stage mapping:
+#   mimi encoder + speaker_proj --> mapped to normal mtmd audio encoder
+#   flow_lm.transformer         --> mapped to normal libllama text model (autoregressive)
+#   flow_lm.flow_net + out_eos  --> MTMD_GEN_PROCESS_TYPE_GEN_CODE
+#   mimi decoder                --> MTMD_GEN_PROCESS_TYPE_GEN_WAV
+
+# indices into mimi.encoder.model / mimi.decoder.model for stage i, see SEANetEncoder/SEANetDecoder
+_ENC_RES_IDX   = lambda i: 1 + 3 * i  # noqa: E731
+_ENC_SCALE_IDX = lambda i: 3 + 3 * i  # noqa: E731
+_DEC_SCALE_IDX = lambda i: 2 + 3 * i  # noqa: E731
+_DEC_RES_IDX   = lambda i: 3 + 3 * i  # noqa: E731
+
+_N_SEANET_STAGES = 3
+_SAMPLE_RATE = 24000
+
+
+def _tensor_shapes(dir_model: Path) -> dict[str, tuple[int, ...]]:
+    part_names = ModelBase.get_model_part_names(dir_model, "model", ".safetensors")
+    if len(part_names) != 1:
+        return {}
+    with gguf.utility.SafetensorsLocal(dir_model / part_names[0]) as part:
+        return {name: tuple(part[name].shape) for name in part.keys()}
+
+
+@ModelBase.register_hparams_loader(lambda dir_model: "flow_lm.bos_emb" in _tensor_shapes(dir_model))
+def _load_hparams(dir_model: Path) -> dict[str, Any]:
+    logger.info("gguf: detected pocket-tts checkpoint, deriving hparams from tensor shapes")
+    shapes = _tensor_shapes(dir_model)
+    n_vocab, n_embd = shapes["flow_lm.conditioner.embed.weight"]
+    n_layer = sum(1 for name in shapes if re.fullmatch(r"flow_lm\.transformer\.layers\.\d+\.norm1\.weight", name))
+    n_layer_a = sum(1 for name in shapes if re.fullmatch(r"mimi\.encoder_transformer\.transformer\.layers\.\d+\.norm1\.weight", name))
+    n_embd_a = shapes["mimi.encoder_transformer.transformer.layers.0.norm1.weight"][0]
+    return {
+        "architectures": ["PocketTTSModel"],
+        "model_type": "pockettts",
+        "num_hidden_layers": n_layer,
+        "hidden_size": n_embd,
+        "intermediate_size": shapes["flow_lm.transformer.layers.0.linear1.weight"][0],
+        # the transformer is fully causal with no context limit, this only bounds the KV cache
+        "max_position_embeddings": 4096,
+        # not in the checkpoint, but every released variant uses head_dim 64
+        "num_attention_heads": n_embd // 64,
+        # extra rows for the learned input vectors, see _embd_table()
+        "vocab_size": n_vocab + (2 if "flow_lm.bos_before_voice" in shapes else 1),
+        "rope_theta": 10000.0,
+        "layer_norm_eps": 1e-5,
+        "audio_config": {
+            "num_hidden_layers": n_layer_a,
+            "hidden_size": n_embd_a,
+            "intermediate_size": shapes["mimi.encoder_transformer.transformer.layers.0.linear1.weight"][0],
+            "num_attention_heads": n_embd_a // 64,
+        },
+    }
+
+
+@ModelBase.register("PocketTTSModel")
+class PocketTTSModel(TextModel):
+    model_arch = gguf.MODEL_ARCH.POCKETTTS
+
+    _LAYER_TENSOR_MAP = {
+        "norm1":               gguf.MODEL_TENSOR.ATTN_NORM,
+        "norm2":               gguf.MODEL_TENSOR.FFN_NORM,
+        "self_attn.out_proj":  gguf.MODEL_TENSOR.ATTN_OUT,
+        "linear1":             gguf.MODEL_TENSOR.FFN_UP,
+        "linear2":             gguf.MODEL_TENSOR.FFN_DOWN,
+    }
+
+    def set_vocab(self):
+        # this is a unigram sentencepiece model, llama.cpp's SPM tokenizer cannot do
+        # unigram segmentation, so use the UGM tokenizer instead
+        from sentencepiece import sentencepiece_model_pb2 as model
+
+        proto = model.ModelProto()  # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute]
+        proto.ParseFromString(open(self.dir_model / "tokenizer.model", "rb").read())
+        assert proto.trainer_spec.model_type == 1, "expected a unigram tokenizer"
+
+        tokens, scores, toktypes = self._create_vocab_sentencepiece()
+
+        # the last rows of the embedding table are not sentencepiece pieces
+        extra = self._extra_tokens()
+        for i, name in enumerate(extra):
+            tokens[len(tokens) - len(extra) + i] = name.encode("utf-8")
+            toktypes[len(tokens) - len(extra) + i] = SentencePieceTokenTypes.CONTROL
+            scores[len(tokens) - len(extra) + i] = -1000.0
+
+        self.gguf_writer.add_tokenizer_model("t5")
+        self.gguf_writer.add_tokenizer_pre("default")
+        self.gguf_writer.add_token_list(tokens)
+        self.gguf_writer.add_token_scores(scores)
+        self.gguf_writer.add_token_types(toktypes)
+        self.gguf_writer.add_add_space_prefix(proto.normalizer_spec.add_dummy_prefix)
+        self.gguf_writer.add_remove_extra_whitespaces(proto.normalizer_spec.remove_extra_whitespaces)
+        if proto.normalizer_spec.precompiled_charsmap:
+            self.gguf_writer.add_precompiled_charsmap(proto.normalizer_spec.precompiled_charsmap)
+        self.gguf_writer.add_add_bos_token(False)
+        self.gguf_writer.add_add_eos_token(False)
+
+    def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+        if not name.startswith("flow_lm."):
+            return  # mimi and the flow net go to the mmproj
+
+        if name == "flow_lm.conditioner.embed.weight":
+            yield (self.format_tensor_name(gguf.MODEL_TENSOR.TOKEN_EMBD), self._embd_table(data_torch))
+            return
+
+        if name.startswith("flow_lm.out_norm."):
+            suffix = "." + name.rsplit(".", 1)[1]
+            yield (self.format_tensor_name(gguf.MODEL_TENSOR.OUTPUT_NORM, suffix=suffix), data_torch)
+            return
+
+        if name.startswith("flow_lm.transformer.layers."):
+            assert bid is not None
+            key_with_suffix = name.split(f"layers.{bid}.", 1)[1]
+            key, suffix = key_with_suffix.rsplit(".", 1)
+
+            if key == "self_attn.in_proj":
+                q, k, v = data_torch.chunk(3, dim=0)
+                yield (self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_Q, bid), q)
+                yield (self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_K, bid), k)
+                yield (self.format_tensor_name(gguf.MODEL_TENSOR.ATTN_V, bid), v)
+                return
+
+            tensor = self._LAYER_TENSOR_MAP.get(key)
+            if tensor is not None:
+                yield (self.format_tensor_name(tensor, bid, suffix="." + suffix), data_torch)
+                return
+
+        return
+
+    def _extra_tokens(self) -> list[str]:
+        # the conditioner's padding row, then the learned vectors appended by _embd_table().
+        # bos_before_voice only exists when the pack sets insert_bos_before_voice
+        names = ["<|pad|>"]
+        if "flow_lm.bos_before_voice" in self.model_tensors:
+            names.append("<|bos_before_voice|>")
+        names.append("<|audio_bos|>")
+        return names
+
+    def _embd_table(self, embed: Tensor) -> Tensor:
+        rows = [embed]
+        if "flow_lm.bos_before_voice" in self.model_tensors:
+            rows.append(self.model_tensors["flow_lm.bos_before_voice"]().reshape(1, -1).to(embed.dtype))
+
+        # bos_emb is a latent, it only enters the backbone through input_linear
+        bos_emb = self.model_tensors["flow_lm.bos_emb"]()
+        input_linear = self.model_tensors["flow_lm.input_linear.weight"]()
+        audio_bos = torch.nn.functional.linear(bos_emb.float(), input_linear.float()).reshape(1, -1)
+        rows.append(audio_bos.to(embed.dtype))
+
+        return torch.cat(rows, dim=0)
+
+
+@ModelBase.register("PocketTTSModel")
+class PocketTTSMmprojModel(MmprojModel):
+    has_audio_encoder = True
+    has_vision_encoder = False
+
+    _MIMI_TFM_MAP = {
+        "norm1":              (gguf.MODEL_TENSOR.A_ENC_INPUT_NORM,  gguf.MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_NORM),
+        "norm2":              (gguf.MODEL_TENSOR.A_ENC_OUTPUT_NORM, gguf.MODEL_TENSOR.A_GEN_WAV_TFM_FFN_NORM),
+        "self_attn.out_proj": (gguf.MODEL_TENSOR.A_ENC_OUTPUT,      gguf.MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_OUT),
+        "linear1":            (gguf.MODEL_TENSOR.A_ENC_FFN_UP,      gguf.MODEL_TENSOR.A_GEN_WAV_TFM_FFN_UP),
+        "linear2":            (gguf.MODEL_TENSOR.A_ENC_FFN_DOWN,    gguf.MODEL_TENSOR.A_GEN_WAV_TFM_FFN_DOWN),
+        "layer_scale_1.scale": (gguf.MODEL_TENSOR.A_ENC_ATTN_SCALE, gguf.MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_SCALE),
+        "layer_scale_2.scale": (gguf.MODEL_TENSOR.A_ENC_FFN_SCALE_LS, gguf.MODEL_TENSOR.A_GEN_WAV_TFM_FFN_SCALE),
+    }
+    _MIMI_TFM_QKV = (
+        (gguf.MODEL_TENSOR.A_ENC_ATTN_Q, gguf.MODEL_TENSOR.A_ENC_ATTN_K, gguf.MODEL_TENSOR.A_ENC_ATTN_V),
+        (gguf.MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_Q, gguf.MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_K, gguf.MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_V),
+    )
+
+    def set_gguf_parameters(self):
+        self.gguf_writer.add_file_type(self.ftype)
+        assert self.hparams_audio is not None
+
+        # voice-prompt encoder: mimi encoder + speaker_proj
+        self.gguf_writer.add_clip_has_audio_encoder(True)
+        # note: the 24kHz sample rate is hardcoded on the clip.cpp side, like the other audio models
+        self.gguf_writer.add_clip_audio_projector_type(gguf.VisionProjectorType.POCKETTTS_SPKENC)
+        self.gguf_writer.add_audio_projection_dim(self.n_embd_text)
+        self.gguf_writer.add_audio_block_count(self.hparams_audio["num_hidden_layers"])
+        self.gguf_writer.add_audio_embedding_length(self.hparams_audio["hidden_size"])
+        self.gguf_writer.add_audio_feed_forward_length(self.hparams_audio["intermediate_size"])
+        self.gguf_writer.add_audio_head_count(self.hparams_audio["num_attention_heads"])
+        self.gguf_writer.add_audio_attention_layernorm_eps(1e-5)
+        # mimi convolves the waveform directly, it is passed around as a 1-row "mel"
+        self.gguf_writer.add_audio_num_mel_bins(1)
+
+        # generation: flow-matching decoder + mimi decoder
+        # the SEANet and flow net hparams are constant across the family, clip.cpp holds them
+        self.gguf_writer.add_clip_has_gen_audio_encoder(True)
+        self.gguf_writer.add_clip_gen_audio_projector_type(gguf.VisionProjectorType.POCKETTTS_GEN)
+        self.gguf_writer.add_gen_audio_projection_dim(self.n_embd_text)
+        self.gguf_writer.add_gen_audio_embedding_length(self.hparams_audio["hidden_size"])
+        self.gguf_writer.add_gen_audio_feed_forward_length(self.hparams_audio["intermediate_size"])
+        self.gguf_writer.add_gen_audio_block_count(self.hparams_audio["num_hidden_layers"])
+        self.gguf_writer.add_gen_audio_head_count(self.hparams_audio["num_attention_heads"])
+        self.gguf_writer.add_gen_audio_attention_layernorm_eps(1e-5)
+
+        self.gguf_writer.add_gen_audio_model_variant(self.dir_model.name)
+
+    def tensor_force_quant(self, name, new_name, bid, n_dims):
+        del name, bid, n_dims
+        # conv1d/conv1d_dw kernels must be F16, ggml_conv_1d(_dw) has no BF16 path
+        if ".seanet." in new_name or new_name in ("a.downsample.conv.weight", "a.gen.wav.upsample.weight"):
+            return gguf.GGMLQuantizationType.F16
+        return False
+
+    def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+        del bid  # the block index of the mimi transformers is parsed here, not by the base class
+        T = gguf.MODEL_TENSOR
+
+        if name in ("flow_lm.bos_emb", "flow_lm.bos_before_voice", "flow_lm.conditioner.embed.weight"):
+            return  # folded into the backbone embedding table
+        if name.startswith("flow_lm.transformer.") or name.startswith("flow_lm.out_norm."):
+            return  # backbone
+
+        if name == "flow_lm.speaker_proj_weight":
+            yield (self.format_tensor_name(T.A_ENC_SPEAKER_PROJ), data_torch)
+            return
+        if name == "flow_lm.input_linear.weight":
+            yield (self.format_tensor_name(T.A_GEN_INPUT_LINEAR), data_torch)
+            return
+        if name == "flow_lm.emb_mean":
+            yield (self.format_tensor_name(T.A_GEN_EMB_MEAN, suffix=""), data_torch)
+            return
+        if name == "flow_lm.emb_std":
+            yield (self.format_tensor_name(T.A_GEN_EMB_STD, suffix=""), data_torch)
+            return
+        if name.startswith("flow_lm.out_eos."):
+            suffix = "." + name.rsplit(".", 1)[1]
+            yield (self.format_tensor_name(T.A_GEN_OUT_EOS, suffix=suffix), data_torch)
+            return
+
+        if name.startswith("flow_lm.flow_net."):
+            yield from self._flow_net_tensor(name, data_torch)
+            return
+
+        if name == "mimi.downsample.conv.conv.weight":
+            yield (self.format_tensor_name(T.A_ENC_DOWNSAMPLE_CONV), data_torch)
+            return
+        if name == "mimi.upsample.convtr.convtr.weight":
+            yield (self.format_tensor_name(T.A_GEN_WAV_UPSAMPLE), data_torch)
+            return
+        if name == "mimi.quantizer.output_proj.weight":
+            yield (self.format_tensor_name(T.A_GEN_WAV_QUANT_OUT), data_torch.squeeze(-1))
+            return
+
+        if "_transformer.transformer.layers." in name:
+            yield from self._mimi_tfm_tensor(name, data_torch)
+            return
+
+        if name.startswith("mimi.encoder.model.") or name.startswith("mimi.decoder.model."):
+            yield from self._seanet_tensor(name, data_torch)
+            return
+
+        return
+
+    def _flow_net_tensor(self, name: str, data_torch: Tensor) -> Iterable[tuple[str, Tensor]]:
+        T = gguf.MODEL_TENSOR
+        key = name.split("flow_lm.flow_net.", 1)[1]
+        suffix = "." + key.rsplit(".", 1)[1]
+
+        simple = {
+            "input_proj":                 T.A_GEN_FLOW_INPUT_PROJ,
+            "cond_embed":                 T.A_GEN_FLOW_COND_EMBD,
+            "final_layer.linear":         T.A_GEN_FLOW_FINAL_PROJ,
+            "final_layer.adaLN_modulation.1": T.A_GEN_FLOW_FINAL_ADA,
+        }
+        tensor = simple.get(key.rsplit(".", 1)[0])
+        if tensor is not None:
+            yield (self.format_tensor_name(tensor, suffix=suffix), data_torch)
+            return
+
+        if key.startswith("time_embed."):
+            bid = int(key.split(".")[1])
+            rest = key.split(f"time_embed.{bid}.", 1)[1]
+            time_map = {
+                "freqs":       (T.A_GEN_FLOW_TIME_FREQS, ""),
+                "mlp.0":       (T.A_GEN_FLOW_TIME_UP,    suffix),
+                "mlp.2":       (T.A_GEN_FLOW_TIME_DOWN,  suffix),
+                "mlp.3.alpha": (T.A_GEN_FLOW_TIME_NORM,  ""),
+            }
+            entry = time_map.get(rest) or time_map.get(rest.rsplit(".", 1)[0])
+            if entry is not None:
+                yield (self.format_tensor_name(entry[0], bid, suffix=entry[1]), data_torch)
+            return
+
+        if key.startswith("res_blocks."):
+            bid = int(key.split(".")[1])
+            rest = key.split(f"res_blocks.{bid}.", 1)[1].rsplit(".", 1)[0]
+            blk_map = {
+                "in_ln":                T.A_GEN_FLOW_BLK_NORM,
+                "mlp.0":                T.A_GEN_FLOW_BLK_UP,
+                "mlp.2":                T.A_GEN_FLOW_BLK_DOWN,
+                "adaLN_modulation.1":   T.A_GEN_FLOW_BLK_ADA,
+            }
+            tensor = blk_map.get(rest)
+            if tensor is not None:
+                yield (self.format_tensor_name(tensor, bid, suffix=suffix), data_torch)
+            return
+
+    def _mimi_tfm_tensor(self, name: str, data_torch: Tensor) -> Iterable[tuple[str, Tensor]]:
+        is_decoder = name.startswith("mimi.decoder_transformer.")
+        bid = int(name.split("_transformer.transformer.layers.", 1)[1].split(".")[0])
+        key_with_suffix = name.split(f".layers.{bid}.", 1)[1]
+
+        if key_with_suffix == "self_attn.in_proj.weight":
+            q, k, v = data_torch.chunk(3, dim=0)
+            names = self._MIMI_TFM_QKV[1 if is_decoder else 0]
+            for tensor, part in zip(names, (q, k, v)):
+                yield (self.format_tensor_name(tensor, bid), part)
+            return
+
+        key, suffix = key_with_suffix.rsplit(".", 1)
+        entry = self._MIMI_TFM_MAP.get(key) or self._MIMI_TFM_MAP.get(key_with_suffix)
+        if entry is None:
+            return
+        tensor = entry[1 if is_decoder else 0]
+        suffix = ".weight" if key_with_suffix.endswith(".scale") else "." + suffix
+        yield (self.format_tensor_name(tensor, bid, suffix=suffix), data_torch)
+
+    def _seanet_tensor(self, name: str, data_torch: Tensor) -> Iterable[tuple[str, Tensor]]:
+        T = gguf.MODEL_TENSOR
+        is_decoder = name.startswith("mimi.decoder.")
+        idx = int(name.split(".model.", 1)[1].split(".")[0])
+        suffix = "." + name.rsplit(".", 1)[1]
+
+        conv_in, conv_out, res1, res2, scale = (
+            (T.A_GEN_WAV_SEANET_CONV_IN, T.A_GEN_WAV_SEANET_CONV_OUT, T.A_GEN_WAV_SEANET_RES_CONV1,
+             T.A_GEN_WAV_SEANET_RES_CONV2, T.A_GEN_WAV_SEANET_SCALE_CONV)
+            if is_decoder else
+            (T.A_ENC_SEANET_CONV_IN, T.A_ENC_SEANET_CONV_OUT, T.A_ENC_SEANET_RES_CONV1,
+             T.A_ENC_SEANET_RES_CONV2, T.A_ENC_SEANET_SCALE_CONV)
+        )
+
+        if idx == 0:
+            yield (self.format_tensor_name(conv_in, suffix=suffix), data_torch)
+            return
+        if idx == 3 * _N_SEANET_STAGES + 2:
+            yield (self.format_tensor_name(conv_out, suffix=suffix), data_torch)
+            return
+
+        for stage in range(_N_SEANET_STAGES):
+            res_idx = _DEC_RES_IDX(stage) if is_decoder else _ENC_RES_IDX(stage)
+            scale_idx = _DEC_SCALE_IDX(stage) if is_decoder else _ENC_SCALE_IDX(stage)
+            if idx == scale_idx:
+                yield (self.format_tensor_name(scale, stage, suffix=suffix), data_torch)
+                return
+            if idx == res_idx:
+                # block.1 is the dilated conv, block.3 the pointwise one (0 and 2 are ELU)
+                inner = int(name.split(".block.", 1)[1].split(".")[0])
+                tensor = res1 if inner == 1 else res2
+                yield (self.format_tensor_name(tensor, stage, suffix=suffix), data_torch)
+                return
diff --git a/conversion/qwen.py b/conversion/qwen.py
index d1127f743..ead435455 100644
--- a/conversion/qwen.py
+++ b/conversion/qwen.py
@@ -18,7 +18,7 @@ class QwenModel(TextModel):
 
     @staticmethod
     def token_bytes_to_string(b):
-        from transformers.models.gpt2.tokenization_gpt2 import bytes_to_unicode  # ty: ignore[unresolved-import]
+        from transformers.convert_slow_tokenizer import bytes_to_unicode
         byte_encoder = bytes_to_unicode()
         return ''.join([byte_encoder[ord(char)] for char in b.decode('latin-1')])
 
@@ -268,8 +268,101 @@ class Qwen3MoeModel(Qwen2MoeModel):
         super().set_vocab()
 
 
+class _QwenMtpMixin:
+    """Shared MTP wiring for Qwen3-Next and Qwen3.5/3.6 text variants. The HF
+    config carries the MTP block under `mtp_num_hidden_layers` (computed from
+    the checkpoint when absent, e.g. Qwen3-Next) and the tensors under
+    `mtp.*`; we extend block_count, emit the nextn metadata key, and remap
+    `mtp.*` to the standard layer-indexed nextn naming so the existing
+    tensor_map handles them."""
+
+    supports_mtp_export = True
+    hparams: dict[str, Any]
+    model_arch: gguf.MODEL_ARCH
+    gguf_writer: gguf.GGUFWriter
+    block_count: int
+    tensor_map: gguf.TensorNameMap
+    no_mtp: bool
+    mtp_only: bool
+    _original_block_count: int | None = None
+    opt_num_mtp_layers: int = 0
+
+    def __init__(self, *args, **kwargs):
+        super().__init__(*args, **kwargs)
+        self.block_count = self.hparams["num_hidden_layers"]
+        if not self.no_mtp:
+            n_mtp = self.hparams.get("mtp_num_hidden_layers", 0)
+            # Qwen-3-Next doesn't include `mtp_num_hidden_layers` in config.
+            if n_mtp == 0:
+                assert self.opt_num_mtp_layers != 0
+                n_mtp = self.opt_num_mtp_layers
+            self.block_count += n_mtp
+        self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
+
+    def index_tensors(self, remote_hf_model_id: str | None = None) -> dict[str, Callable[[], Tensor]]:
+        hparams = {**self.hparams, **self.hparams.get("text_config", {})}
+        key = next((k for k in ["n_layers", "num_hidden_layers", "n_layer", "num_layers"] if k in hparams), None)
+        type(self)._original_block_count = hparams.get(key)
+        type(self).opt_num_mtp_layers = 0
+        return super().index_tensors(remote_hf_model_id=remote_hf_model_id)  # ty: ignore[unresolved-attribute]
+
+    @classmethod
+    def filter_tensors(cls, item):
+        assert cls._original_block_count is not None
+        # TODO: change TextModel to super()
+        if (titem := TextModel.filter_tensors(item)) is None:
+            return None
+        name, gen = titem
+        if name.startswith("model.mtp."):
+            name = name.replace("model.", "", 1)
+        if name.startswith("mtp."):
+            if cls.no_mtp:
+                return None
+            remapper = {
+                "fc":                    "eh_proj",
+                "pre_fc_norm_embedding": "enorm",
+                "pre_fc_norm_hidden":    "hnorm",
+                "norm":                  "shared_head.norm",
+            }
+            parts = name.split(".", 3)
+            if len(parts) == 4 and parts[1] == "layers" and parts[2].isdecimal():
+                mtp_idx = int(parts[2])
+                name = f"model.layers.{cls._original_block_count + mtp_idx}.{parts[3]}"
+                cls.opt_num_mtp_layers = max(cls.opt_num_mtp_layers, mtp_idx + 1)
+            elif len(parts) == 3 and parts[1] in remapper:
+                name = f"model.layers.{cls._original_block_count}.{remapper[parts[1]]}.{parts[2]}"
+        elif cls.mtp_only:
+            keep = name in (
+                "model.embed_tokens.weight", "model.norm.weight", "lm_head.weight",
+                "embed_tokens.weight", "norm.weight",
+            )
+            if not keep:
+                return None
+        return name, gen
+
+    def set_gguf_parameters(self):
+        super().set_gguf_parameters()  # ty: ignore[unresolved-attribute]
+        if self.no_mtp:
+            return
+        if (n := self.block_count - self.hparams["num_hidden_layers"]) > 0:
+            self.gguf_writer.add_nextn_predict_layers(n)
+
+    def prepare_metadata(self, vocab_only: bool):
+        from_dir = self.fname_out.is_dir()
+        super().prepare_metadata(vocab_only=vocab_only)  # ty: ignore[unresolved-attribute]
+
+        if not self.mtp_only or not from_dir:
+            return
+
+        output_type: str = self.ftype.name.partition("_")[2]  # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute]
+        fname_default: str = gguf.naming_convention(
+            self.metadata.name, self.metadata.basename, self.metadata.finetune,                  # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute]
+            self.metadata.version, size_label=None, output_type=output_type, model_type=None)    # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute]
+        self.fname_out = self.fname_out.parent / f"mtp-{fname_default}.gguf"
+
+
 @ModelBase.register("Qwen3NextForCausalLM")
-class Qwen3NextModel(Qwen2MoeModel):
+class Qwen3NextModel(_QwenMtpMixin, Qwen2MoeModel):
     model_arch = gguf.MODEL_ARCH.QWEN3NEXT
 
     def set_gguf_parameters(self):
@@ -284,16 +377,6 @@ class Qwen3NextModel(Qwen2MoeModel):
             rope_dim = self.hparams["hidden_size"] // self.hparams["num_attention_heads"]
         self.gguf_writer.add_rope_dimension_count(int(rope_dim * self.rope_parameters.get("partial_rotary_factor", 0.25)))
 
-    @classmethod
-    def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
-        name, gen = item
-
-        if name.startswith("mtp"):
-            # ignore MTP layers for now
-            return None
-
-        return super().filter_tensors(item)
-
     def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
         if name.endswith(".A_log"):
             data_torch = -torch.exp(data_torch)
@@ -536,97 +619,13 @@ class _Qwen35MRopeMixin:
             self.gguf_writer.add_rope_dimension_sections(self._QWEN35_DEFAULT_MROPE_SECTION)
 
 
-class _Qwen35MtpMixin:
-    """Shared MTP wiring for Qwen3.5/3.6 text variants. The HF config carries
-    the MTP block under `mtp_num_hidden_layers` and the tensors under
-    `mtp.*`; we extend block_count, emit the nextn metadata key, and remap
-    `mtp.*` to the standard layer-indexed nextn naming so the existing
-    tensor_map handles them."""
-
-    supports_mtp_export = True
-    hparams: dict[str, Any]
-    model_arch: gguf.MODEL_ARCH
-    gguf_writer: gguf.GGUFWriter
-    block_count: int
-    tensor_map: gguf.TensorNameMap
-    no_mtp: bool
-    mtp_only: bool
-    _original_block_count: int | None = None
-
-    def __init__(self, *args, **kwargs):
-        super().__init__(*args, **kwargs)
-        self.block_count = self.hparams["num_hidden_layers"]
-        if not self.no_mtp:
-            self.block_count += self.hparams.get("mtp_num_hidden_layers", 0)
-        self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count)
-
-    def index_tensors(self, remote_hf_model_id: str | None = None) -> dict[str, Callable[[], Tensor]]:
-        hparams = {**self.hparams, **self.hparams.get("text_config", {})}
-        key = next((k for k in ["n_layers", "num_hidden_layers", "n_layer", "num_layers"] if k in hparams), None)
-        type(self)._original_block_count = hparams.get(key)
-        return super().index_tensors(remote_hf_model_id=remote_hf_model_id)  # ty: ignore[unresolved-attribute]
-
-    @classmethod
-    def filter_tensors(cls, item):
-        assert cls._original_block_count is not None
-        # TODO: change TextModel to super()
-        if (titem := TextModel.filter_tensors(item)) is None:
-            return None
-        name, gen = titem
-        if name.startswith("model.mtp."):
-            name = name.replace("model.", "", 1)
-        if name.startswith("mtp."):
-            if cls.no_mtp:
-                return None
-            remapper = {
-                "fc":                    "eh_proj",
-                "pre_fc_norm_embedding": "enorm",
-                "pre_fc_norm_hidden":    "hnorm",
-                "norm":                  "shared_head.norm",
-            }
-            parts = name.split(".", 3)
-            if len(parts) == 4 and parts[1] == "layers" and parts[2].isdecimal():
-                mtp_idx = int(parts[2])
-                name = f"model.layers.{cls._original_block_count + mtp_idx}.{parts[3]}"
-            elif len(parts) == 3 and parts[1] in remapper:
-                name = f"model.layers.{cls._original_block_count}.{remapper[parts[1]]}.{parts[2]}"
-        elif cls.mtp_only:
-            keep = name in (
-                "model.embed_tokens.weight", "model.norm.weight", "lm_head.weight",
-                "embed_tokens.weight", "norm.weight",
-            )
-            if not keep:
-                return None
-        return name, gen
-
-    def set_gguf_parameters(self):
-        super().set_gguf_parameters()  # ty: ignore[unresolved-attribute]
-        if self.no_mtp:
-            return
-        if (n := self.hparams.get("mtp_num_hidden_layers", 0)) > 0:
-            self.gguf_writer.add_nextn_predict_layers(n)
-
-    def prepare_metadata(self, vocab_only: bool):
-        from_dir = self.fname_out.is_dir()
-        super().prepare_metadata(vocab_only=vocab_only)  # ty: ignore[unresolved-attribute]
-
-        if not self.mtp_only or not from_dir:
-            return
-
-        output_type: str = self.ftype.name.partition("_")[2]  # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute]
-        fname_default: str = gguf.naming_convention(
-            self.metadata.name, self.metadata.basename, self.metadata.finetune,                  # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute]
-            self.metadata.version, size_label=None, output_type=output_type, model_type=None)    # pyright: ignore[reportAttributeAccessIssue] # ty: ignore[unresolved-attribute]
-        self.fname_out = self.fname_out.parent / f"mtp-{fname_default}.gguf"
-
-
 @ModelBase.register("Qwen3_5ForConditionalGeneration", "Qwen3_5ForCausalLM")
-class Qwen3_5TextModel(_Qwen35MtpMixin, _Qwen35MRopeMixin, _LinearAttentionVReorderBase):
+class Qwen3_5TextModel(_Qwen35MRopeMixin, _LinearAttentionVReorderBase):
     model_arch = gguf.MODEL_ARCH.QWEN35
 
 
 @ModelBase.register("Qwen3_5MoeForConditionalGeneration", "Qwen3_5MoeForCausalLM")
-class Qwen3_5MoeTextModel(_Qwen35MtpMixin, _Qwen35MRopeMixin, _LinearAttentionVReorderBase):
+class Qwen3_5MoeTextModel(_Qwen35MRopeMixin, _LinearAttentionVReorderBase):
     model_arch = gguf.MODEL_ARCH.QWEN35MOE
 
 
@@ -648,10 +647,13 @@ class DFlashModel(Qwen3Model):
         # own tokenizer logic, not the Qwen default).
         from . import get_model_class
         with open(self.target_model_dir / "config.json", "r", encoding="utf-8") as f:
-            target_arch = json.load(f)["architectures"][0]
+            target_hparams = json.load(f)
+            target_arch = target_hparams["architectures"][0]
         target_cls = get_model_class(target_arch)
 
         if target_cls is not type(self):
+            if target_arch == "NemotronHForCausalLM":
+                setattr(self, "is_moe", "num_experts_per_tok" in target_hparams)
             target_cls.set_vocab(self)  # ty: ignore[unresolved-attribute]
         else:
             super().set_vocab()
@@ -689,6 +691,12 @@ class DFlashModel(Qwen3Model):
             name = "model." + name
         return super().filter_tensors((name, gen))
 
+    def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+        if name == "model.embed_tokens.weight" and not self.hparams.get("has_embed_tokens", True):
+            return
+
+        yield from super().modify_tensors(data_torch, name, bid)
+
 
 @ModelBase.register("Qwen3DSparkModel")
 class DSparkModel(DFlashModel):
diff --git a/conversion/qwen3tts.py b/conversion/qwen3tts.py
new file mode 100644
index 000000000..d21a50595
--- /dev/null
+++ b/conversion/qwen3tts.py
@@ -0,0 +1,471 @@
+from __future__ import annotations
+
+import json
+from pathlib import Path
+from typing import Any, Callable, Iterable, TYPE_CHECKING
+
+import torch
+import torch.nn.functional as F
+
+if TYPE_CHECKING:
+    from torch import Tensor
+
+from .base import ModelBase, MmprojModel, TextModel, gguf
+
+# Tricks being used to support this model via existing llama.cpp code paths:
+# - Text projection MLP is folded into the embedding table
+# - codec_embedding is concat to the text embedding table, vocab is extended
+#   example: codec_bos_id(2149) --> "<|codec_bos|>"
+#            codec_eos_token_id(2150) --> "<|codec_eos_token|>"
+#            codec_language_id.chinese(2055) --> "<|codec_language_chinese|>"
+#            other rows --> "<|codec_0|>", "<|codec_1|>", ..., "<|codec_1023|>"
+# - output tensor codec_head is smaller than vocab, so logits will be padded at inference time
+# - suppress_tokens is used to limit the backbone to only sample either semantic or EOS (stop) token
+
+# pipeline stage mapping:
+#   speaker reference encoder --> mapped to normal mtmd audio encoder
+#   backbone --> mapped to normal libllama text model (autoregressive)
+#   code_predictor --> MTMD_GEN_PROCESS_TYPE_GEN_CODE
+#   code2wav --> MTMD_GEN_PROCESS_TYPE_GEN_WAV
+
+# torch activation functions used by Qwen3TTSTalkerResizeMLP (config's hidden_act)
+_ACT2FN = {
+    "silu": F.silu,
+    "gelu": F.gelu,
+    "relu": F.relu,
+}
+
+
+@ModelBase.register("Qwen3TTSForConditionalGeneration")
+class Qwen3TTSTalkerModel(TextModel):
+    model_arch = gguf.MODEL_ARCH.QWEN3TTS
+
+    _TEXT_PROJ_KEYS = (
+        "model.text_embedding.weight",
+        "text_projection.linear_fc1.weight",
+        "text_projection.linear_fc1.bias",
+        "text_projection.linear_fc2.weight",
+        "text_projection.linear_fc2.bias",
+    )
+
+    _text_proj_buffer: dict[str, Tensor]
+    _folded_text_embed: Tensor | None
+    _codec_embed: Tensor | None
+
+    def __init__(self, dir_model: Path, *args, **kwargs):
+        hparams = kwargs.pop("hparams", None)
+        if hparams is None:
+            hparams = ModelBase.load_hparams(dir_model, is_mistral_format=False)
+        raw_talker_config = dict(hparams["talker_config"])
+        self._talker_config = raw_talker_config
+        self.n_codec_vocab = raw_talker_config["vocab_size"]
+        talker_config = dict(raw_talker_config)
+        talker_config["vocab_size"] = talker_config["text_vocab_size"]
+        hparams["text_config"] = talker_config
+        super().__init__(dir_model, *args, hparams=hparams, **kwargs)
+        self._text_proj_buffer = {}
+        self._folded_text_embed = None
+        self._codec_embed = None
+
+    def _codec_token_names(self) -> list[str]:
+        # start every row with a generic name, then override the ones with a
+        # known meaning (bos/eos/language/etc, derived from the *_id fields
+        # of talker_config) with a more descriptive one
+        names = [f"<|codec_{i}|>" for i in range(self.n_codec_vocab)]
+        for key, val in self._talker_config.items():
+            if not key.endswith("_id"):
+                continue
+            prefix = key[:-len("_id")]
+            if isinstance(val, int):
+                names[val] = f"<|{prefix}|>"
+            elif isinstance(val, dict):
+                for subkey, subval in val.items():
+                    names[subval] = f"<|{prefix}_{subkey}|>"
+        return names
+
+    def set_vocab(self):
+        codec_tokens = self._codec_token_names()
+        codec_toktypes = [gguf.TokenType.CONTROL] * len(codec_tokens)
+
+        try:
+            tokens, scores, toktypes = self._create_vocab_sentencepiece()
+            self.gguf_writer.add_tokenizer_model("llama")
+            self.gguf_writer.add_tokenizer_pre("default")
+            tokens += [t.encode("utf-8") for t in codec_tokens]
+            scores += [0.0] * len(codec_tokens)
+            toktypes += codec_toktypes
+            self.gguf_writer.add_token_list(tokens)
+            self.gguf_writer.add_token_scores(scores)
+            self.gguf_writer.add_token_types(toktypes)
+            special_vocab = gguf.SpecialVocab(self.dir_model, n_vocab=len(tokens))
+            special_vocab.add_to_gguf(self.gguf_writer)
+            return
+        except FileNotFoundError:
+            pass
+
+        tokens, toktypes, tokpre = self.get_vocab_base()
+        tokens += codec_tokens
+        toktypes += codec_toktypes
+        self.gguf_writer.add_tokenizer_model("gpt2")
+        self.gguf_writer.add_tokenizer_pre(tokpre)
+        self.gguf_writer.add_token_list(tokens)
+        self.gguf_writer.add_token_types(toktypes)
+
+        special_vocab = gguf.SpecialVocab(self.dir_model, load_merges=True)
+        special_vocab.add_to_gguf(self.gguf_writer)
+
+        # make sure that the model has no chat template, so chat will be disabled
+        self.gguf_writer.add_chat_template(None)
+
+    def set_gguf_parameters(self):
+        super().set_gguf_parameters()
+
+        # note: final vocab layout is [text_vocab | codec_vocab], with text_vocab is actually padded with -inf in cgraph
+        # for codec_vocab, only first 2048 rows can be sampled for semantic code
+        # plus codec_eos_token_id that used for signaling end of generation
+        # ref: https://github.com/QwenLM/Qwen3-TTS/blob/022e286b98fbec7e1e916cb940cdf532cd9f488e/qwen_tts/core/models/modeling_qwen3_tts.py#L2059-L2063
+
+        vocab_size = self.hparams["vocab_size"] + self.n_codec_vocab
+        codec_eos_token_id = self.hparams["vocab_size"] + self._talker_config["codec_eos_token_id"]
+        self.gguf_writer.add_suppress_tokens([
+            i for i in range(vocab_size - 1024, vocab_size)
+            if i != codec_eos_token_id
+        ])
+        self.gguf_writer.add_eos_token_id(codec_eos_token_id)
+        self.gguf_writer.add_add_eos_token(False)
+
+    @classmethod
+    def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+        name, gen = item
+
+        if not name.startswith("talker.") or name.startswith("talker.code_predictor."):
+            return None
+
+        name = name[len("talker."):]
+        return super().filter_tensors((name, gen))
+
+    def _maybe_emit_token_embd(self) -> Iterable[tuple[str, Tensor]]:
+        if self._folded_text_embed is None or self._codec_embed is None:
+            return
+        combined = torch.cat([self._folded_text_embed, self._codec_embed], dim=0)
+        yield (self.format_tensor_name(gguf.MODEL_TENSOR.TOKEN_EMBD), combined)
+
+    def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+        # codec_embedding rows are appended after the text vocab, extending the embedding table
+        if name == "model.codec_embedding.weight":
+            self._codec_embed = data_torch
+            yield from self._maybe_emit_token_embd()
+            return
+
+        # codec_head is the output head for the (smaller) codec vocab; logits get padded to
+        # the extended vocab size at inference time
+        if name == "codec_head.weight":
+            yield (self.format_tensor_name(gguf.MODEL_TENSOR.OUTPUT), data_torch)
+            return
+
+        if name in self._TEXT_PROJ_KEYS:
+            self._text_proj_buffer[name] = data_torch
+            if len(self._text_proj_buffer) < len(self._TEXT_PROJ_KEYS):
+                return
+
+            # fold MLP into the embedding table at conversion time, MLP won't be used at inference time anyway
+            act_fn = _ACT2FN[self.hparams["hidden_act"]]
+            embed = self._text_proj_buffer["model.text_embedding.weight"]
+            hidden = act_fn(F.linear(embed,
+                                     self._text_proj_buffer["text_projection.linear_fc1.weight"],
+                                     self._text_proj_buffer["text_projection.linear_fc1.bias"]))
+            folded = F.linear(hidden,
+                              self._text_proj_buffer["text_projection.linear_fc2.weight"],
+                              self._text_proj_buffer["text_projection.linear_fc2.bias"])
+            self._folded_text_embed = folded
+            yield from self._maybe_emit_token_embd()
+            return
+
+        yield from super().modify_tensors(data_torch, name, bid)
+
+
+@ModelBase.register("Qwen3TTSForConditionalGeneration")
+class Qwen3TTSSpeakerEncoderModel(MmprojModel):
+    has_vision_encoder = False
+    has_audio_encoder = True
+
+    # talker.code_predictor.model.layers.{bid}.<key> -> A_GEN_CODE_*
+    # bypass tensor_mapping.py for now to make it simple
+    _CODE_LAYER_TENSOR_MAP = {
+        "input_layernorm": gguf.MODEL_TENSOR.A_GEN_CODE_ATTN_NORM,
+        "self_attn.q_proj": gguf.MODEL_TENSOR.A_GEN_CODE_ATTN_Q,
+        "self_attn.q_norm": gguf.MODEL_TENSOR.A_GEN_CODE_ATTN_Q_NORM,
+        "self_attn.k_proj": gguf.MODEL_TENSOR.A_GEN_CODE_ATTN_K,
+        "self_attn.k_norm": gguf.MODEL_TENSOR.A_GEN_CODE_ATTN_K_NORM,
+        "self_attn.v_proj": gguf.MODEL_TENSOR.A_GEN_CODE_ATTN_V,
+        "self_attn.o_proj": gguf.MODEL_TENSOR.A_GEN_CODE_ATTN_OUT,
+        "post_attention_layernorm": gguf.MODEL_TENSOR.A_GEN_CODE_FFN_NORM,
+        "mlp.gate_proj": gguf.MODEL_TENSOR.A_GEN_CODE_FFN_GATE,
+        "mlp.up_proj": gguf.MODEL_TENSOR.A_GEN_CODE_FFN_UP,
+        "mlp.down_proj": gguf.MODEL_TENSOR.A_GEN_CODE_FFN_DOWN,
+    }
+
+    # note: codebook pages will be stacked to 3D
+    _CODE_GEN_N_CODEBOOKS = 15
+    _code_embed_buffer: dict[int, Tensor] = {}
+    _code_head_buffer: dict[int, Tensor] = {}
+    _wav_config_cache: dict[str, Any] | None = None
+
+    def __init__(self, dir_model: Path, *args, **kwargs):
+        hparams = kwargs.pop("hparams", None)
+        if hparams is None:
+            hparams = ModelBase.load_hparams(dir_model, is_mistral_format=False)
+        hparams["text_config"] = {"hidden_size": hparams["talker_config"]["hidden_size"]}
+        # ECAPA-TDNN has a fixed 4-stage backbone, but MmprojModel.__init__ needs a n_block_keys
+        hparams["speaker_encoder_config"]["n_layers"] = 4
+        super().__init__(dir_model, *args, hparams=hparams, **kwargs)
+        self._wav_config_cache = None
+
+    def get_audio_config(self) -> dict[str, Any] | None:
+        return self.global_config.get("speaker_encoder_config")
+
+    def set_gguf_parameters(self):
+        self.gguf_writer.add_file_type(self.ftype)
+        self.gguf_writer.add_clip_has_audio_encoder(True)
+        self.gguf_writer.add_clip_audio_projector_type(gguf.VisionProjectorType.QWEN3TTS_SPKENC)
+
+        # handle speaker encoder config
+        self.gguf_writer.add_audio_projection_dim(self.n_embd_text)
+        # mel_spectrogram() front-end: sr=24000, n_fft=1024, hop=256, n_mels=128, fmin=0, fmax=12000 (=sr/2, the clip.cpp default)
+        self.gguf_writer.add_audio_num_mel_bins(128)
+        # 3 SE-Res2Net stages; the stem conv, mfa, asp and fc are not counted here
+        self.gguf_writer.add_audio_block_count(3)
+        # ECAPA-TDNN has no attention/FFN, these are dummy to allow clip.cpp to load it
+        self.gguf_writer.add_audio_embedding_length(1536)
+        self.gguf_writer.add_audio_head_count(1)
+        self.gguf_writer.add_audio_feed_forward_length(1536)
+        self.gguf_writer.add_audio_attention_layernorm_eps(1e-5)
+
+        # handle code predictor config
+        self.gguf_writer.add_clip_has_gen_audio_encoder(True)
+        self.gguf_writer.add_clip_gen_audio_projector_type(gguf.VisionProjectorType.QWEN3TTS_GEN)
+        code_predictor_config = self.global_config["talker_config"]["code_predictor_config"]
+        self.gguf_writer.add_gen_audio_projection_dim(self.n_embd_text)
+        self.gguf_writer.add_gen_audio_embedding_length(code_predictor_config["hidden_size"])
+        self.gguf_writer.add_gen_audio_feed_forward_length(code_predictor_config["intermediate_size"])
+        self.gguf_writer.add_gen_audio_block_count(code_predictor_config["num_hidden_layers"])
+        self.gguf_writer.add_gen_audio_head_count(code_predictor_config["num_attention_heads"])
+        self.gguf_writer.add_gen_audio_head_count_kv(code_predictor_config["num_key_value_heads"])
+        self.gguf_writer.add_gen_audio_attention_layernorm_eps(code_predictor_config["rms_norm_eps"])
+        # note: code2wav hparams are hardcoded on the mtmd/clip.cpp side for now, not written here
+
+    def _wav_decoder_config(self) -> dict[str, Any] | None:
+        # code2wav has its own config.json, inside the speech_tokenizer dir
+        if self._wav_config_cache is None:
+            path = self.dir_model / "speech_tokenizer" / "config.json"
+            with open(path, "r", encoding="utf-8") as f:
+                cfg = json.load(f)
+            self._wav_config_cache = cfg["decoder_config"]
+        return self._wav_config_cache
+
+    def tensor_force_quant(self, name, new_name, bid, n_dims):
+        # conv1d/conv1d_dw kernels must be F16, ggml_conv_1d(_dw) has no BF16 path
+        if new_name.endswith(".weight") and (
+            new_name in ("a.gen.wav.pre_conv.weight", "a.gen.wav.dac.entry.weight", "a.gen.wav.dac.post_conv.weight")
+            or (".up.blk." in new_name and new_name.endswith(".dwconv.weight"))
+            or (".dac.blk." in new_name and (new_name.endswith(".conv1.weight") or new_name.endswith(".conv2.weight")))
+        ):
+            return gguf.GGMLQuantizationType.F16
+        # ConvTranspose1d kernels: only F16/F32 are implemented, no BF16
+        if new_name.endswith(".conv.weight") and (".up.blk." in new_name or ".dac.blk." in new_name):
+            return gguf.GGMLQuantizationType.F32
+        return super().tensor_force_quant(name, new_name, bid, n_dims)
+
+    @classmethod
+    def filter_tensors(cls, item: tuple[str, Callable[[], Tensor]]) -> tuple[str, Callable[[], Tensor]] | None:
+        name, gen = item
+
+        if not (
+            name.startswith("speaker_encoder.")
+            or name.startswith("talker.code_predictor.")
+            or name == "talker.model.codec_embedding.weight"
+        ):
+            return None
+
+        return super().filter_tensors((name, gen))
+
+    def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
+        # code2wav tensors are already named by generate_extra_tensors(), pass them through
+        if name.startswith("a.gen.wav."):
+            yield (name, data_torch)
+            return
+
+        # codebook-0 embedding, fed back to the talker backbone (codebooks 1-15 live in code_predictor)
+        if name == "talker.model.codec_embedding.weight":
+            yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_GEN_CODE_OUT_EMBD), data_torch)
+            return
+
+        if name == "talker.code_predictor.model.norm.weight":
+            yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_GEN_CODE_OUTPUT_NORM), data_torch)
+            return
+
+        if name.startswith("talker.code_predictor.small_to_mtp_projection."):
+            suffix = "." + name.rsplit(".", 1)[1]
+            yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_GEN_CODE_PROJ_IN, suffix=suffix), data_torch)
+            return
+
+        if name.startswith("talker.code_predictor.model.codec_embedding."):
+            idx = int(name.split("codec_embedding.")[1].split(".")[0])
+            self._code_embed_buffer[idx] = data_torch
+            if len(self._code_embed_buffer) < self._CODE_GEN_N_CODEBOOKS:
+                return
+            stacked = torch.stack([self._code_embed_buffer.pop(i) for i in range(self._CODE_GEN_N_CODEBOOKS)], dim=0)
+            yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_GEN_CODE_EMBD), stacked)
+            return
+
+        if name.startswith("talker.code_predictor.lm_head."):
+            idx = int(name.split("lm_head.")[1].split(".")[0])
+            self._code_head_buffer[idx] = data_torch
+            if len(self._code_head_buffer) < self._CODE_GEN_N_CODEBOOKS:
+                return
+            stacked = torch.stack([self._code_head_buffer.pop(i) for i in range(self._CODE_GEN_N_CODEBOOKS)], dim=0)
+            yield (self.format_tensor_name(gguf.MODEL_TENSOR.A_GEN_CODE_HEAD), stacked)
+            return
+
+        if name.startswith("talker.code_predictor.model.layers."):
+            rest = name.split("model.layers.")[1]        # "{bid}.<key>.weight"
+            _, key_with_suffix = rest.split(".", 1)       # "<key>.weight"
+            key = key_with_suffix.rsplit(".", 1)[0]        # "<key>"
+            tensor = self._CODE_LAYER_TENSOR_MAP.get(key)
+            if tensor is not None:
+                yield (self.format_tensor_name(tensor, bid), data_torch)
+                return
+
+        if "res2net_block.blocks." in name:
+            assert bid is not None  # the outer stage index, picked up from the tensor name automatically
+            xid = int(name.split("res2net_block.blocks.")[1].split(".")[0])
+            suffix = "." + name.rsplit(".", 1)[1]
+            new_name = gguf.TENSOR_NAMES[gguf.MODEL_TENSOR.A_ENC_CONV_RES2].format(bid=bid, xid=xid) + suffix
+            yield (new_name, data_torch)
+            return
+
+        yield from super().modify_tensors(data_torch, name, bid)
+
+    def generate_extra_tensors(self) -> Iterable[tuple[str, Tensor]]:
+        yield from self._generate_code2wav_tensors()
+
+    def _generate_code2wav_tensors(self) -> Iterable[tuple[str, Tensor]]:
+        # code2wav weights live in speech_tokenizer/model.safetensors, not the main safetensors
+        from safetensors.torch import load_file
+
+        wav_config = self._wav_decoder_config()
+        state_dict = load_file(self.dir_model / "speech_tokenizer" / "model.safetensors")
+
+        def get(name: str) -> Tensor:
+            return state_dict[name]
+
+        def snake_fold(alpha: Tensor, beta: Tensor) -> tuple[Tensor, Tensor]:
+            # fold SnakeBeta's exp()/reciprocal here, so the graph is only mul/sin/sqr/mul/add
+            return torch.exp(alpha), 1.0 / (torch.exp(beta) + 1e-9)
+
+        def rvq_codebook(prefix: str, n_layers: int) -> Tensor:
+            # checkpoint has EMA accumulators, so codebook[i] = embedding_sum[i] / cluster_usage[i]
+            books = []
+            for i in range(n_layers):
+                embedding_sum = get(f"{prefix}.vq.layers.{i}._codebook.embedding_sum")
+                cluster_usage = get(f"{prefix}.vq.layers.{i}._codebook.cluster_usage")
+                books.append(embedding_sum / cluster_usage.clamp_min(1e-5).unsqueeze(-1))
+            return torch.stack(books, dim=0) if n_layers > 1 else books[0]
+
+        T = gguf.MODEL_TENSOR
+
+        # --- quantizer: RVQ codebook decode ---
+        yield (self.format_tensor_name(T.A_GEN_WAV_QUANT_FIRST_IN), get("decoder.quantizer.rvq_first.input_proj.weight").squeeze(-1))
+        yield (self.format_tensor_name(T.A_GEN_WAV_QUANT_FIRST_OUT), get("decoder.quantizer.rvq_first.output_proj.weight").squeeze(-1))
+        yield (self.format_tensor_name(T.A_GEN_WAV_QUANT_FIRST_CB), rvq_codebook("decoder.quantizer.rvq_first", 1))
+        yield (self.format_tensor_name(T.A_GEN_WAV_QUANT_REST_IN), get("decoder.quantizer.rvq_rest.input_proj.weight").squeeze(-1))
+        yield (self.format_tensor_name(T.A_GEN_WAV_QUANT_REST_OUT), get("decoder.quantizer.rvq_rest.output_proj.weight").squeeze(-1))
+        yield (self.format_tensor_name(T.A_GEN_WAV_QUANT_REST_CB), rvq_codebook("decoder.quantizer.rvq_rest", self._CODE_GEN_N_CODEBOOKS))
+
+        # --- pre_conv ---
+        yield (self.format_tensor_name(T.A_GEN_WAV_PRE_CONV, suffix=".weight"), get("decoder.pre_conv.conv.weight"))
+        yield (self.format_tensor_name(T.A_GEN_WAV_PRE_CONV, suffix=".bias"), get("decoder.pre_conv.conv.bias"))
+
+        # --- pre_transformer ---
+        yield (self.format_tensor_name(T.A_GEN_WAV_TFM_IN_PROJ, suffix=".weight"), get("decoder.pre_transformer.input_proj.weight"))
+        yield (self.format_tensor_name(T.A_GEN_WAV_TFM_IN_PROJ, suffix=".bias"), get("decoder.pre_transformer.input_proj.bias"))
+        yield (self.format_tensor_name(T.A_GEN_WAV_TFM_OUT_PROJ, suffix=".weight"), get("decoder.pre_transformer.output_proj.weight"))
+        yield (self.format_tensor_name(T.A_GEN_WAV_TFM_OUT_PROJ, suffix=".bias"), get("decoder.pre_transformer.output_proj.bias"))
+        yield (self.format_tensor_name(T.A_GEN_WAV_TFM_OUTPUT_NORM), get("decoder.pre_transformer.norm.weight"))
+
+        tfm_layer_map = {
+            "input_layernorm.weight":         T.A_GEN_WAV_TFM_ATTN_NORM,
+            "self_attn.q_proj.weight":        T.A_GEN_WAV_TFM_ATTN_Q,
+            "self_attn.k_proj.weight":        T.A_GEN_WAV_TFM_ATTN_K,
+            "self_attn.v_proj.weight":        T.A_GEN_WAV_TFM_ATTN_V,
+            "self_attn.o_proj.weight":        T.A_GEN_WAV_TFM_ATTN_OUT,
+            "self_attn_layer_scale.scale":    T.A_GEN_WAV_TFM_ATTN_SCALE,
+            "post_attention_layernorm.weight": T.A_GEN_WAV_TFM_FFN_NORM,
+            "mlp.gate_proj.weight":           T.A_GEN_WAV_TFM_FFN_GATE,
+            "mlp.up_proj.weight":             T.A_GEN_WAV_TFM_FFN_UP,
+            "mlp.down_proj.weight":           T.A_GEN_WAV_TFM_FFN_DOWN,
+            "mlp_layer_scale.scale":          T.A_GEN_WAV_TFM_FFN_SCALE,
+        }
+        assert wav_config is not None
+        for bid in range(wav_config["num_hidden_layers"]):
+            for key, tensor_id in tfm_layer_map.items():
+                yield (self.format_tensor_name(tensor_id, bid), get(f"decoder.pre_transformer.layers.{bid}.{key}"))
+
+        # --- upsample: 2x (causal ConvTranspose1d + ConvNeXt block) ---
+        up_map = {
+            "0.conv.weight":     (T.A_GEN_WAV_UP_CONV, ".weight"),
+            "0.conv.bias":       (T.A_GEN_WAV_UP_CONV, ".bias"),
+            "1.dwconv.conv.weight": (T.A_GEN_WAV_UP_DWCONV, ".weight"),
+            "1.dwconv.conv.bias":   (T.A_GEN_WAV_UP_DWCONV, ".bias"),
+            "1.norm.weight":     (T.A_GEN_WAV_UP_NORM, ".weight"),
+            "1.norm.bias":       (T.A_GEN_WAV_UP_NORM, ".bias"),
+            "1.pwconv1.weight":  (T.A_GEN_WAV_UP_PW1, ".weight"),
+            "1.pwconv1.bias":    (T.A_GEN_WAV_UP_PW1, ".bias"),
+            "1.pwconv2.weight":  (T.A_GEN_WAV_UP_PW2, ".weight"),
+            "1.pwconv2.bias":    (T.A_GEN_WAV_UP_PW2, ".bias"),
+            "1.gamma":           (T.A_GEN_WAV_UP_GAMMA, ""),
+        }
+        for bid in range(len(wav_config["upsampling_ratios"])):
+            for key, (tensor_id, suffix) in up_map.items():
+                yield (self.format_tensor_name(tensor_id, bid, suffix=suffix), get(f"decoder.upsample.{bid}.{key}"))
+
+        # --- DAC decoder ---
+        yield (self.format_tensor_name(T.A_GEN_WAV_DAC_ENTRY, suffix=".weight"), get("decoder.decoder.0.conv.weight"))
+        yield (self.format_tensor_name(T.A_GEN_WAV_DAC_ENTRY, suffix=".bias"), get("decoder.decoder.0.conv.bias"))
+
+        n_dac_blocks = len(wav_config["upsample_rates"])
+        for bid in range(n_dac_blocks):
+            py = bid + 1  # decoder.decoder.0 is the entry conv, blocks start at 1
+
+            a, b = snake_fold(get(f"decoder.decoder.{py}.block.0.alpha"), get(f"decoder.decoder.{py}.block.0.beta"))
+            yield (self.format_tensor_name(T.A_GEN_WAV_DAC_UP_SNAKE, bid, suffix=".alpha"), a)
+            yield (self.format_tensor_name(T.A_GEN_WAV_DAC_UP_SNAKE, bid, suffix=".beta"), b)
+            yield (self.format_tensor_name(T.A_GEN_WAV_DAC_UP_CONV, bid, suffix=".weight"), get(f"decoder.decoder.{py}.block.1.conv.weight"))
+            yield (self.format_tensor_name(T.A_GEN_WAV_DAC_UP_CONV, bid, suffix=".bias"), get(f"decoder.decoder.{py}.block.1.conv.bias"))
+
+            for xid in range(3):
+                ridx = xid + 2  # block.2/3/4 are the 3 residual units
+
+                a1, b1 = snake_fold(get(f"decoder.decoder.{py}.block.{ridx}.act1.alpha"), get(f"decoder.decoder.{py}.block.{ridx}.act1.beta"))
+                name1 = gguf.TENSOR_NAMES[T.A_GEN_WAV_DAC_RES_ACT1].format(bid=bid, xid=xid)
+                yield (name1 + ".alpha", a1)
+                yield (name1 + ".beta", b1)
+
+                name_conv1 = gguf.TENSOR_NAMES[T.A_GEN_WAV_DAC_RES_CONV1].format(bid=bid, xid=xid)
+                yield (name_conv1 + ".weight", get(f"decoder.decoder.{py}.block.{ridx}.conv1.conv.weight"))
+                yield (name_conv1 + ".bias", get(f"decoder.decoder.{py}.block.{ridx}.conv1.conv.bias"))
+
+                a2, b2 = snake_fold(get(f"decoder.decoder.{py}.block.{ridx}.act2.alpha"), get(f"decoder.decoder.{py}.block.{ridx}.act2.beta"))
+                name2 = gguf.TENSOR_NAMES[T.A_GEN_WAV_DAC_RES_ACT2].format(bid=bid, xid=xid)
+                yield (name2 + ".alpha", a2)
+                yield (name2 + ".beta", b2)
+
+                name_conv2 = gguf.TENSOR_NAMES[T.A_GEN_WAV_DAC_RES_CONV2].format(bid=bid, xid=xid)
+                yield (name_conv2 + ".weight", get(f"decoder.decoder.{py}.block.{ridx}.conv2.conv.weight"))
+                yield (name_conv2 + ".bias", get(f"decoder.decoder.{py}.block.{ridx}.conv2.conv.bias"))
+
+        a5, b5 = snake_fold(get("decoder.decoder.5.alpha"), get("decoder.decoder.5.beta"))
+        yield (self.format_tensor_name(T.A_GEN_WAV_DAC_POST_SNAKE, suffix=".alpha"), a5)
+        yield (self.format_tensor_name(T.A_GEN_WAV_DAC_POST_SNAKE, suffix=".beta"), b5)
+        yield (self.format_tensor_name(T.A_GEN_WAV_DAC_POST_CONV, suffix=".weight"), get("decoder.decoder.6.conv.weight"))
+        yield (self.format_tensor_name(T.A_GEN_WAV_DAC_POST_CONV, suffix=".bias"), get("decoder.decoder.6.conv.bias"))
diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py
index 2c5e62a16..78ad26c65 100755
--- a/convert_hf_to_gguf.py
+++ b/convert_hf_to_gguf.py
@@ -122,8 +122,12 @@ def parse_args() -> argparse.Namespace:
         help="Export only the multi-token prediction (MTP) head as a separate GGUF, suitable for use as a speculative draft. An 'mtp-' prefix will be added to the output file name.",
     )
     parser.add_argument(
-        "--no-mtp", action="store_true",
-        help="Exclude the multi-token prediction (MTP) head from the converted GGUF. Pair with --mtp on a second run to publish trunk and MTP as two files. Note: the split form duplicates embeddings, but even though the bundled default is more space-efficient overall, this allows differing quantization which may be more performant.",
+        "--no-nextn", "--no-mtp", dest="no_mtp", action="store_true",
+        help="Exclude NextN speculative draft tensors from the converted GGUF. Pair with --mtp or --dspark on a second run to publish target and draft as two files.",
+    )
+    parser.add_argument(
+        "--dspark", action="store_true",
+        help="Export only the DeepSeek-V4 DSpark draft tensors as a separate GGUF.",
     )
     parser.add_argument(
         "--mistral-format", action="store_true",
@@ -254,13 +258,20 @@ def main() -> None:
             from conversion.mistral import MistralModel
             model_class = MistralModel
 
-        if args.mtp and args.no_mtp:
-            logger.error("--mtp and --no-mtp are mutually exclusive")
+        if sum((args.mtp, args.no_mtp, args.dspark)) > 1:
+            logger.error("--mtp, --no-nextn, and --dspark are mutually exclusive")
             sys.exit(1)
 
+        if args.dspark:
+            if is_mistral_format or model_architecture != "DeepseekV4ForCausalLM":
+                logger.error("--dspark is only supported for DeepseekV4ForCausalLM")
+                sys.exit(1)
+            from conversion.deepseek import DeepseekV4DSparkModel
+            model_class = DeepseekV4DSparkModel
+
         if args.mtp or args.no_mtp:
             if not model_class.supports_mtp_export:
-                logger.error("--mtp / --no-mtp are not supported for %s", model_architecture)
+                logger.error("--mtp / --no-nextn are not supported for %s", model_architecture)
                 sys.exit(1)
             if args.no_mtp:
                 model_class.no_mtp = True
diff --git a/docs/backend/SYCL.md b/docs/backend/SYCL.md
index 814e541e1..73f89a706 100644
--- a/docs/backend/SYCL.md
+++ b/docs/backend/SYCL.md
@@ -449,6 +449,8 @@ Or
 use 1 SYCL GPUs: [0] with Max compute units:512
 ```
 
+User can use the device management in [docs/multi-gpu.md](https://github.com/ggml-org/llama.cpp/blob/master/docs/multi-gpu.md), like parameter `--device SYCL0,SYCL1` to assign one or more devices.
+
 ## Windows
 
 ### Install GPU driver
@@ -763,6 +765,7 @@ Or
 use 1 SYCL GPUs: [0] with Max compute units:512
 ```
 
+User can use the device management in [docs/multi-gpu.md](https://github.com/ggml-org/llama.cpp/blob/master/docs/multi-gpu.md), like parameter `--device SYCL0,SYCL1` to assign one or more devices.
 
 ## Environment Variable
 
@@ -895,6 +898,45 @@ Pass these via `CXXFLAGS` or add a one-off `#define` to enable a flag on the spo
     set UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=1
   ```
 
+- When I set `SYCL_CACHE_PERSISTENT=1` in running time, I meet crash.
+
+  `SYCL_CACHE_PERSISTENT=1` is not recommended by llama.cpp SYCL backend.
+  When cache is enabled, SYCL runtime will try to cache and reuse JIT-compiled binaries.
+
+  We find some AI will tell user this cmd to speed up SYCL backend. It only speeds up the startup to skip the JIT process, instead of running speed.
+
+  It will bring negative impact when the SYCL binary file is changed frequently in your running environment. The new & old codes mix will lead to crash.
+
+  Compare to the benefit, it has brought more failed cases.
+  If you are not familiar with the SYCL compiler principle of JIT and AOT, please don't use it.
+
+  To restore, you need to remove the local cache: `~/.cache/libsycl_cache/` and execute `unset SYCL_CACHE_PERSISTENT` in running time.
+
+- How to use iGPU and dGPU in same time?
+
+  1. Detect the devices in your running time.
+  ```
+  source /opt/intel/oneapi/setvars.sh
+  ./build/bin/llama-server --list-devices
+
+  or
+  ./build/bin/llama-cli --list-devices
+  ./build/bin/llama-bench --list-devices
+  ./build/bin/llama-completion --list-devices
+
+  Available devices:
+    SYCL0: Intel(R) Arc(TM) A770 Graphics (15473 MiB, 15473 MiB free)
+    SYCL1: Intel(R) UHD Graphics 770 (59675 MiB, 44986 MiB free)
+  ```
+
+  The dGPU will be in the head of this list and iGPU will be the end.
+  If not all GPUs are listed, please check the env var: ONEAPI_DEVICE_SELECTOR and unset it.
+
+  2. Set the iGPU and dGPU
+
+  Set the iGPU and dGPU by `./build/bin/llama-server --device SYCL0,SYCL1,SYCLxxx`.
+
+
 ### **GitHub contribution**:
 Please add the `[SYCL]` prefix/tag in issues/PRs titles to help the SYCL contributors to check/address them without delay.
 
diff --git a/docs/development/HOWTO-add-model.md b/docs/development/HOWTO-add-model.md
index 102f479eb..270e6b735 100644
--- a/docs/development/HOWTO-add-model.md
+++ b/docs/development/HOWTO-add-model.md
@@ -133,6 +133,7 @@ Note:
 - To debug the multimodal preprocessor and encoder, you can use [llama-mtmd-debug](tools/mtmd/debug/mtmd-debug.cpp).
 - Adding a model-specific API or CLI is an anti-pattern in `libmtmd`. The goal of `libmtmd` is to provide an easy-to-use, model-agnostic library for multimodal pipeline.
 - In most cases, `llama-mtmd-cli` should not be modified. If a model requires a specific prompt, either let the user provide it or bake it into the Jinja chat template.
+- For audio generation models, see `tools/mtmd/README-dev.md`
 
 ## Tips and tricks
 
diff --git a/docs/ops.md b/docs/ops.md
index 557b1a023..0c1ced9aa 100644
--- a/docs/ops.md
+++ b/docs/ops.md
@@ -15,7 +15,7 @@ Legend:
 | Operation | BLAS | CANN | CPU | CUDA | ET | MTL | OpenCL | SYCL | Vulkan | WebGPU | ZenDNN | zDNN |
 |-----------|------|------|------|------|------|------|------|------|------|------|------|------|
 |                              ABS | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
-|                              ACC | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | 🟡 | ✅ | ❌ | ❌ | ❌ |
+|                              ACC | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
 |                              ADD | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                             ADD1 | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
 |                           ADD_ID | ❌ | ❌ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
@@ -23,16 +23,16 @@ Legend:
 |                           ARGMAX | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                          ARGSORT | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                             CEIL | ❌ | ❌ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
-|                            CLAMP | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ |
-|                        COL2IM_1D | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
+|                            CLAMP | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
+|                        COL2IM_1D | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
 |                           CONCAT | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | ❌ |
 |                             CONT | ❌ | 🟡 | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | ❌ |
-|                          CONV_2D | ❌ | ❌ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+|                          CONV_2D | ❌ | ❌ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ |
 |                       CONV_2D_DW | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
-|                          CONV_3D | ❌ | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
+|                          CONV_3D | ❌ | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
 |                CONV_TRANSPOSE_1D | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
 |                CONV_TRANSPOSE_2D | ❌ | ❌ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
-|                              COS | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ |
+|                              COS | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                      COUNT_EQUAL | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
 |                              CPY | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ |
 |               CROSS_ENTROPY_LOSS | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
@@ -41,9 +41,9 @@ Legend:
 |                             DIAG | ❌ | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                    DIAG_MASK_INF | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ |
 |                              DIV | ❌ | ✅ | ✅ | ✅ | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
-|                     DSV4_HC_COMB | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
-|                     DSV4_HC_POST | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
-|                      DSV4_HC_PRE | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
+|                     DSV4_HC_COMB | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
+|                     DSV4_HC_POST | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
+|                      DSV4_HC_PRE | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
 |                              DUP | ❌ | ✅ | ✅ | 🟡 | ❌ | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ |
 |                              ELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                              EXP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
@@ -51,24 +51,24 @@ Legend:
 |                             FILL | ❌ | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                   FLASH_ATTN_EXT | ❌ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ |
 |                            FLOOR | ❌ | ❌ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
-|                  GATED_DELTA_NET | ❌ | ❌ | ✅ | ❌ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-|                GATED_LINEAR_ATTN | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
+|                  GATED_DELTA_NET | ❌ | ❌ | ✅ | ❌ | ✅ | 🟡 | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
+|                GATED_LINEAR_ATTN | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
 |                            GEGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                        GEGLU_ERF | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                      GEGLU_QUICK | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                             GELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                         GELU_ERF | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                       GELU_QUICK | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
-|                         GET_ROWS | ❌ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | ✅ | ✅ | 🟡 | ❌ | ❌ |
-|                    GET_ROWS_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
+|                         GET_ROWS | ❌ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | ❌ |
+|                    GET_ROWS_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ |
 |                       GROUP_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ |
 |                      HARDSIGMOID | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                        HARDSWISH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                           IM2COL | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                        IM2COL_3D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
 |                          L2_NORM | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | ✅ | 🟡 | ❌ | ❌ |
-|                       LEAKY_RELU | ❌ | ✅ | ✅ | ✅ | ❌ | 🟡 | ❌ | ✅ | 🟡 | ❌ | ❌ | ❌ |
-|                LIGHTNING_INDEXER | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
+|                       LEAKY_RELU | ❌ | ✅ | ✅ | ✅ | ❌ | 🟡 | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
+|                LIGHTNING_INDEXER | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
 |                              LOG | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                             MEAN | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ |
 |                              MUL | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
@@ -76,13 +76,13 @@ Legend:
 |                 MUL_MAT_HADAMARD | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                       MUL_MAT_ID | ❌ | 🟡 | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | ✅ | 🟡 | 🟡 | ❌ |
 |                              NEG | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
-|                             NORM | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ❌ |
+|                             NORM | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | 🟡 | ❌ | ❌ |
 |                   OPT_STEP_ADAMW | ❌ | ❌ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ |
 |                     OPT_STEP_SGD | ❌ | ❌ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ |
-|                         OUT_PROD | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | 🟡 |
+|                         OUT_PROD | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 |
 |                              PAD | ❌ | 🟡 | ✅ | 🟡 | ❌ | 🟡 | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ |
 |                   PAD_REFLECT_1D | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
-|                          POOL_1D | ❌ | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
+|                          POOL_1D | ❌ | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
 |                          POOL_2D | ❌ | 🟡 | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ |
 |                            REGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                             RELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
@@ -103,13 +103,13 @@ Legend:
 |                          SIGMOID | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                             SILU | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                        SILU_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ |
-|                              SIN | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ |
+|                              SIN | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                         SOFTPLUS | ❌ | ❌ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                         SOFT_MAX | ❌ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                    SOFT_MAX_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | 🟡 | ✅ | ❌ | ❌ | ❌ |
 |                        SOLVE_TRI | ❌ | ❌ | ✅ | 🟡 | 🟡 | ✅ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ |
-|                              SQR | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ |
-|                             SQRT | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ |
+|                              SQR | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+|                             SQRT | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                         SSM_CONV | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
 |                         SSM_SCAN | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ |
 |                             STEP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ |
diff --git a/docs/ops/SYCL.csv b/docs/ops/SYCL.csv
index b563e76a8..b5a95c69a 100644
--- a/docs/ops/SYCL.csv
+++ b/docs/ops/SYCL.csv
@@ -167,6 +167,18 @@
 "SYCL0","ROUND","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
 "SYCL0","TRUNC","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
 "SYCL0","TRUNC","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_COMB","n_tokens=1,n_iter=1,eps=0.000001","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_COMB","n_tokens=17,n_iter=4,eps=0.000001","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_COMB","n_tokens=257,n_iter=8,eps=0.000001","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_COMB","n_tokens=17,n_iter=20,eps=0.000001","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_PRE","n_embd=1,n_tokens=1","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_PRE","n_embd=31,n_tokens=17","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_PRE","n_embd=128,n_tokens=257","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_PRE","n_embd=4096,n_tokens=21","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_POST","n_embd=1,n_tokens=1","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_POST","n_embd=31,n_tokens=17","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_POST","n_embd=128,n_tokens=257","support","1","yes","SYCL"
+"SYCL0","DSV4_HC_POST","n_embd=4096,n_tokens=21","support","1","yes","SYCL"
 "SYCL0","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","SYCL"
 "SYCL0","REGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","SYCL"
 "SYCL0","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","SYCL"
@@ -338,6 +350,10 @@
 "SYCL0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
 "SYCL0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
 "SYCL0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL0","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=1,be2=1,v=0","support","0","no","SYCL"
+"SYCL0","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","0","no","SYCL"
+"SYCL0","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","0","no","SYCL"
+"SYCL0","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","0","no","SYCL"
 "SYCL0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
 "SYCL0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
 "SYCL0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
@@ -426,6 +442,8 @@
 "SYCL0","GET_ROWS_BACK","type=q8_0,n=256,m=5,r=4,b=1,v=1","support","0","no","SYCL"
 "SYCL0","GET_ROWS_BACK","type=q1_0,n=256,m=5,r=4,b=1,v=0","support","0","no","SYCL"
 "SYCL0","GET_ROWS_BACK","type=q1_0,n=256,m=5,r=4,b=1,v=1","support","0","no","SYCL"
+"SYCL0","GET_ROWS_BACK","type=q2_0,n=256,m=5,r=4,b=1,v=0","support","0","no","SYCL"
+"SYCL0","GET_ROWS_BACK","type=q2_0,n=256,m=5,r=4,b=1,v=1","support","0","no","SYCL"
 "SYCL0","GET_ROWS_BACK","type=mxfp4,n=256,m=5,r=4,b=1,v=0","support","0","no","SYCL"
 "SYCL0","GET_ROWS_BACK","type=mxfp4,n=256,m=5,r=4,b=1,v=1","support","0","no","SYCL"
 "SYCL0","GET_ROWS_BACK","type=nvfp4,n=256,m=5,r=4,b=1,v=0","support","0","no","SYCL"
@@ -460,333 +478,685 @@
 "SYCL0","GET_ROWS_BACK","type=iq4_xs,n=256,m=5,r=4,b=1,v=1","support","0","no","SYCL"
 "SYCL0","GET_ROWS_BACK","type=i32,n=256,m=5,r=4,b=1,v=0","support","0","no","SYCL"
 "SYCL0","GET_ROWS_BACK","type=i32,n=256,m=5,r=4,b=1,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i32,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
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-"SYCL0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
-"SYCL0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i32,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q5_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=q6_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq2_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq2_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=1","support","0","no","SYCL"
+"SYCL0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=1","support","0","no","SYCL"
 "SYCL0","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=0","support","1","yes","SYCL"
 "SYCL0","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=1","support","1","yes","SYCL"
 "SYCL0","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=1,p1=0","support","1","yes","SYCL"
@@ -921,48 +1291,216 @@
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=3","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=1","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=1","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=3","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=1","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=1","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=3","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=1","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=3","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=3","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=1","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=1","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=3","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=1","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=1","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=3","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=0","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=1","support","1","yes","SYCL"
 "SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=3","support","1","yes","SYCL"
 "SYCL0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
 "SYCL0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
 "SYCL0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
@@ -976,6 +1514,7 @@
 "SYCL0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=3,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
 "SYCL0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=3,p1=0,d0=3,d1=0,is_2D=0","support","1","yes","SYCL"
 "SYCL0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f16,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
 "SYCL0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
 "SYCL0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
 "SYCL0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
@@ -3106,1579 +3645,3153 @@
 "SYCL0","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
 "SYCL0","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,2,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,2,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,3,1,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,11,1,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,2,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[3,2,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,1,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,2,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,2,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[1,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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 "SYCL0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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+"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f32,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f32,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f16,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=0","support","1","yes","SYCL"
-"SYCL0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],stride=1,padding=0,dilation=1,cwhn=0","support","1","yes","SYCL"
-"SYCL0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],stride=1,padding=0,dilation=1,cwhn=1","support","1","yes","SYCL"
-"SYCL0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],stride=2,padding=1,dilation=1,cwhn=0","support","1","yes","SYCL"
-"SYCL0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],stride=2,padding=1,dilation=1,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f16,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f32,stride=1,padding=0,dilation=1,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f32,stride=1,padding=0,dilation=1,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f32,stride=2,padding=1,dilation=1,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f32,stride=2,padding=1,dilation=1,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f16,stride=1,padding=0,dilation=1,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f16,stride=1,padding=0,dilation=1,cwhn=1","support","1","yes","SYCL"
+"SYCL0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f16,stride=2,padding=1,dilation=1,cwhn=0","support","1","yes","SYCL"
+"SYCL0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f16,stride=2,padding=1,dilation=1,cwhn=1","support","1","yes","SYCL"
 "SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
 "SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
 "SYCL0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
@@ -5106,6 +7219,7 @@
 "SYCL0","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,2,1,1]","support","1","yes","SYCL"
 "SYCL0","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,2,1]","support","1","yes","SYCL"
 "SYCL0","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","yes","SYCL"
+"SYCL0","REPEAT","type=f16,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","SYCL"
 "SYCL0","REPEAT","type=i32,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","SYCL"
 "SYCL0","REPEAT","type=i16,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","yes","SYCL"
 "SYCL0","REPEAT","type=bf16,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","SYCL"
@@ -5114,6 +7228,7 @@
 "SYCL0","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,2,1,1]","support","1","yes","SYCL"
 "SYCL0","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,2,1]","support","1","yes","SYCL"
 "SYCL0","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","yes","SYCL"
+"SYCL0","REPEAT","type=f16,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","SYCL"
 "SYCL0","REPEAT","type=i32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","SYCL"
 "SYCL0","REPEAT","type=i16,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","yes","SYCL"
 "SYCL0","REPEAT","type=bf16,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","SYCL"
@@ -5230,6 +7345,15 @@
 "SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[384,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[384,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[384,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[128,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[128,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[128,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[192,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[192,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[192,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
@@ -5392,6 +7516,8 @@
 "SYCL0","CPY","type_src=f16,type_dst=q8_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=f16,type_dst=q1_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=f16,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=q2_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f16,type_dst=q2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=f16,type_dst=mxfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=f16,type_dst=mxfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=f16,type_dst=nvfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
@@ -5442,6 +7568,8 @@
 "SYCL0","CPY","type_src=bf16,type_dst=q8_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
 "SYCL0","CPY","type_src=bf16,type_dst=q1_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=bf16,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=q2_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=bf16,type_dst=q2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=bf16,type_dst=mxfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=bf16,type_dst=mxfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=bf16,type_dst=nvfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
@@ -5492,6 +7620,8 @@
 "SYCL0","CPY","type_src=f32,type_dst=q8_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=f32,type_dst=q1_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=f32,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=q2_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=f32,type_dst=q2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=f32,type_dst=mxfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=f32,type_dst=mxfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=f32,type_dst=nvfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
@@ -5542,6 +7672,8 @@
 "SYCL0","CPY","type_src=q8_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=q1_0,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
 "SYCL0","CPY","type_src=q1_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL0","CPY","type_src=q2_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=mxfp4,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=mxfp4,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
 "SYCL0","CPY","type_src=nvfp4,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
@@ -6235,6 +8367,9 @@
 "SYCL0","SSM_SCAN","type=f32,d_state=128,head_dim=64,n_head=16,n_group=2,n_seq_tokens=32,n_seqs=4,xbc_overlap=0","support","1","yes","SYCL"
 "SYCL0","SSM_SCAN","type=f32,d_state=256,head_dim=64,n_head=8,n_group=2,n_seq_tokens=32,n_seqs=4,xbc_overlap=0","support","1","yes","SYCL"
 "SYCL0","SSM_SCAN","type=f32,d_state=128,head_dim=128,n_head=4,n_group=4,n_seq_tokens=16,n_seqs=2,xbc_overlap=1","support","1","yes","SYCL"
+"SYCL0","SSM_SCAN","type=f32,d_state=128,head_dim=80,n_head=128,n_group=1,n_seq_tokens=256,n_seqs=1,xbc_overlap=0","support","1","yes","SYCL"
+"SYCL0","SSM_SCAN","type=f32,d_state=128,head_dim=80,n_head=128,n_group=1,n_seq_tokens=512,n_seqs=1,xbc_overlap=0","support","1","yes","SYCL"
+"SYCL0","SSM_SCAN","type=f32,d_state=128,head_dim=64,n_head=80,n_group=8,n_seq_tokens=300,n_seqs=2,xbc_overlap=0","support","1","yes","SYCL"
 "SYCL0","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","1","yes","SYCL"
 "SYCL0","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","1","yes","SYCL"
 "SYCL0","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","1","yes","SYCL"
@@ -6253,6 +8388,9 @@
 "SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=512,n=1,k=512,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=32,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=4,k=128,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=256,n=512,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=32,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=1024,n=1,k=1024,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
@@ -6334,6 +8472,15 @@
 "SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
@@ -6481,6 +8628,13 @@
 "SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=2880,n=32,k=2880,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=2880,n=32,k=2880,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=2880,n=32,k=2880,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=1,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=7,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=8,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=9,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=16,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=128,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=512,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -6861,6 +9015,72 @@
 "SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
@@ -7276,6 +9496,8 @@
 "SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=64,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
@@ -7311,6 +9533,7 @@
 "SYCL0","MUL_MAT","type_a=q5_1,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=q8_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=q1_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL0","MUL_MAT","type_a=q2_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=mxfp4,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=nvfp4,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=q2_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
@@ -7550,7 +9773,6 @@
 "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
-zjy 2
 "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
 "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
@@ -7563,7 +9785,6 @@ zjy 2
 "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
-zjy 2
 "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
 "SYCL0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
 "SYCL0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
@@ -7732,6 +9953,7 @@ zjy 2
 "SYCL0","MUL_MAT_ID","type_a=q5_1,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","SYCL"
 "SYCL0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","SYCL"
 "SYCL0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=384","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=192","support","1","yes","SYCL"
 "SYCL0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","SYCL"
 "SYCL0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=192","support","1","yes","SYCL"
 "SYCL0","MUL_MAT_ID","type_a=q2_K,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","SYCL"
@@ -8036,6 +10258,78 @@ zjy 2
 "SYCL0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
 "SYCL0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
 "SYCL0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
 "SYCL0","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
 "SYCL0","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
 "SYCL0","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
@@ -8478,6 +10772,8 @@ zjy 2
 "SYCL0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
 "SYCL0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
 "SYCL0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
 "SYCL0","MUL_MAT_ID","type_a=q2_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
 "SYCL0","MUL_MAT_ID","type_a=q2_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
 "SYCL0","MUL_MAT_ID","type_a=q3_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
@@ -9016,6 +11312,134 @@ zjy 2
 "SYCL0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
 "SYCL0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
 "SYCL0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
 "SYCL0","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
 "SYCL0","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
 "SYCL0","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
@@ -11104,6 +13528,86 @@ zjy 2
 "SYCL0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL"
 "SYCL0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL"
 "SYCL0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","SYCL"
+"SYCL0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","SYCL"
 "SYCL0","ARGSORT","type=f32,ne=[3,1,1,1],order=0","support","1","yes","SYCL"
 "SYCL0","ARGSORT","type=f32,ne=[4,1,1,1],order=0","support","1","yes","SYCL"
 "SYCL0","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","SYCL"
@@ -11559,8 +14063,8 @@ zjy 2
 "SYCL0","ACC","type=f32,ne_a=[256,17,1,1],ne_b=[256,16,1,1],stride_dim=-1","support","1","yes","SYCL"
 "SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[256,16,2,3],stride_dim=-1","support","1","yes","SYCL"
 "SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[128,16,2,3],stride_dim=-1","support","1","yes","SYCL"
-"SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[256,16,2,3],stride_dim=1","support","0","no","SYCL"
-"SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[128,16,2,3],stride_dim=2","support","0","no","SYCL"
+"SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[256,16,2,3],stride_dim=1","support","1","yes","SYCL"
+"SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[128,16,2,3],stride_dim=2","support","1","yes","SYCL"
 "SYCL0","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[64,16,2,3],stride_dim=3","support","1","yes","SYCL"
 "SYCL0","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1,circular=0","support","1","yes","SYCL"
 "SYCL0","PAD","type=f32,ne_a=[33,17,2,1],pad_0=4,pad_1=3,circular=1","support","0","no","SYCL"
@@ -11651,6 +14155,42 @@ zjy 2
 "SYCL0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,tfrm=2,circular=0","support","1","yes","SYCL"
 "SYCL0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,tfrm=2,circular=1","support","0","no","SYCL"
 "SYCL0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,tfrm=2,circular=1","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11877,7 +14417,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11886,7 +14426,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11895,7 +14435,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11904,7 +14444,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11915,8 +14455,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11933,8 +14473,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11951,8 +14491,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11969,8 +14509,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11985,7 +14525,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -11994,7 +14534,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12003,7 +14543,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12012,7 +14552,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12023,8 +14563,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12041,8 +14581,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12059,8 +14599,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12077,8 +14617,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12093,7 +14633,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12102,7 +14642,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12111,7 +14651,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12120,7 +14660,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12131,8 +14671,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12149,8 +14689,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12167,8 +14707,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12185,8 +14725,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12201,7 +14741,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12210,7 +14750,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12219,7 +14759,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12228,7 +14768,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12239,8 +14779,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12257,8 +14797,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12275,8 +14815,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12293,8 +14833,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12309,7 +14849,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12318,7 +14858,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12327,7 +14867,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12336,7 +14876,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12345,7 +14885,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12354,7 +14894,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12363,7 +14903,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12372,7 +14912,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12381,7 +14921,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12390,7 +14930,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12399,7 +14939,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12408,7 +14948,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12417,7 +14957,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12426,7 +14966,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12435,7 +14975,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12444,7 +14984,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12453,7 +14993,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12462,7 +15002,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12471,7 +15011,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12480,7 +15020,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12489,7 +15029,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12498,7 +15038,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12507,7 +15047,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12516,7 +15056,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12525,7 +15065,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12534,7 +15074,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12543,7 +15083,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12552,7 +15092,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12561,7 +15101,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12570,7 +15110,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12579,7 +15119,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12588,7 +15128,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12597,7 +15137,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12606,7 +15146,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12615,7 +15155,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12624,7 +15164,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12635,8 +15175,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12653,8 +15193,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12671,8 +15211,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12689,8 +15229,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12705,7 +15245,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12714,7 +15254,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12723,7 +15263,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12732,7 +15272,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12743,8 +15283,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12761,8 +15301,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12779,8 +15319,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12797,8 +15337,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12813,7 +15353,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12822,7 +15362,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12831,7 +15371,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12840,7 +15380,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12851,8 +15391,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12869,8 +15409,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12887,8 +15427,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12905,8 +15445,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12921,7 +15461,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12930,7 +15470,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12939,7 +15479,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12948,7 +15488,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12959,8 +15499,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12977,8 +15517,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -12995,8 +15535,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13013,8 +15553,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13029,7 +15569,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13038,7 +15578,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13047,7 +15587,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13056,7 +15596,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13065,7 +15605,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13074,7 +15614,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13083,7 +15623,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13092,7 +15632,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13101,7 +15641,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13110,7 +15650,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13119,7 +15659,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13128,7 +15668,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13137,7 +15677,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13146,7 +15686,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13155,7 +15695,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13164,7 +15704,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13173,7 +15713,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13182,7 +15722,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13191,7 +15731,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13200,7 +15740,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13209,7 +15749,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13218,7 +15758,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13227,7 +15767,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13236,7 +15776,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13245,7 +15785,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13254,7 +15794,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13263,7 +15803,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13272,7 +15812,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13281,7 +15821,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13290,7 +15830,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13299,7 +15839,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13308,7 +15848,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13317,7 +15857,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13326,7 +15866,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13335,7 +15875,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13344,7 +15884,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13353,7 +15893,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13362,7 +15902,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13371,7 +15911,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13380,7 +15920,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13389,7 +15929,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13398,7 +15938,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13407,7 +15947,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13416,7 +15956,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13425,7 +15965,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13434,7 +15974,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13443,7 +15983,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13452,7 +15992,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13461,7 +16001,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13470,7 +16010,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13479,7 +16019,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13488,7 +16028,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13497,7 +16037,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13506,7 +16046,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13515,7 +16055,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13524,7 +16064,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13533,7 +16073,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13542,7 +16082,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13551,7 +16091,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13560,7 +16100,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13569,7 +16109,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13578,7 +16118,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13587,7 +16127,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13596,7 +16136,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13605,7 +16145,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13614,7 +16154,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13623,7 +16163,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13632,7 +16172,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13641,7 +16181,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13650,7 +16190,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13659,7 +16199,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13668,7 +16208,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13677,7 +16217,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13686,7 +16226,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13695,7 +16235,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13704,7 +16244,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13713,7 +16253,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13722,7 +16262,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13731,7 +16271,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13740,7 +16280,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13749,7 +16289,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13758,7 +16298,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13767,7 +16307,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13776,7 +16316,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13785,7 +16325,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13794,7 +16334,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13803,7 +16343,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13812,7 +16352,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13821,7 +16361,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13830,7 +16370,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13839,7 +16379,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13848,7 +16388,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13857,7 +16397,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13866,7 +16406,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13875,7 +16415,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13884,7 +16424,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13893,7 +16433,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13902,7 +16442,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13911,7 +16451,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13920,7 +16460,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13931,8 +16471,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13949,8 +16489,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13967,8 +16507,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -13985,8 +16525,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14001,7 +16541,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14010,7 +16550,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14019,7 +16559,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14028,7 +16568,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14039,8 +16579,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14057,8 +16597,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14075,8 +16615,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14093,8 +16633,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14109,7 +16649,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14118,7 +16658,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14127,7 +16667,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14136,7 +16676,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14145,7 +16685,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14154,7 +16694,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14163,7 +16703,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14172,7 +16712,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14181,7 +16721,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14190,7 +16730,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14199,7 +16739,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14208,7 +16748,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14217,7 +16757,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14226,7 +16766,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14235,7 +16775,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14244,7 +16784,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14253,7 +16793,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14262,7 +16802,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14271,7 +16811,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14280,7 +16820,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14291,8 +16831,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14309,8 +16849,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14327,8 +16867,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14345,8 +16885,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14361,7 +16901,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14370,7 +16910,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14379,7 +16919,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14388,7 +16928,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14399,8 +16939,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14417,8 +16957,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14435,8 +16975,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14453,8 +16993,8 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14469,7 +17009,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14478,7 +17018,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14487,7 +17027,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14496,7 +17036,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14505,7 +17045,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14514,7 +17054,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14523,7 +17063,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14532,7 +17072,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14541,7 +17081,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14550,7 +17090,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14559,7 +17099,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14568,7 +17108,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14577,7 +17117,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14586,7 +17126,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14595,7 +17135,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14604,7 +17144,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14613,7 +17153,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14622,7 +17162,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14631,7 +17171,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14640,7 +17180,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14649,7 +17189,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14658,7 +17198,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14667,7 +17207,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14676,7 +17216,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14685,7 +17225,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14694,7 +17234,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14703,7 +17243,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14712,7 +17252,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14721,7 +17261,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14730,7 +17270,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14739,7 +17279,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14748,7 +17288,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14757,7 +17297,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14766,7 +17306,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14775,7 +17315,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14784,7 +17324,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14793,7 +17333,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14802,7 +17342,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14811,7 +17351,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14820,7 +17360,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14829,7 +17369,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14838,7 +17378,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14847,7 +17387,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14856,7 +17396,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14865,7 +17405,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14874,7 +17414,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14883,7 +17423,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -14892,7 +17432,7 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
-"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
@@ -16748,6 +19288,14 @@ zjy 2
 "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=64,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q1_0,type_V=q4_0,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=128,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q1_0,permute=[0,1,2,3]","support","0","no","SYCL"
 "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=64,nh=4,nr23=[1,1],kv=64,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q1_0,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=96,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q2_0,type_V=q2_0,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=64,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q2_0,type_V=q4_0,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=128,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q2_0,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=64,nh=4,nr23=[1,1],kv=64,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q2_0,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[6,1],kv=4096,nb=512,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=4096,nb=512,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[6,1],kv=16384,nb=512,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=16384,nb=512,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
 "SYCL0","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL"
 "SYCL0","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","1","yes","SYCL"
 "SYCL0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL"
@@ -16790,3 +19338,19654 @@ zjy 2
 "SYCL0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=1,K=4","support","1","yes","SYCL"
 "SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=8,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=3","support","1","yes","SYCL"
 "SYCL0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=16,n_seqs=2,v_repeat=1,permuted=0,kda=0,K=4","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL1","ABS","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","ABS","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","SGN","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","SGN","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","NEG","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","NEG","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","STEP","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","STEP","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","TANH","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","TANH","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","ELU","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","ELU","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","RELU","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","RELU","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","SIGMOID","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","SIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","GELU","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","GELU","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","GELU_QUICK","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","GELU_QUICK","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","SILU","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","SILU","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","HARDSWISH","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","HARDSWISH","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","HARDSIGMOID","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","EXP","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","EXP","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","EXPM1","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","EXPM1","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","FLOOR","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","FLOOR","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","CEIL","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","CEIL","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","ROUND","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","ABS","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","ABS","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","SGN","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","SGN","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","NEG","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","NEG","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","STEP","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","STEP","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","TANH","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","TANH","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","ELU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","ELU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","RELU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","RELU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","SIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","SIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","GELU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","GELU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","GELU_QUICK","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","GELU_QUICK","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","SILU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","SILU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","HARDSWISH","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","HARDSWISH","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","HARDSIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","EXP","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","EXP","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","EXPM1","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","EXPM1","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","FLOOR","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","FLOOR","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","CEIL","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","CEIL","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","ROUND","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","ROUND","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","TRUNC","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","TRUNC","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","ABS","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","ABS","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","SGN","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","SGN","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","NEG","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","NEG","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","STEP","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","STEP","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","TANH","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","TANH","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","ELU","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","ELU","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","RELU","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","RELU","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","SIGMOID","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","SIGMOID","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","GELU","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","GELU","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","GELU_QUICK","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","GELU_QUICK","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","SILU","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","SILU","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","HARDSWISH","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","HARDSWISH","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","HARDSIGMOID","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","EXP","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","EXP","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","EXPM1","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","EXPM1","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","FLOOR","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","FLOOR","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","CEIL","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","CEIL","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","ROUND","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","ROUND","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","TRUNC","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL"
+"SYCL1","TRUNC","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL"
+"SYCL1","ABS","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","ABS","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","SGN","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","SGN","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","NEG","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","NEG","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","STEP","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","STEP","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","TANH","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","TANH","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","ELU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","ELU","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","RELU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","RELU","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","SIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","SIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","GELU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","GELU","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","GELU_QUICK","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","GELU_QUICK","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","SILU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","SILU","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","HARDSWISH","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","HARDSWISH","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","HARDSIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","EXP","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","EXP","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","EXPM1","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","EXPM1","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","FLOOR","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","FLOOR","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","CEIL","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","CEIL","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","ROUND","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","ROUND","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","TRUNC","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL"
+"SYCL1","TRUNC","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL"
+"SYCL1","DSV4_HC_COMB","n_tokens=1,n_iter=1,eps=0.000001","support","1","yes","SYCL"
+"SYCL1","DSV4_HC_COMB","n_tokens=17,n_iter=4,eps=0.000001","support","1","yes","SYCL"
+"SYCL1","DSV4_HC_COMB","n_tokens=257,n_iter=8,eps=0.000001","support","1","yes","SYCL"
+"SYCL1","DSV4_HC_COMB","n_tokens=17,n_iter=20,eps=0.000001","support","1","yes","SYCL"
+"SYCL1","DSV4_HC_PRE","n_embd=1,n_tokens=1","support","1","yes","SYCL"
+"SYCL1","DSV4_HC_PRE","n_embd=31,n_tokens=17","support","1","yes","SYCL"
+"SYCL1","DSV4_HC_PRE","n_embd=128,n_tokens=257","support","1","yes","SYCL"
+"SYCL1","DSV4_HC_PRE","n_embd=4096,n_tokens=21","support","1","yes","SYCL"
+"SYCL1","DSV4_HC_POST","n_embd=1,n_tokens=1","support","1","yes","SYCL"
+"SYCL1","DSV4_HC_POST","n_embd=31,n_tokens=17","support","1","yes","SYCL"
+"SYCL1","DSV4_HC_POST","n_embd=128,n_tokens=257","support","1","yes","SYCL"
+"SYCL1","DSV4_HC_POST","n_embd=4096,n_tokens=21","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f16,ne_a=[128,2,2,2],v=0,split","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f16,ne_a=[5,7,11,13],v=0,split","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f16,ne_a=[128,2,2,2],v=0,split","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f16,ne_a=[5,7,11,13],v=0,split","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f16,ne_a=[128,2,2,2],v=0,split","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f16,ne_a=[5,7,11,13],v=0,split","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=0,split","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=0,split","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=0,split","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=0,split","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,split","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,split","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,split","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,split","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f32,ne_a=[128,2,2,2],v=0,split","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f32,ne_a=[5,7,11,13],v=0,split","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f32,ne_a=[128,2,2,2],v=0,split","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f32,ne_a=[5,7,11,13],v=0,split","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f32,ne_a=[128,2,2,2],v=0,split","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f32,ne_a=[5,7,11,13],v=0,split","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=0,split","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=0,split","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=0,split","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=0,split","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","SYCL"
+"SYCL1","REGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","SYCL"
+"SYCL1","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","SYCL"
+"SYCL1","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","SYCL"
+"SYCL1","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","SYCL"
+"SYCL1","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","SYCL"
+"SYCL1","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=0.500000,limit=2.000000","support","1","yes","SYCL"
+"SYCL1","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=0.500000,limit=7.000000","support","1","yes","SYCL"
+"SYCL1","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=1.702000,limit=2.000000","support","1","yes","SYCL"
+"SYCL1","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=1.702000,limit=7.000000","support","1","yes","SYCL"
+"SYCL1","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=0.500000,limit=2.000000","support","1","yes","SYCL"
+"SYCL1","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=0.500000,limit=7.000000","support","1","yes","SYCL"
+"SYCL1","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=1.702000,limit=2.000000","support","1","yes","SYCL"
+"SYCL1","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=1.702000,limit=7.000000","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=f32,n=76800,m=5,r=4,be1=1,be2=2,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=f32,n=256,m=80000,r=70000,be1=2,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=f32,n=256,m=5,r=4,be1=700,be2=100,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q4_0,n=76800,m=5,r=4,be1=1,be2=2,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q4_0,n=256,m=80000,r=70000,be1=2,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q4_0,n=256,m=5,r=4,be1=700,be2=100,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=f32,n=1,m=8,r=2,be1=1,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=f32,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=f32,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=f32,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=f32,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=f16,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=f16,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=f16,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=f16,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=bf16,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=bf16,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=bf16,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=bf16,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q4_0,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q4_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q4_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q4_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q4_1,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q4_1,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q4_1,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q4_1,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q5_0,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q5_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q5_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q5_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q5_1,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q5_1,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q5_1,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q5_1,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q8_0,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q8_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q8_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q8_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=1,be2=1,v=0","support","0","no","SYCL"
+"SYCL1","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","0","no","SYCL"
+"SYCL1","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","0","no","SYCL"
+"SYCL1","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","0","no","SYCL"
+"SYCL1","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q2_K,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q2_K,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q2_K,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q2_K,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q3_K,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q3_K,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q3_K,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q3_K,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q4_K,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q4_K,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q4_K,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q4_K,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q5_K,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q5_K,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q5_K,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q5_K,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q6_K,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q6_K,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q6_K,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=q6_K,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=iq2_xxs,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=iq2_xxs,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=iq2_xxs,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=iq2_xxs,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","SYCL"
+"SYCL1","GET_ROWS","type=iq2_xs,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","SYCL"
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+"SYCL1","GET_ROWS_BACK","type=f32,n=1,m=8,r=2,b=1,v=0","support","0","no","SYCL"
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+"SYCL1","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
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+"SYCL1","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
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+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq1_m,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
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+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
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+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
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+"SYCL1","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
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+"SYCL1","SET_ROWS","type_src=f32,type_dst=q6_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
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+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
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+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq2_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
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+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq3_xxs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
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+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
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+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq1_m,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=1","support","0","no","SYCL"
+"SYCL1","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=1","support","0","no","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=1,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=1,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=1,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=1,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=2,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=2,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=2,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=2,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=2,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=1,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=1,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=1,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=1,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=2,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=2,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=2,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=2,s1=2,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=1,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=1,s1=2,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=1,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=3,s0=2,s1=2,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=1,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=1,s1=2,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=1,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=1,s0=2,s1=2,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=1,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=1,s1=2,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=1,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=0","support","1","yes","SYCL"
+"SYCL1","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=2","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL1","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=3","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[3000,384,1,1],ne_kernel=[3,384,384,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=0,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=0,p1=0,d0=3,d1=0,is_2D=0","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=3,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=3,p1=0,d0=3,d1=0,is_2D=0","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=0,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=0,p1=0,d0=3,d1=0,is_2D=0","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=3,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=3,p1=0,d0=3,d1=0,is_2D=0","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f16,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=0,d0=3,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=3,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=0,d0=3,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=3,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=3,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=0,d0=3,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=3,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=0,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=0,d0=3,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=3,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=3,p0=3,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=0,d0=3,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=3,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=0,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=0,d0=3,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=3,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=1,p0=3,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=0,d0=3,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=3,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=0,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=0,d0=1,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=0,d0=3,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=0,d0=3,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=3,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=3,d0=1,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=3,d0=3,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=3,s1=3,p0=3,p1=3,d0=3,d1=3,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,1,32],ne_kernel=[3,3,1,32],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,32],ne_kernel=[3,3,2,32],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,1,1024],ne_kernel=[3,3,1,1024],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,1024],ne_kernel=[3,3,2,1024],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,1,2048],ne_kernel=[3,3,1,2048],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,2048],ne_kernel=[3,3,2,2048],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,1,2560],ne_kernel=[3,3,1,2560],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,2560],ne_kernel=[3,3,2,2560],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[5,5,1,32],ne_kernel=[3,4,1,32],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[2,2,1536,729],ne_kernel=[2,2,1536,4096],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[128,128,1,2],ne_kernel=[32,33,1,2],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[128,128,2,1],ne_kernel=[33,34,2,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=1,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=1,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=1,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=0,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=0,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=0,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=1,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=1,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=1,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=1,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","SYCL"
+"SYCL1","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
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+"SYCL1","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
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+"SYCL1","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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+"SYCL1","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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+"SYCL1","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[11,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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+"SYCL1","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[11,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
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+"SYCL1","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
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+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,1,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,3,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[1,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[2,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[1,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[3,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f32,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f32,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f32,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f16,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f16,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f32,stride=1,padding=0,dilation=1,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f32,stride=1,padding=0,dilation=1,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f32,stride=2,padding=1,dilation=1,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f32,stride=2,padding=1,dilation=1,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f16,stride=1,padding=0,dilation=1,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f16,stride=1,padding=0,dilation=1,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f16,stride=2,padding=1,dilation=1,cwhn=0","support","1","yes","SYCL"
+"SYCL1","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f16,stride=2,padding=1,dilation=1,cwhn=1","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1,1,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1,1,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1,1,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1,1,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1,1,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1,1,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[3,1,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[3,1,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[3,1,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[3,1,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1337,1,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1337,1,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1337,1,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1337,1,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1337,1,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1337,1,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1337,1,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1337,1,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1337,1,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1,1,7,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1,1,7,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1,1,7,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1,1,7,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1,1,7,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1,1,7,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1,1,7,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1,1,7,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1,1,7,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[3,1,7,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[3,1,7,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[3,1,7,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[3,1,7,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[3,1,7,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[3,1,7,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[3,1,7,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[3,1,7,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[3,1,7,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1337,1,7,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1337,1,7,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1337,1,7,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1337,1,7,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1337,1,7,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1337,1,7,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1337,1,7,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1337,1,7,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1337,1,7,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,9,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,9,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,9,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1,9,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1,9,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1,9,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1,9,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1,9,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1,9,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[3,9,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[3,9,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[3,9,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,9,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,9,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,9,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[3,9,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[3,9,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[3,9,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1337,9,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1337,9,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1337,9,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1337,9,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1337,9,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[1337,9,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1337,9,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1337,9,1,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,1,1,1],ne_kernel=[1337,9,1,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1,9,7,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1,9,7,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1,9,7,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1,9,7,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1,9,7,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1,9,7,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1,9,7,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1,9,7,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1,9,7,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[3,9,7,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[3,9,7,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[3,9,7,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[3,9,7,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[3,9,7,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[3,9,7,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[3,9,7,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[3,9,7,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[3,9,7,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1337,9,7,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1337,9,7,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[1,7,1,1],ne_kernel=[1337,9,7,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1337,9,7,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1337,9,7,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,7,1,1],ne_kernel=[1337,9,7,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1337,9,7,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1337,9,7,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[13,7,1,1],ne_kernel=[1337,9,7,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[197,32,1,1],ne_kernel=[16,32,32,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[2,3,2,1],s0=3,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[2,3,2,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[2,3,2,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,2,2,1],s0=2,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,2,2,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,1,2,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f32,K=16,OC=32,T_in=197,s0=8,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f32,K=4,OC=3,T_in=7,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f32,K=1,OC=5,T_in=13,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f32,K=6,OC=4,T_in=11,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f32,K=2,OC=3,T_in=9,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f32,K=5,OC=4,T_in=11,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f32,K=8,OC=4,T_in=13,s0=4,p0=2","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f32,K=4,OC=3,T_in=1,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f32,K=16,OC=1,T_in=197,s0=8,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f32,K=1,OC=5,T_in=13,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f32,K=8,OC=2,T_in=3,s0=2,p0=5","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f16,K=16,OC=32,T_in=197,s0=8,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f16,K=4,OC=3,T_in=7,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f16,K=1,OC=5,T_in=13,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f16,K=6,OC=4,T_in=11,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f16,K=2,OC=3,T_in=9,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f16,K=5,OC=4,T_in=11,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f16,K=8,OC=4,T_in=13,s0=4,p0=2","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f16,K=4,OC=3,T_in=1,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f16,K=16,OC=1,T_in=197,s0=8,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f16,K=1,OC=5,T_in=13,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=f16,K=8,OC=2,T_in=3,s0=2,p0=5","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=bf16,K=16,OC=32,T_in=197,s0=8,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=bf16,K=4,OC=3,T_in=7,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=bf16,K=1,OC=5,T_in=13,s0=1,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=bf16,K=6,OC=4,T_in=11,s0=3,p0=1","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=bf16,K=2,OC=3,T_in=9,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=bf16,K=5,OC=4,T_in=11,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=bf16,K=8,OC=4,T_in=13,s0=4,p0=2","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=bf16,K=4,OC=3,T_in=1,s0=2,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=bf16,K=16,OC=1,T_in=197,s0=8,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=bf16,K=1,OC=5,T_in=13,s0=3,p0=0","support","1","yes","SYCL"
+"SYCL1","COL2IM_1D","type=bf16,K=8,OC=2,T_in=3,s0=2,p0=5","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_2D","kernel_type=f16,ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_2D","kernel_type=f16,ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","SYCL"
+"SYCL1","CONV_TRANSPOSE_2D","kernel_type=f16,ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","1","yes","SYCL"
+"SYCL1","COUNT_EQUAL","type=f32,ne=[4,500,1,1]","support","1","yes","SYCL"
+"SYCL1","COUNT_EQUAL","type=f32,ne=[4,5000,1,1]","support","1","yes","SYCL"
+"SYCL1","ARGMAX","type=f32,ne=[32,1,1,1]","support","1","yes","SYCL"
+"SYCL1","ARGMAX","type=f32,ne=[32,513,1,1]","support","1","yes","SYCL"
+"SYCL1","ARGMAX","type=f32,ne=[100,10,1,1]","support","1","yes","SYCL"
+"SYCL1","ARGMAX","type=f32,ne=[1024,10,1,1]","support","1","yes","SYCL"
+"SYCL1","ARGMAX","type=f32,ne=[1024,12,1,1]","support","1","yes","SYCL"
+"SYCL1","ARGMAX","type=f32,ne=[2000,10,1,1]","support","1","yes","SYCL"
+"SYCL1","ARGMAX","type=f32,ne=[5438,3,1,1]","support","1","yes","SYCL"
+"SYCL1","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,1,1]","support","1","yes","SYCL"
+"SYCL1","REPEAT","type=f32,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","SYCL"
+"SYCL1","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,2,1,1]","support","1","yes","SYCL"
+"SYCL1","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,2,1]","support","1","yes","SYCL"
+"SYCL1","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","yes","SYCL"
+"SYCL1","REPEAT","type=f16,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","SYCL"
+"SYCL1","REPEAT","type=i32,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","SYCL"
+"SYCL1","REPEAT","type=i16,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","yes","SYCL"
+"SYCL1","REPEAT","type=bf16,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","SYCL"
+"SYCL1","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,1]","support","1","yes","SYCL"
+"SYCL1","REPEAT","type=f32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","SYCL"
+"SYCL1","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,2,1,1]","support","1","yes","SYCL"
+"SYCL1","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,2,1]","support","1","yes","SYCL"
+"SYCL1","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","yes","SYCL"
+"SYCL1","REPEAT","type=f16,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","SYCL"
+"SYCL1","REPEAT","type=i32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","SYCL"
+"SYCL1","REPEAT","type=i16,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","yes","SYCL"
+"SYCL1","REPEAT","type=bf16,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","SYCL"
+"SYCL1","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,1],v=0","support","1","yes","SYCL"
+"SYCL1","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[2,1,1,1],v=0","support","1","yes","SYCL"
+"SYCL1","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,2,1,1],v=0","support","1","yes","SYCL"
+"SYCL1","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,2,1],v=0","support","1","yes","SYCL"
+"SYCL1","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,2],v=0","support","1","yes","SYCL"
+"SYCL1","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,1],v=1","support","1","yes","SYCL"
+"SYCL1","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[2,1,1,1],v=1","support","1","yes","SYCL"
+"SYCL1","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,2,1,1],v=1","support","1","yes","SYCL"
+"SYCL1","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,2,1],v=1","support","1","yes","SYCL"
+"SYCL1","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,2],v=1","support","1","yes","SYCL"
+"SYCL1","DUP","type=f32,ne=[10,10,20,1]","support","1","yes","SYCL"
+"SYCL1","DUP","type=f16,ne=[10,10,20,1]","support","1","yes","SYCL"
+"SYCL1","DUP","type=i32,ne=[10,10,20,1]","support","1","yes","SYCL"
+"SYCL1","DUP","type=i16,ne=[10,10,20,1]","support","1","yes","SYCL"
+"SYCL1","DUP","type=f32,ne=[10,10,5,1],permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","DUP","type=f16,ne=[10,10,5,1],permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","DUP","type=f32,ne=[10,10,5,1],permute=[1,0,2,3]","support","1","yes","SYCL"
+"SYCL1","DUP","type=f16,ne=[10,10,5,1],permute=[1,0,2,3]","support","1","yes","SYCL"
+"SYCL1","DUP","type=i16,ne=[10,8,3,1],permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","DUP","type=i16,ne=[10,8,3,1],permute=[1,2,0,3]","support","1","yes","SYCL"
+"SYCL1","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2,inplace=1","support","1","yes","SYCL"
+"SYCL1","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3,inplace=0","support","1","yes","SYCL"
+"SYCL1","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3,inplace=1","support","1","yes","SYCL"
+"SYCL1","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1,inplace=0","support","0","no","SYCL"
+"SYCL1","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1,inplace=1","support","0","no","SYCL"
+"SYCL1","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2,inplace=0","support","0","no","SYCL"
+"SYCL1","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2,inplace=1","support","0","no","SYCL"
+"SYCL1","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=0","support","0","no","SYCL"
+"SYCL1","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=1","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=bf16,ne_src=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=bf16,ne_src=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=bf16,ne_src=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=bf16,ne_src=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=bf16,ne_src=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=bf16,ne_src=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=bf16,ne_src=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=bf16,ne_src=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=bf16,ne_src=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_1,type_dst=q4_1,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_1,type_dst=q4_1,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_1,type_dst=q4_1,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_1,type_dst=q4_1,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_1,type_dst=q4_1,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_1,type_dst=q4_1,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_1,type_dst=q4_1,ne_src=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_1,type_dst=q4_1,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_1,type_dst=q4_1,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_0,type_dst=q5_0,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_0,type_dst=q5_0,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_0,type_dst=q5_0,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_0,type_dst=q5_0,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_0,type_dst=q5_0,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_0,type_dst=q5_0,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_0,type_dst=q5_0,ne_src=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_0,type_dst=q5_0,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_0,type_dst=q5_0,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_1,type_dst=q5_1,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_1,type_dst=q5_1,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_1,type_dst=q5_1,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_1,type_dst=q5_1,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_1,type_dst=q5_1,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_1,type_dst=q5_1,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_1,type_dst=q5_1,ne_src=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_1,type_dst=q5_1,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_1,type_dst=q5_1,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q8_0,type_dst=q8_0,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[128,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[128,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[128,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[384,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[384,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[384,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[128,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[128,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[128,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[192,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[192,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[192,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[128,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[128,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[128,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[192,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[192,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=nvfp4,type_dst=nvfp4,ne_src=[192,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_K,type_dst=q2_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q3_K,type_dst=q3_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_K,type_dst=q4_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_K,type_dst=q5_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q6_K,type_dst=q6_K,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_s,type_dst=iq2_s,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_s,type_dst=iq1_s,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_m,type_dst=iq1_m,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne_src=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_s,type_dst=iq3_s,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne_src=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=bf16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=bf16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q4_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q4_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q4_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q4_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q5_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q5_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q5_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q5_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q8_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q8_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q1_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q2_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=mxfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=mxfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=nvfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=nvfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q2_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q3_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q3_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q4_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q4_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q5_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q6_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=iq2_xxs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=iq2_xs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=iq2_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=iq2_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=iq2_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=iq3_xxs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=iq3_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=iq1_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=iq1_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=iq1_m,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=iq1_m,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=iq4_nl,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=iq4_nl,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=iq3_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=iq3_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=iq4_xs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=iq4_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=f16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=f16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=bf16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=bf16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q4_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q4_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q4_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q4_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q5_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q5_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q5_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q5_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q8_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q8_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q1_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q2_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=mxfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=mxfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=nvfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=nvfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q2_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q3_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q3_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q4_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q4_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q5_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q6_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=iq2_xxs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=iq2_xs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=iq2_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=iq2_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=iq2_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=iq3_xxs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=iq3_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=iq1_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=iq1_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=iq1_m,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=iq1_m,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=iq4_nl,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=iq4_nl,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=iq3_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=iq3_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=iq4_xs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=iq4_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=bf16,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=bf16,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q4_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q4_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q4_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q4_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q5_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q5_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q5_1,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q5_1,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q8_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q8_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q1_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q2_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=mxfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=mxfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=nvfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=nvfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q2_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q2_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q3_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q3_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q4_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q4_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q5_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q5_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q6_K,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=q6_K,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=iq2_xxs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=iq2_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=iq2_xs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=iq2_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=iq2_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=iq2_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=iq3_xxs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=iq3_xxs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=iq1_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=iq1_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=iq1_m,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=iq1_m,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=iq4_nl,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=iq4_nl,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=iq3_s,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=iq3_s,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=iq4_xs,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=iq4_xs,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_0,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_1,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_1,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_0,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_1,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q5_1,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q8_0,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q8_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q1_0,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=q1_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=q2_0,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q2_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=mxfp4,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=mxfp4,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=nvfp4,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=nvfp4,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=q2_K,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=q2_K,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=q3_K,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=q3_K,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=q4_K,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=q4_K,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=q5_K,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=q5_K,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=q6_K,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=q6_K,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xxs,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xxs,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xs,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_xs,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_s,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq2_s,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_xxs,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_xxs,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_s,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_s,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_m,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq1_m,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq4_nl,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq4_nl,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_s,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq3_s,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq4_xs,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=iq4_xs,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f32,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f16,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=i32,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=i32,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=i32,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=i32,type_dst=f32,ne_src=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[256,4,3,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=bf16,ne_src=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=bf16,type_dst=bf16,ne_src=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=i32,type_dst=i32,ne_src=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=i32,type_dst=i32,ne_src=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[2,2097121,1,1],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[2,2,524281,1],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[128,2,3,1],ne_dst=[128,2,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0,dst_alloc=[128,4,3,1]","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[128,2,3,1],ne_dst=[128,2,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0,dst_alloc=[128,4,3,1]","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[3,5,7,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[3,5,32,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[3,5,32,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[3,7,5,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[3,7,5,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[3,7,32,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[3,7,32,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[3,32,5,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[3,32,5,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[3,32,7,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[3,32,7,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[5,3,7,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[5,3,7,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[5,3,32,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[5,3,32,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[5,7,3,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[5,7,3,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[5,7,32,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[5,7,32,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[5,32,3,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[5,32,3,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[5,32,7,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[5,32,7,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[7,3,5,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[7,3,5,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[7,3,32,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[7,3,32,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[7,5,3,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[7,5,3,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[7,5,32,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[7,5,32,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[7,32,3,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[7,32,3,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[7,32,5,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[7,32,5,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[32,3,5,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[32,3,5,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,3,5,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[32,3,7,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[32,3,7,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,3,7,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[32,5,3,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[32,5,3,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,5,3,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[32,5,7,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[32,5,7,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,5,7,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[32,7,3,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[32,7,3,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,7,3,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f32,type_dst=f32,ne_src=[32,7,5,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=q4_0,type_dst=q4_0,ne_src=[32,7,5,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[3,5,7,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[3,5,32,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[3,5,32,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[3,7,5,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[3,7,5,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[3,7,32,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[3,7,32,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[3,32,5,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[3,32,5,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[3,32,7,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[3,32,7,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[5,3,7,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[5,3,7,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[5,3,32,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[5,3,32,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[5,7,3,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[5,7,3,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[5,7,32,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[5,7,32,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[5,32,3,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[5,32,3,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[5,32,7,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[5,32,7,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[7,3,5,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[7,3,5,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[7,3,32,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[7,3,32,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[7,5,3,32],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[7,5,3,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[7,5,32,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[7,5,32,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[7,32,3,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[7,32,3,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[7,32,5,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[7,32,5,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[32,3,5,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[32,3,5,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[32,3,7,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[32,3,7,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[32,5,3,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[32,5,3,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[32,5,7,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[32,5,7,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[32,7,3,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[32,7,3,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CPY","type_src=f16,type_dst=f16,ne_src=[32,7,5,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=f32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","SYCL"
+"SYCL1","CONT","type=f32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","SYCL"
+"SYCL1","CONT","type=f32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","SYCL"
+"SYCL1","CONT","type=f32,ne=[1,4,4,1],use_view_slice=1","support","1","yes","SYCL"
+"SYCL1","CONT","type=f32,ne=[1,8,17,1],use_view_slice=1","support","1","yes","SYCL"
+"SYCL1","CONT","type=f32,ne=[10,10,10,1],use_view_slice=1","support","1","yes","SYCL"
+"SYCL1","CONT","type=f32,ne=[2,1,1,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=f32,ne=[2,1,3,5],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=f32,ne=[2,3,5,7],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=f32,ne=[1,4,4,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=f32,ne=[1,8,17,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=f32,ne=[10,10,10,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=i32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","SYCL"
+"SYCL1","CONT","type=i32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","SYCL"
+"SYCL1","CONT","type=i32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","SYCL"
+"SYCL1","CONT","type=i32,ne=[1,4,4,1],use_view_slice=1","support","1","yes","SYCL"
+"SYCL1","CONT","type=i32,ne=[1,8,17,1],use_view_slice=1","support","1","yes","SYCL"
+"SYCL1","CONT","type=i32,ne=[10,10,10,1],use_view_slice=1","support","1","yes","SYCL"
+"SYCL1","CONT","type=i32,ne=[2,1,1,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=i32,ne=[2,1,3,5],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=i32,ne=[2,3,5,7],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=i32,ne=[1,4,4,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=i32,ne=[1,8,17,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=i32,ne=[10,10,10,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=f16,ne=[2,1,1,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=f16,ne=[2,1,3,5],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=f16,ne=[2,3,5,7],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=f16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=f16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=f16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=bf16,ne=[2,1,1,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=bf16,ne=[2,1,3,5],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=bf16,ne=[2,3,5,7],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=bf16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=bf16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","CONT","type=bf16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=1","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","ADD","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SUB","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","MUL","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","DIV","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","SYCL"
+"SYCL1","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=1","support","1","yes","SYCL"
+"SYCL1","SCALE","type=f32,ne=[100,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SILU_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","0","no","SYCL"
+"SYCL1","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000000","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000000,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.000000","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000001,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000001,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000001,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000001,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000001,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.000001","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000100","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000100,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000100,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000100,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000100,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000100,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.000100","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.100000","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.100000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.100000,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.100000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.100000,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.100000,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.100000","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[64,5,4,3],v=0,eps=10.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=10.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[64,5,4,3],v=1,eps=10.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=10.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[64,5,4,3],v=0,eps=10.000000,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=10.000000","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=10.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=10.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=10.000000,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=10.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=10.000000,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=10.000000","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=0,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=1,noncontig_rows=0","support","1","yes","SYCL"
+"SYCL1","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=0,noncontig_rows=1","support","1","yes","SYCL"
+"SYCL1","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=1","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[3,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[6,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[3,1024,4,1],ne_b=[3,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[66,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[66,1024,4,1],ne_b=[3,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[3,1536,1,1],ne_b=[3,1536,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[6,1536,1,1],ne_b=[3,1536,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[3,1536,4,1],ne_b=[3,1536,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[66,1536,1,1],ne_b=[3,1536,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[66,1536,4,1],ne_b=[3,1536,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[3,2048,1,1],ne_b=[3,2048,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[6,2048,1,1],ne_b=[3,2048,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[3,2048,4,1],ne_b=[3,2048,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[66,2048,1,1],ne_b=[3,2048,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[66,2048,4,1],ne_b=[3,2048,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[4,1024,1,1],ne_b=[4,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[8,1024,1,1],ne_b=[4,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[4,1024,4,1],ne_b=[4,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[67,1024,1,1],ne_b=[4,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[67,1024,4,1],ne_b=[4,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[4,1536,1,1],ne_b=[4,1536,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[8,1536,1,1],ne_b=[4,1536,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[4,1536,4,1],ne_b=[4,1536,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[67,1536,1,1],ne_b=[4,1536,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[67,1536,4,1],ne_b=[4,1536,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[4,2048,1,1],ne_b=[4,2048,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[8,2048,1,1],ne_b=[4,2048,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[4,2048,4,1],ne_b=[4,2048,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[67,2048,1,1],ne_b=[4,2048,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[67,2048,4,1],ne_b=[4,2048,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[9,1024,1,1],ne_b=[9,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[18,1024,1,1],ne_b=[9,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[9,1024,4,1],ne_b=[9,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[72,1024,1,1],ne_b=[9,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[72,1024,4,1],ne_b=[9,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[9,1536,1,1],ne_b=[9,1536,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[18,1536,1,1],ne_b=[9,1536,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[9,1536,4,1],ne_b=[9,1536,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[72,1536,1,1],ne_b=[9,1536,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[72,1536,4,1],ne_b=[9,1536,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[9,2048,1,1],ne_b=[9,2048,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[18,2048,1,1],ne_b=[9,2048,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[9,2048,4,1],ne_b=[9,2048,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[72,2048,1,1],ne_b=[9,2048,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_CONV","type=f32,ne_a=[72,2048,4,1],ne_b=[9,2048,1,1]","support","1","yes","SYCL"
+"SYCL1","SSM_SCAN","type=f32,d_state=16,head_dim=1,n_head=1024,n_group=1,n_seq_tokens=32,n_seqs=4,xbc_overlap=0","support","0","no","SYCL"
+"SYCL1","SSM_SCAN","type=f32,d_state=128,head_dim=64,n_head=16,n_group=2,n_seq_tokens=32,n_seqs=4,xbc_overlap=0","support","1","yes","SYCL"
+"SYCL1","SSM_SCAN","type=f32,d_state=256,head_dim=64,n_head=8,n_group=2,n_seq_tokens=32,n_seqs=4,xbc_overlap=0","support","1","yes","SYCL"
+"SYCL1","SSM_SCAN","type=f32,d_state=128,head_dim=128,n_head=4,n_group=4,n_seq_tokens=16,n_seqs=2,xbc_overlap=1","support","1","yes","SYCL"
+"SYCL1","SSM_SCAN","type=f32,d_state=128,head_dim=80,n_head=128,n_group=1,n_seq_tokens=256,n_seqs=1,xbc_overlap=0","support","1","yes","SYCL"
+"SYCL1","SSM_SCAN","type=f32,d_state=128,head_dim=80,n_head=128,n_group=1,n_seq_tokens=512,n_seqs=1,xbc_overlap=0","support","1","yes","SYCL"
+"SYCL1","SSM_SCAN","type=f32,d_state=128,head_dim=64,n_head=80,n_group=8,n_seq_tokens=300,n_seqs=2,xbc_overlap=0","support","1","yes","SYCL"
+"SYCL1","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","1","yes","SYCL"
+"SYCL1","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","1","yes","SYCL"
+"SYCL1","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","1","yes","SYCL"
+"SYCL1","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","1","yes","SYCL"
+"SYCL1","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","1","yes","SYCL"
+"SYCL1","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","1","yes","SYCL"
+"SYCL1","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","1","yes","SYCL"
+"SYCL1","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","1","yes","SYCL"
+"SYCL1","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","1","yes","SYCL"
+"SYCL1","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","1","yes","SYCL"
+"SYCL1","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","1","yes","SYCL"
+"SYCL1","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=64,n=1,k=64,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=256,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=512,n=1,k=512,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=32,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=4,k=128,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=256,n=512,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=32,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=1024,n=1,k=1024,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=2880,n=32,k=2880,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=2880,n=32,k=2880,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=2880,n=32,k=2880,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1,n=1,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1,n=7,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1,n=8,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1,n=9,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1,n=16,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1,n=128,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1,n=512,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=64,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=1,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=64,n=2,k=128,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=83,n=2,k=128,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=64,n=2,k=64,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=83,n=2,k=64,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=64,n=45,k=128,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=45,k=64,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=193,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=67,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=64,n=77,k=77,bs=[12,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=576,n=512,k=576,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=1,n=2048,k=8192,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_1,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_1,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q1_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=mxfp4,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=nvfp4,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q2_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q3_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q4_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q5_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q6_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_xs,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq2_s,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_s,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq1_m,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_nl,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq3_s,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=iq4_xs,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=q8_0,type_b=f32,m=6,n=4096,k=5120,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","SYCL"
+"SYCL1","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[8,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=16,n_used=16,b=0,m=32,n=1024,k=16","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=2,n_used=2,b=0,m=32,n=8192,k=64","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=16,n_used=16,b=0,m=50,n=200,k=64","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=16,n_used=16,b=1,m=32,n=1024,k=16","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=2,n_used=2,b=1,m=32,n=8192,k=64","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=16,n_used=16,b=1,m=50,n=200,k=64","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=1,n_used=1,b=0,m=8,n=16,k=1","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=32,n_used=2,b=0,m=2880,n=32,k=2880","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=32,n_used=2,b=0,m=2880,n=32,k=2880","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=3","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=3","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=bf16,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=3","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q5_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q5_1,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=384","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=192","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=192","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q2_K,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q3_K,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q5_K,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q6_K,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xs,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_s,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq3_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq1_s,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq1_m,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq4_nl,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq3_s,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq4_xs,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
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+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
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+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
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+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
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+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
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+"SYCL1","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
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+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
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+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
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+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q5_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q5_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q5_1,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q5_1,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q2_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q2_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q3_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q3_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q5_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q5_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q6_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=q6_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_xs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_s,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq2_s,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq3_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq3_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq1_s,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq1_s,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq1_m,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq1_m,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq4_nl,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq4_nl,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq3_s,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq3_s,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq4_xs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=iq4_xs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=bf16,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","SYCL"
+"SYCL1","MUL_MAT_ID","type_a=bf16,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
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+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
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+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
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+"SYCL1","OUT_PROD","type_a=f16,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
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+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
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+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
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+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
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+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
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+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
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+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q8_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
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+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
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+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
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+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
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+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
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+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
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+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_1,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=q4_K,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=mxfp4,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[8,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[16,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[32,1],nr=[1,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[8,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[16,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[32,1],trans_b=0","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=1","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=32","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=129","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=4,n_experts_used=1,n_token=1","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=4,n_experts_used=1,n_token=32","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=4,n_experts_used=1,n_token=129","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=2,n_token=1","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=2,n_token=32","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=2,n_token=129","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=4,n_experts_used=2,n_token=1","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=4,n_experts_used=2,n_token=32","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=4,n_experts_used=2,n_token=129","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=4,n_token=1","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=4,n_token=32","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=4,n_token=129","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=4,n_experts_used=4,n_token=1","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=4,n_experts_used=4,n_token=32","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=4,n_experts_used=4,n_token=129","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=8,n_experts_used=1,n_token=1","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=8,n_experts_used=1,n_token=32","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=8,n_experts_used=1,n_token=129","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=1,n_token=1","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=1,n_token=32","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=1,n_token=129","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=8,n_experts_used=2,n_token=1","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=8,n_experts_used=2,n_token=32","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=8,n_experts_used=2,n_token=129","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=2,n_token=1","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=2,n_token=32","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=2,n_token=129","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=8,n_experts_used=4,n_token=1","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=8,n_experts_used=4,n_token=32","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=8,n_experts_used=4,n_token=129","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=1","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=32","support","1","yes","SYCL"
+"SYCL1","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=129","support","1","yes","SYCL"
+"SYCL1","SQR","type=f16,ne=[10,5,4,3]","support","1","yes","SYCL"
+"SYCL1","SQRT","type=f16,ne=[10,3,3,2]","support","1","yes","SYCL"
+"SYCL1","LOG","type=f16,ne=[10,5,4,3]","support","1","yes","SYCL"
+"SYCL1","SIN","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL"
+"SYCL1","COS","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL"
+"SYCL1","CLAMP","type=f16,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","1","yes","SYCL"
+"SYCL1","LEAKY_RELU","type=f16,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","SYCL"
+"SYCL1","FLOOR","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL"
+"SYCL1","CEIL","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL"
+"SYCL1","ROUND","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL"
+"SYCL1","TRUNC","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL"
+"SYCL1","SQR","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL1","SQR","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SQRT","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL1","SQRT","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","LOG","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL1","LOG","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SIN","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL1","SIN","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","COS","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL1","COS","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","SYCL"
+"SYCL1","CLAMP","type=f16,ne=[1024,1024,1,1],min=-0.500000,max=0.500000","support","1","yes","SYCL"
+"SYCL1","LEAKY_RELU","type=f16,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","SYCL"
+"SYCL1","LEAKY_RELU","type=f16,ne_a=[1024,1024,1,1],negative_slope=0.100000","support","1","yes","SYCL"
+"SYCL1","FLOOR","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL1","FLOOR","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","CEIL","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL1","CEIL","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","ROUND","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL1","ROUND","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","TRUNC","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL1","TRUNC","type=f16,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SQR","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL"
+"SYCL1","SQRT","type=f32,ne=[10,3,3,2]","support","1","yes","SYCL"
+"SYCL1","LOG","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL"
+"SYCL1","SIN","type=f32,ne=[10,2,2,2]","support","1","yes","SYCL"
+"SYCL1","COS","type=f32,ne=[10,2,2,2]","support","1","yes","SYCL"
+"SYCL1","CLAMP","type=f32,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","1","yes","SYCL"
+"SYCL1","LEAKY_RELU","type=f32,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","SYCL"
+"SYCL1","FLOOR","type=f32,ne=[10,2,2,2]","support","1","yes","SYCL"
+"SYCL1","CEIL","type=f32,ne=[10,2,2,2]","support","1","yes","SYCL"
+"SYCL1","ROUND","type=f32,ne=[10,2,2,2]","support","1","yes","SYCL"
+"SYCL1","TRUNC","type=f32,ne=[10,2,2,2]","support","1","yes","SYCL"
+"SYCL1","SQR","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL1","SQR","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SQRT","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL1","SQRT","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","LOG","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL1","LOG","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SIN","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL1","SIN","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","COS","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL1","COS","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","CLAMP","type=f32,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","SYCL"
+"SYCL1","CLAMP","type=f32,ne=[1024,1024,1,1],min=-0.500000,max=0.500000","support","1","yes","SYCL"
+"SYCL1","LEAKY_RELU","type=f32,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","SYCL"
+"SYCL1","LEAKY_RELU","type=f32,ne_a=[1024,1024,1,1],negative_slope=0.100000","support","1","yes","SYCL"
+"SYCL1","FLOOR","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL1","FLOOR","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","CEIL","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL1","CEIL","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","ROUND","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL1","ROUND","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","TRUNC","type=f32,ne=[7,1,5,3]","support","1","yes","SYCL"
+"SYCL1","TRUNC","type=f32,ne=[1024,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","DIAG_MASK_INF","type=f32,ne=[10,10,1,1],n_past=5","support","1","yes","SYCL"
+"SYCL1","DIAG_MASK_INF","type=f32,ne=[10,10,3,1],n_past=5","support","1","yes","SYCL"
+"SYCL1","DIAG_MASK_INF","type=f32,ne=[10,10,3,2],n_past=5","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=1","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=0,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=1","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=1","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=0,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=1","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,sinks=0,m_prec=f32,nr23=[3,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f32,nr23=[2,3],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,sinks=0,m_prec=f16,nr23=[3,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f16,nr23=[2,3],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,sinks=0,m_prec=f32,nr23=[3,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f32,nr23=[2,3],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,sinks=0,m_prec=f16,nr23=[3,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f16,nr23=[2,3],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,sinks=0,m_prec=f32,nr23=[3,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f32,nr23=[2,3],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,sinks=0,m_prec=f16,nr23=[3,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f16,nr23=[2,3],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,sinks=0,m_prec=f32,nr23=[3,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f32,nr23=[2,3],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,sinks=0,m_prec=f16,nr23=[3,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=0,m_prec=f16,nr23=[2,3],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=1,sinks=0,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=1","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=1","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,sinks=1,m_prec=f32,nr23=[3,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=1,m_prec=f32,nr23=[2,3],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,sinks=1,m_prec=f16,nr23=[3,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=1,m_prec=f16,nr23=[2,3],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,sinks=1,m_prec=f32,nr23=[3,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=1,m_prec=f32,nr23=[2,3],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,sinks=1,m_prec=f16,nr23=[3,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=1,m_prec=f16,nr23=[2,3],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,sinks=1,m_prec=f32,nr23=[3,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=1,m_prec=f32,nr23=[2,3],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
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+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,sinks=1,m_prec=f16,nr23=[3,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=1,m_prec=f16,nr23=[2,3],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
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+"SYCL1","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
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+"SYCL1","SOFT_MAX","type=f32,ne=[16,16,1,3],mask=1,sinks=1,m_prec=f16,nr23=[3,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[15,15,1,1],mask=1,sinks=1,m_prec=f16,nr23=[2,3],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
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+"SYCL1","SOFT_MAX","type=f32,ne=[15,1023,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,1024,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
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+"SYCL1","SOFT_MAX","type=f32,ne=[1024,16,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
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+"SYCL1","SOFT_MAX","type=f32,ne=[1023,15,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1024,1024,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[1023,1023,1,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=1","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=1","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[16,2,32,1],mask=0,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[32,2,32,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[32,2,32,1],mask=1,sinks=0,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[32,2,32,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[32,2,32,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[200001,2,3,1],mask=1,sinks=1,m_prec=f32,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[200001,2,3,1],mask=1,sinks=1,m_prec=f16,nr23=[1,1],scale=0.100000,max_bias=8.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[200000,1,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[200000,4,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX","type=f32,ne=[643251,3,1,1],mask=0,sinks=0,m_prec=f32,nr23=[1,1],scale=1.000000,max_bias=0.000000,inplace=0","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[16,16,1,1],scale=1.000000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[15,15,1,1],scale=1.000000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[16,16,2,3],scale=1.000000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[16,1024,1,1],scale=1.000000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[15,1023,1,1],scale=1.000000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[16,1024,2,3],scale=1.000000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1024,16,1,1],scale=1.000000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1023,15,1,1],scale=1.000000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1024,16,2,3],scale=1.000000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1024,1024,1,1],scale=1.000000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1023,1023,1,1],scale=1.000000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1024,1024,2,3],scale=1.000000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[16,16,1,1],scale=0.100000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[15,15,1,1],scale=0.100000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[16,16,2,3],scale=0.100000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[16,1024,1,1],scale=0.100000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[15,1023,1,1],scale=0.100000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[16,1024,2,3],scale=0.100000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1024,16,1,1],scale=0.100000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1023,15,1,1],scale=0.100000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1024,16,2,3],scale=0.100000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1024,1024,1,1],scale=0.100000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1023,1023,1,1],scale=0.100000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1024,1024,2,3],scale=0.100000,max_bias=0.000000","support","1","yes","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[16,16,1,1],scale=1.000000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[15,15,1,1],scale=1.000000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[16,16,2,3],scale=1.000000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[16,1024,1,1],scale=1.000000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[15,1023,1,1],scale=1.000000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[16,1024,2,3],scale=1.000000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1024,16,1,1],scale=1.000000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1023,15,1,1],scale=1.000000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1024,16,2,3],scale=1.000000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1024,1024,1,1],scale=1.000000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1023,1023,1,1],scale=1.000000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1024,1024,2,3],scale=1.000000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[16,16,1,1],scale=0.100000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[15,15,1,1],scale=0.100000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[16,16,2,3],scale=0.100000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[16,1024,1,1],scale=0.100000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[15,1023,1,1],scale=0.100000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[16,1024,2,3],scale=0.100000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1024,16,1,1],scale=0.100000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1023,15,1,1],scale=0.100000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1024,16,2,3],scale=0.100000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1024,1024,1,1],scale=0.100000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1023,1023,1,1],scale=0.100000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","SOFT_MAX_BACK","type=f32,ne=[1024,1024,2,3],scale=0.100000,max_bias=8.000000","support","0","no","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","SYCL"
+"SYCL1","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[3,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[4,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[8,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[15,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[16,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[31,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[32,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[63,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[64,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[127,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[128,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[255,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[256,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[511,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[512,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[1023,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[1024,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[2047,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[2048,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[4095,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[4096,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[8191,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[8192,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[16383,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[16384,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[32767,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[32768,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[65535,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[65536,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[131071,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[131072,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[262143,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[262144,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[524287,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[524288,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[1048575,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[1048576,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[16,10,10,10],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[60,10,10,10],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[1023,2,1,3],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[1024,2,1,3],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[1025,2,1,3],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[1025,256,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[2047,2,1,3],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[2048,2,1,3],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[2049,2,1,3],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[2,8,8192,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[2048,512,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[3,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[4,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[8,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[15,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[16,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[31,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[32,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[63,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[64,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[127,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[128,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[255,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[256,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[511,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[512,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[1023,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[1024,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[2047,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[2048,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[4095,1,1,1],order=0","support","1","yes","SYCL"
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+"SYCL1","ARGSORT","type=f32,ne=[8191,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[8192,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[16383,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[16384,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[32767,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[32768,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[65535,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[65536,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[131071,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[131072,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[262143,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[262144,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[524287,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[524288,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[1048575,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[1048576,1,1,1],order=0","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[16,10,10,10],order=1","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[60,10,10,10],order=1","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[1023,2,1,3],order=1","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[1024,2,1,3],order=1","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[1025,2,1,3],order=1","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[1025,256,1,1],order=1","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[2047,2,1,3],order=1","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[2048,2,1,3],order=1","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[2049,2,1,3],order=1","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[2,8,8192,1],order=1","support","1","yes","SYCL"
+"SYCL1","ARGSORT","type=f32,ne=[2048,512,1,1],order=1","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[12,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[13,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[13,1,2,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[15,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[15,1,2,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4,1,1,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[15,1,2,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[19,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[19,1,2,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8,1,1,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[19,1,2,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8,1,1,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[19,1,2,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[27,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[27,1,2,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16,1,1,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[27,1,2,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16,1,1,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[27,1,2,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16,1,1,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[27,1,2,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[43,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[43,1,2,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32,1,1,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[43,1,2,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32,1,1,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[43,1,2,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32,1,1,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[43,1,2,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[64,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[75,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[64,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[75,1,2,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[64,1,1,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[75,1,2,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[64,1,1,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[75,1,2,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[64,1,1,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[75,1,2,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[128,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[139,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[128,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[139,1,2,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[128,1,1,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[139,1,2,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[128,1,1,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[139,1,2,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[128,1,1,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[139,1,2,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[128,1,1,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[139,1,2,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[256,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[267,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[256,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[267,1,2,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[256,1,1,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[267,1,2,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[256,1,1,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[267,1,2,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[256,1,1,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[267,1,2,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[256,1,1,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[267,1,2,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[512,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[523,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[512,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[523,1,2,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[512,1,1,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[523,1,2,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[512,1,1,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[523,1,2,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[512,1,1,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[523,1,2,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[512,1,1,1],k=100,ties=0","support","0","no","SYCL"
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+"SYCL1","TOP_K","type=f32,ne=[523,1,2,1],k=500,ties=0","support","0","no","SYCL"
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+"SYCL1","TOP_K","type=f32,ne=[1024,1,1,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1035,1,2,1],k=7,ties=0","support","1","yes","SYCL"
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+"SYCL1","TOP_K","type=f32,ne=[1024,1,1,1],k=100,ties=0","support","0","no","SYCL"
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+"SYCL1","TOP_K","type=f32,ne=[1035,1,2,1],k=500,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1024,1,1,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1035,1,2,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2048,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2059,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2048,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2059,1,2,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2048,1,1,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2059,1,2,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2048,1,1,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2059,1,2,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2048,1,1,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2059,1,2,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2048,1,1,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2059,1,2,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2048,1,1,1],k=500,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2059,1,2,1],k=500,ties=0","support","0","no","SYCL"
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+"SYCL1","TOP_K","type=f32,ne=[2059,1,2,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4096,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4107,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4096,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4107,1,2,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4096,1,1,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4107,1,2,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4096,1,1,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4107,1,2,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4096,1,1,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4107,1,2,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4096,1,1,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4107,1,2,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4096,1,1,1],k=500,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4107,1,2,1],k=500,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4096,1,1,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[4107,1,2,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8192,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8203,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8192,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8203,1,2,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8192,1,1,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8203,1,2,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8192,1,1,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8203,1,2,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8192,1,1,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8203,1,2,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8192,1,1,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8203,1,2,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8192,1,1,1],k=500,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8203,1,2,1],k=500,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8192,1,1,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[8203,1,2,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16384,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16395,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16384,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16395,1,2,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16384,1,1,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16395,1,2,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16384,1,1,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16395,1,2,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16384,1,1,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16395,1,2,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16384,1,1,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16395,1,2,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16384,1,1,1],k=500,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16395,1,2,1],k=500,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16384,1,1,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16395,1,2,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16384,1,1,1],k=9999,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16395,1,2,1],k=9999,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32768,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32779,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32768,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32779,1,2,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32768,1,1,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32779,1,2,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32768,1,1,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32779,1,2,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32768,1,1,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32779,1,2,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32768,1,1,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32779,1,2,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32768,1,1,1],k=500,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32779,1,2,1],k=500,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32768,1,1,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32779,1,2,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32768,1,1,1],k=9999,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[32779,1,2,1],k=9999,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[65536,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[65547,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[65536,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[65547,1,2,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[65536,1,1,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[65547,1,2,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[65536,1,1,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[65547,1,2,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[65536,1,1,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[65547,1,2,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[65536,1,1,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[65547,1,2,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[65536,1,1,1],k=500,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[65547,1,2,1],k=500,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[65536,1,1,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[65547,1,2,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[65536,1,1,1],k=9999,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[65547,1,2,1],k=9999,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[131072,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[131083,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[131072,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[131083,1,2,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[131072,1,1,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[131083,1,2,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[131072,1,1,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[131083,1,2,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[131072,1,1,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[131083,1,2,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[131072,1,1,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[131083,1,2,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[131072,1,1,1],k=500,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[131083,1,2,1],k=500,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[131072,1,1,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[131083,1,2,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[131072,1,1,1],k=9999,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[131083,1,2,1],k=9999,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[262144,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[262155,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[262144,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[262155,1,2,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[262144,1,1,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[262155,1,2,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[262144,1,1,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[262155,1,2,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[262144,1,1,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[262155,1,2,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[262144,1,1,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[262155,1,2,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[262144,1,1,1],k=500,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[262155,1,2,1],k=500,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[262144,1,1,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[262155,1,2,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[262144,1,1,1],k=9999,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[262155,1,2,1],k=9999,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[524288,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[524299,1,2,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[524288,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[524299,1,2,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[524288,1,1,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[524299,1,2,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[524288,1,1,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[524299,1,2,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[524288,1,1,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[524299,1,2,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[524288,1,1,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[524299,1,2,1],k=100,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[524288,1,1,1],k=500,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[524299,1,2,1],k=500,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[524288,1,1,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[524299,1,2,1],k=1023,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[524288,1,1,1],k=9999,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[524299,1,2,1],k=9999,ties=0","support","0","no","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16,10,10,10],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[60,10,10,10],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1023,2,1,3],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1024,2,1,3],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1025,2,1,3],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16384,1,1,1],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2047,2,1,3],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2048,2,1,3],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2049,2,1,3],k=1,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16,10,10,10],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[60,10,10,10],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1023,2,1,3],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1024,2,1,3],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1025,2,1,3],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16384,1,1,1],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2047,2,1,3],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2048,2,1,3],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2049,2,1,3],k=2,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16,10,10,10],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[60,10,10,10],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1023,2,1,3],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1024,2,1,3],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1025,2,1,3],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16384,1,1,1],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2047,2,1,3],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2048,2,1,3],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2049,2,1,3],k=3,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16,10,10,10],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[60,10,10,10],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1023,2,1,3],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1024,2,1,3],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1025,2,1,3],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16384,1,1,1],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2047,2,1,3],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2048,2,1,3],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2049,2,1,3],k=7,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16,10,10,10],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[60,10,10,10],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1023,2,1,3],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1024,2,1,3],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[1025,2,1,3],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[16384,1,1,1],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2047,2,1,3],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2048,2,1,3],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","TOP_K","type=f32,ne=[2049,2,1,3],k=15,ties=0","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=0","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=1","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=nearest","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=nearest","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear,transpose=0","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear,transpose=1","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=0","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=1","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bicubic","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear|antialias,transpose=0","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear|antialias,transpose=1","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear|antialias","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear|antialias","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear|align_corners","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bilinear|align_corners","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bilinear|align_corners","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic|align_corners","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bicubic|align_corners","support","1","yes","SYCL"
+"SYCL1","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bicubic|align_corners","support","1","yes","SYCL"
+"SYCL1","SUM","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL"
+"SYCL1","SUM","type=f32,ne=[11,5,6,3],permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","SUM","type=f32,ne=[11,5,6,3],permute=[0,3,2,1]","support","0","no","SYCL"
+"SYCL1","SUM","type=f32,ne=[11,5,6,3],permute=[0,1,3,2]","support","0","no","SYCL"
+"SYCL1","MEAN","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL"
+"SYCL1","MEAN","type=f32,ne=[33,1,1,1]","support","1","yes","SYCL"
+"SYCL1","MEAN","type=f32,ne=[33,256,1,1]","support","1","yes","SYCL"
+"SYCL1","MEAN","type=f32,ne=[32769,1,1,1]","support","1","yes","SYCL"
+"SYCL1","MEAN","type=f32,ne=[32,1,1,1]","support","1","yes","SYCL"
+"SYCL1","MEAN","type=f32,ne=[32,256,1,1]","support","1","yes","SYCL"
+"SYCL1","MEAN","type=f32,ne=[32768,1,1,1]","support","1","yes","SYCL"
+"SYCL1","SUM","type=f32,ne=[33,1,1,1]","support","1","yes","SYCL"
+"SYCL1","SUM","type=f32,ne=[33,1024,1,1]","support","1","yes","SYCL"
+"SYCL1","SUM","type=f32,ne=[33,256,1,1]","support","1","yes","SYCL"
+"SYCL1","SUM","type=f32,ne=[33,256,1,1],permute=[1,0,2,3]","support","0","no","SYCL"
+"SYCL1","SUM_ROWS","type=f32,ne=[10,5,4,3],permute=0,slice=0","support","1","yes","SYCL"
+"SYCL1","SUM_ROWS","type=f32,ne=[11,5,6,3],permute=1,slice=0","support","0","no","SYCL"
+"SYCL1","SUM_ROWS","type=f32,ne=[11,5,6,3],permute=0,slice=1","support","0","no","SYCL"
+"SYCL1","SUM_ROWS","type=f32,ne=[11,5,6,3],permute=1,slice=1","support","0","no","SYCL"
+"SYCL1","SUM_ROWS","type=f32,ne=[16,5,6,3],permute=1,slice=0","support","0","no","SYCL"
+"SYCL1","SUM_ROWS","type=f32,ne=[16,5,6,3],permute=0,slice=1","support","0","no","SYCL"
+"SYCL1","SUM_ROWS","type=f32,ne=[16,5,6,3],permute=1,slice=1","support","0","no","SYCL"
+"SYCL1","SUM_ROWS","type=f32,ne=[33,1,1,1],permute=0,slice=0","support","1","yes","SYCL"
+"SYCL1","SUM_ROWS","type=f32,ne=[33,1024,1,1],permute=0,slice=0","support","1","yes","SYCL"
+"SYCL1","SUM_ROWS","type=f32,ne=[33,256,1,1],permute=0,slice=0","support","1","yes","SYCL"
+"SYCL1","GROUP_NORM","type=f32,ne=[64,64,320,1],num_groups=32,eps=0.000001","support","1","yes","SYCL"
+"SYCL1","GROUP_NORM","type=f32,ne=[9,9,1280,1],num_groups=32,eps=0.000001","support","1","yes","SYCL"
+"SYCL1","ACC","type=f32,ne_a=[256,17,1,1],ne_b=[256,16,1,1],stride_dim=-1","support","1","yes","SYCL"
+"SYCL1","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[256,16,2,3],stride_dim=-1","support","1","yes","SYCL"
+"SYCL1","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[128,16,2,3],stride_dim=-1","support","1","yes","SYCL"
+"SYCL1","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[256,16,2,3],stride_dim=1","support","1","yes","SYCL"
+"SYCL1","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[128,16,2,3],stride_dim=2","support","1","yes","SYCL"
+"SYCL1","ACC","type=f32,ne_a=[256,17,2,3],ne_b=[64,16,2,3],stride_dim=3","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[33,17,2,1],pad_0=4,pad_1=3,circular=1","support","0","no","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,tfrm=0,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[1024,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[1024,2,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[1024,16,1,1],pad_0=0,pad_1=1,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[1023,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[1023,8,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[1025,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[1025,8,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[2048,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[2048,4,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[2049,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[100,1,1,1],pad_0=100,pad_1=0,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[100,1,1,1],pad_0=0,pad_1=100,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[100,100,1,1],pad_0=50,pad_1=50,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD_REFLECT_1D","type=f32,ne_a=[512,34,2,1],pad_0=10,pad_1=9","support","1","yes","SYCL"
+"SYCL1","PAD_REFLECT_1D","type=f32,ne_a=[3000,384,4,1],pad_0=10,pad_1=9","support","1","yes","SYCL"
+"SYCL1","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1","support","1","yes","SYCL"
+"SYCL1","ARANGE","type=f32,start=0.000000,stop=10.000000,step=1.000000","support","1","yes","SYCL"
+"SYCL1","ARANGE","type=f32,start=0.000000,stop=1048576.000000,step=1.000000","support","1","yes","SYCL"
+"SYCL1","TIMESTEP_EMBEDDING","type=f32,ne_a=[2,1,1,1],dim=320,max_period=10000","support","1","yes","SYCL"
+"SYCL1","LEAKY_RELU","type=f32,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","SYCL"
+"SYCL1","CUMSUM","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL"
+"SYCL1","CUMSUM","type=f32,ne=[127,5,4,3]","support","1","yes","SYCL"
+"SYCL1","CUMSUM","type=f32,ne=[128,5,4,3]","support","1","yes","SYCL"
+"SYCL1","CUMSUM","type=f32,ne=[128,128,4,4]","support","1","yes","SYCL"
+"SYCL1","CUMSUM","type=f32,ne=[255,5,4,3]","support","1","yes","SYCL"
+"SYCL1","CUMSUM","type=f32,ne=[256,5,4,3]","support","1","yes","SYCL"
+"SYCL1","CUMSUM","type=f32,ne=[511,5,4,3]","support","1","yes","SYCL"
+"SYCL1","CUMSUM","type=f32,ne=[512,5,4,3]","support","1","yes","SYCL"
+"SYCL1","CUMSUM","type=f32,ne=[1023,5,4,3]","support","1","yes","SYCL"
+"SYCL1","CUMSUM","type=f32,ne=[1024,5,4,3]","support","1","yes","SYCL"
+"SYCL1","CUMSUM","type=f32,ne=[2047,5,4,3]","support","1","yes","SYCL"
+"SYCL1","CUMSUM","type=f32,ne=[2048,5,4,3]","support","1","yes","SYCL"
+"SYCL1","CUMSUM","type=f32,ne=[242004,1,1,1]","support","1","yes","SYCL"
+"SYCL1","CUMSUM","type=f32,ne=[375960,1,1,1]","support","1","yes","SYCL"
+"SYCL1","CUMSUM","type=f32,ne=[20481,4,1,1]","support","1","yes","SYCL"
+"SYCL1","XIELU","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL"
+"SYCL1","XIELU","type=f16,ne=[10,5,4,3]","support","1","yes","SYCL"
+"SYCL1","XIELU","type=f32,ne=[512,16,1,1]","support","1","yes","SYCL"
+"SYCL1","XIELU","type=f16,ne=[512,16,1,1]","support","1","yes","SYCL"
+"SYCL1","TRI","type=f32,ne=[10,10,4,3],tri_type=3","support","1","yes","SYCL"
+"SYCL1","TRI","type=f32,ne=[10,10,4,3],tri_type=2","support","1","yes","SYCL"
+"SYCL1","TRI","type=f32,ne=[10,10,4,3],tri_type=1","support","1","yes","SYCL"
+"SYCL1","TRI","type=f32,ne=[10,10,4,3],tri_type=0","support","1","yes","SYCL"
+"SYCL1","FILL","type=f32,ne=[10,10,4,3],c=0.000000","support","1","yes","SYCL"
+"SYCL1","FILL","type=f32,ne=[303,207,11,3],c=2.000000","support","1","yes","SYCL"
+"SYCL1","FILL","type=f32,ne=[800,600,4,4],c=-152.000000","support","1","yes","SYCL"
+"SYCL1","FILL","type=f32,ne=[2048,512,2,2],c=3.500000","support","1","yes","SYCL"
+"SYCL1","DIAG","type=f32,ne=[10,1,4,3]","support","1","yes","SYCL"
+"SYCL1","DIAG","type=f32,ne=[79,1,19,13]","support","1","yes","SYCL"
+"SYCL1","DIAG","type=f32,ne=[256,1,8,16]","support","1","yes","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[10,10,4,3],ne_rhs=[3,10,4,3]","support","1","yes","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[11,11,1,1],ne_rhs=[5,11,1,1]","support","1","yes","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[17,17,2,4],ne_rhs=[9,17,2,4]","support","1","yes","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[30,30,7,1],ne_rhs=[8,30,7,1]","support","1","yes","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[42,42,5,2],ne_rhs=[10,42,5,2]","support","1","yes","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[64,64,2,2],ne_rhs=[10,64,2,2]","support","1","yes","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[64,64,2,2],ne_rhs=[64,64,2,2]","support","1","yes","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[79,79,5,3],ne_rhs=[417,79,5,3]","support","0","no","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[128,128,4,2],ne_rhs=[32,128,4,2]","support","0","no","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[80,80,2,8],ne_rhs=[80,80,2,8]","support","0","no","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[80,80,2,8],ne_rhs=[79,80,2,8]","support","0","no","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[80,80,2,8],ne_rhs=[81,80,2,8]","support","0","no","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[80,80,8,8],ne_rhs=[80,80,8,8]","support","0","no","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[80,80,8,8],ne_rhs=[79,80,8,8]","support","0","no","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[80,80,8,8],ne_rhs=[81,80,8,8]","support","0","no","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[84,84,4,4],ne_rhs=[32,84,4,4]","support","0","no","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[95,95,8,8],ne_rhs=[40,95,8,8]","support","0","no","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[100,100,4,4],ne_rhs=[41,100,4,4]","support","0","no","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[128,128,4,4],ne_rhs=[31,128,4,4]","support","0","no","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[128,128,4,4],ne_rhs=[32,128,4,4]","support","0","no","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[128,128,3,4],ne_rhs=[32,128,3,4]","support","0","no","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[128,128,4,1],ne_rhs=[32,128,4,1]","support","0","no","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[64,64,4,4],ne_rhs=[200,64,4,4]","support","0","no","SYCL"
+"SYCL1","SOLVE_TRI","type=f32,ne_lhs=[64,64,4,4],ne_rhs=[384,64,4,4]","support","0","no","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,tfrm=0,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,tfrm=0,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,tfrm=0,circular=1","support","0","no","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,tfrm=0,circular=1","support","0","no","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,tfrm=1,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,tfrm=1,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,tfrm=1,circular=1","support","0","no","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,tfrm=1,circular=1","support","0","no","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,tfrm=2,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,tfrm=2,circular=0","support","1","yes","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,tfrm=2,circular=1","support","0","no","SYCL"
+"SYCL1","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,tfrm=2,circular=1","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,2,1,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_1,type_V=q5_1,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[12,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[8,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[16,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[8,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[16,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=512,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","1","yes","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,2,1,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=1,nr23=[20,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
+"SYCL1","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","0","no","SYCL"
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+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=iq4_nl","support","1","yes","SYCL"
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+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=iq4_nl","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=1,nb=32,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=7,nb=32,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=8,nb=32,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=63,nb=32,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=64,nb=32,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=f32","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=f16","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=bf16","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=q8_0","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=q5_1","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=q5_0","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=q4_1","support","1","yes","SYCL"
+"SYCL1","LIGHTNING_INDEXER","hsk=128,nh=64,kv=65,nb=32,ns=4,nm=1,type_K=q4_0","support","1","yes","SYCL"
diff --git a/docs/ops/Vulkan.csv b/docs/ops/Vulkan.csv
index 3aa7976a2..59e67e1b2 100644
--- a/docs/ops/Vulkan.csv
+++ b/docs/ops/Vulkan.csv
@@ -167,6 +167,16 @@
 "Vulkan0","ROUND","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
 "Vulkan0","TRUNC","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan"
 "Vulkan0","TRUNC","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan"
+"Vulkan0","DSV4_HC_COMB","n_tokens=1,n_iter=1,eps=0.000001","support","0","no","Vulkan"
+"Vulkan0","DSV4_HC_COMB","n_tokens=17,n_iter=4,eps=0.000001","support","0","no","Vulkan"
+"Vulkan0","DSV4_HC_COMB","n_tokens=257,n_iter=8,eps=0.000001","support","0","no","Vulkan"
+"Vulkan0","DSV4_HC_PRE","n_embd=1,n_tokens=1","support","0","no","Vulkan"
+"Vulkan0","DSV4_HC_PRE","n_embd=31,n_tokens=17","support","0","no","Vulkan"
+"Vulkan0","DSV4_HC_PRE","n_embd=128,n_tokens=257","support","0","no","Vulkan"
+"Vulkan0","DSV4_HC_PRE","n_embd=4096,n_tokens=21","support","0","no","Vulkan"
+"Vulkan0","DSV4_HC_POST","n_embd=1,n_tokens=1","support","0","no","Vulkan"
+"Vulkan0","DSV4_HC_POST","n_embd=31,n_tokens=17","support","0","no","Vulkan"
+"Vulkan0","DSV4_HC_POST","n_embd=128,n_tokens=257","support","0","no","Vulkan"
 "Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","Vulkan"
 "Vulkan0","REGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","Vulkan"
 "Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","Vulkan"
@@ -338,6 +348,10 @@
 "Vulkan0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Vulkan"
 "Vulkan0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Vulkan"
 "Vulkan0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS","type=q2_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Vulkan"
 "Vulkan0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Vulkan"
 "Vulkan0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Vulkan"
 "Vulkan0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Vulkan"
@@ -406,9 +420,10 @@
 "Vulkan0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Vulkan"
 "Vulkan0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Vulkan"
 "Vulkan0","GET_ROWS","type=i32,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","GET_ROWS_BACK","type=f32,n=1,m=8,r=2,b=1,v=0","support","0","no","Vulkan"
-"Vulkan0","GET_ROWS_BACK","type=f32,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
-"Vulkan0","GET_ROWS_BACK","type=f32,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
+"Vulkan0","GET_ROWS_BACK","type=f32,n=1,m=8,r=2,b=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS_BACK","type=f32,n=1,m=70000,r=4,b=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS_BACK","type=f32,n=256,m=5,r=4,b=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","GET_ROWS_BACK","type=f32,n=256,m=5,r=4,b=1,v=1","support","1","yes","Vulkan"
 "Vulkan0","GET_ROWS_BACK","type=f16,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
 "Vulkan0","GET_ROWS_BACK","type=f16,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
 "Vulkan0","GET_ROWS_BACK","type=bf16,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
@@ -425,6 +440,8 @@
 "Vulkan0","GET_ROWS_BACK","type=q8_0,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
 "Vulkan0","GET_ROWS_BACK","type=q1_0,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
 "Vulkan0","GET_ROWS_BACK","type=q1_0,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
+"Vulkan0","GET_ROWS_BACK","type=q2_0,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
+"Vulkan0","GET_ROWS_BACK","type=q2_0,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
 "Vulkan0","GET_ROWS_BACK","type=mxfp4,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
 "Vulkan0","GET_ROWS_BACK","type=mxfp4,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
 "Vulkan0","GET_ROWS_BACK","type=nvfp4,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
@@ -459,333 +476,685 @@
 "Vulkan0","GET_ROWS_BACK","type=iq4_xs,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
 "Vulkan0","GET_ROWS_BACK","type=i32,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan"
 "Vulkan0","GET_ROWS_BACK","type=i32,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q8_0,type_idx=i32,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q3_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q3_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q3_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q3_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=q3_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
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-"Vulkan0","SET_ROWS","type=iq2_xxs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
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-"Vulkan0","SET_ROWS","type=iq2_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq2_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq2_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq2_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
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-"Vulkan0","SET_ROWS","type=iq2_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq2_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
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-"Vulkan0","SET_ROWS","type=iq3_xxs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
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-"Vulkan0","SET_ROWS","type=iq1_s,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
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-"Vulkan0","SET_ROWS","type=iq1_m,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
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-"Vulkan0","SET_ROWS","type=iq1_m,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
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-"Vulkan0","SET_ROWS","type=iq1_m,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq1_m,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_nl,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
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-"Vulkan0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
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-"Vulkan0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
-"Vulkan0","SET_ROWS","type=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i32,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
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+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q3_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=q4_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
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+"Vulkan0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
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+"Vulkan0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
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+"Vulkan0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
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+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f32,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=f16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,1],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[3,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[31,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=bf16,type_idx=i64,ne=[33,5,1,7],nr23=[2,3],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
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+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_1,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
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+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
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+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
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+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_0,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q2_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
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+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q3_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q4_K,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
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+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=q5_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
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+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq3_s,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f32,type_dst=iq4_xs,type_idx=i64,ne=[768,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i64,ne=[1,8,1,3],nr23=[1,1],r=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","SET_ROWS","type_src=f16,type_dst=f16,type_idx=i32,ne=[1,8,1,3],nr23=[1,1],r=2,v=1","support","1","yes","Vulkan"
 "Vulkan0","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=0","support","1","yes","Vulkan"
 "Vulkan0","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=0,p1=1","support","1","yes","Vulkan"
 "Vulkan0","POOL_2D","pool_type=avg,type_input=f32,ne_input=[10,10,3,1],k0=1,k1=1,s0=1,s1=1,p0=1,p1=0","support","1","yes","Vulkan"
@@ -914,57 +1283,226 @@
 "Vulkan0","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=0,p1=1","support","1","yes","Vulkan"
 "Vulkan0","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=0","support","1","yes","Vulkan"
 "Vulkan0","POOL_2D","pool_type=max,type_input=f32,ne_input=[10,10,3,1],k0=3,k1=3,s0=2,s1=2,p0=1,p1=1","support","1","yes","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=0","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=1","support","0","no","Vulkan"
-"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=1","support","0","no","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=1,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=1,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=1,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=2,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=2,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=2,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=1,s0=3,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=1,s0=3,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=1,s0=3,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=1,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=1,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=1,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=2,p0=0","support","1","yes","Vulkan"
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+"Vulkan0","POOL_1D","pool_type=avg,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=2,p0=1","support","1","yes","Vulkan"
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+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=2,s0=3,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=2,s0=3,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=2,s0=3,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=1,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=1,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=1,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=2,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=2,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=2,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=1","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=2","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[10,3,2,1],k0=3,s0=3,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[11,1,3,2],k0=3,s0=3,p0=3","support","1","yes","Vulkan"
+"Vulkan0","POOL_1D","pool_type=max,type_input=f32,ne_input=[128,2,1,3],k0=3,s0=3,p0=3","support","1","yes","Vulkan"
 "Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Vulkan"
 "Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Vulkan"
 "Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[3000,128,1,1],ne_kernel=[3,128,1280,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Vulkan"
+"Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[3000,384,1,1],ne_kernel=[3,384,384,1],s0=1,s1=0,p0=1,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Vulkan"
 "Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=0,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Vulkan"
 "Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=0,p1=0,d0=3,d1=0,is_2D=0","support","1","yes","Vulkan"
 "Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=1,s1=0,p0=3,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Vulkan"
@@ -974,6 +1512,7 @@
 "Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=3,p1=0,d0=1,d1=0,is_2D=0","support","1","yes","Vulkan"
 "Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,2,2,1],ne_kernel=[3,2,2,1],s0=3,s1=0,p0=3,p1=0,d0=3,d1=0,is_2D=0","support","1","yes","Vulkan"
 "Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan"
+"Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f16,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan"
 "Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan"
 "Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[10,10,3,1],ne_kernel=[3,3,3,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan"
 "Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,2,2],ne_kernel=[3,3,2,2],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan"
@@ -3104,1835 +3643,3411 @@
 "Vulkan0","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=0","support","1","yes","Vulkan"
 "Vulkan0","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[20,20,10,3],ne_kernel=[3,3,3,3],IC=3,s0=3,s1=3,s2=3,p0=3,p1=3,p2=3,d0=3,d1=3,d2=3,v=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,1,2],ne_kernel=[2,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[3,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_2D","ne_input=[1,133,1,2],ne_kernel=[3,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan"
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-"Vulkan0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],stride=1,padding=0,dilation=1,cwhn=0","support","1","yes","Vulkan"
-"Vulkan0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],stride=1,padding=0,dilation=1,cwhn=1","support","1","yes","Vulkan"
-"Vulkan0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],stride=2,padding=1,dilation=1,cwhn=0","support","1","yes","Vulkan"
-"Vulkan0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],stride=2,padding=1,dilation=1,cwhn=1","support","1","yes","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan"
-"Vulkan0","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[141,133,25,2],ne_kernel=[11,11,25,12],type_kernel=f16,stride0=3,stride1=5,padding0=5,padding1=5,dilation0=2,dilation1=4,cwhn=1","support","0","no","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f32,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f32,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=1","support","0","no","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f16,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D","ne_input=[256,256,192,1],ne_kernel=[3,3,192,96],type_kernel=f16,stride0=1,stride1=1,padding0=1,padding1=1,dilation0=1,dilation1=1,cwhn=1","support","0","no","Vulkan"
+"Vulkan0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f32,stride=1,padding=0,dilation=1,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f32,stride=1,padding=0,dilation=1,cwhn=1","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f32,stride=2,padding=1,dilation=1,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f32,stride=2,padding=1,dilation=1,cwhn=1","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f16,stride=1,padding=0,dilation=1,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],type_kernel=f16,stride=1,padding=0,dilation=1,cwhn=1","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f16,stride=2,padding=1,dilation=1,cwhn=0","support","1","yes","Vulkan"
+"Vulkan0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],type_kernel=f16,stride=2,padding=1,dilation=1,cwhn=1","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=1,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","1","yes","Vulkan"
+"Vulkan0","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","1","yes","Vulkan"
 "Vulkan0","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=2,p0=0,d0=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=3,p0=0,d0=1","support","1","yes","Vulkan"
@@ -5049,6 +7164,39 @@
 "Vulkan0","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,2,2,1],s0=1,p0=0,d0=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,1,2,1],s0=1,p0=0,d0=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=16,OC=32,T_in=197,s0=8,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=4,OC=3,T_in=7,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=1,OC=5,T_in=13,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=6,OC=4,T_in=11,s0=3,p0=1","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=2,OC=3,T_in=9,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=5,OC=4,T_in=11,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=8,OC=4,T_in=13,s0=4,p0=2","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=4,OC=3,T_in=1,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=16,OC=1,T_in=197,s0=8,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=1,OC=5,T_in=13,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f32,K=8,OC=2,T_in=3,s0=2,p0=5","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=16,OC=32,T_in=197,s0=8,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=4,OC=3,T_in=7,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=1,OC=5,T_in=13,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=6,OC=4,T_in=11,s0=3,p0=1","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=2,OC=3,T_in=9,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=5,OC=4,T_in=11,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=8,OC=4,T_in=13,s0=4,p0=2","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=4,OC=3,T_in=1,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=16,OC=1,T_in=197,s0=8,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=1,OC=5,T_in=13,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=f16,K=8,OC=2,T_in=3,s0=2,p0=5","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=16,OC=32,T_in=197,s0=8,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=4,OC=3,T_in=7,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=1,OC=5,T_in=13,s0=1,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=6,OC=4,T_in=11,s0=3,p0=1","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=2,OC=3,T_in=9,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=5,OC=4,T_in=11,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=8,OC=4,T_in=13,s0=4,p0=2","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=4,OC=3,T_in=1,s0=2,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=16,OC=1,T_in=197,s0=8,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=1,OC=5,T_in=13,s0=3,p0=0","support","1","yes","Vulkan"
+"Vulkan0","COL2IM_1D","type=bf16,K=8,OC=2,T_in=3,s0=2,p0=5","support","1","yes","Vulkan"
 "Vulkan0","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","Vulkan"
 "Vulkan0","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","Vulkan"
 "Vulkan0","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","1","yes","Vulkan"
@@ -5071,6 +7219,7 @@
 "Vulkan0","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","yes","Vulkan"
 "Vulkan0","REPEAT","type=i32,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","Vulkan"
 "Vulkan0","REPEAT","type=i16,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","yes","Vulkan"
+"Vulkan0","REPEAT","type=bf16,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","Vulkan"
 "Vulkan0","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,1]","support","1","yes","Vulkan"
 "Vulkan0","REPEAT","type=f32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","Vulkan"
 "Vulkan0","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,2,1,1]","support","1","yes","Vulkan"
@@ -5078,6 +7227,7 @@
 "Vulkan0","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","yes","Vulkan"
 "Vulkan0","REPEAT","type=i32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","Vulkan"
 "Vulkan0","REPEAT","type=i16,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","yes","Vulkan"
+"Vulkan0","REPEAT","type=bf16,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","Vulkan"
 "Vulkan0","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,1],v=0","support","1","yes","Vulkan"
 "Vulkan0","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[2,1,1,1],v=0","support","1","yes","Vulkan"
 "Vulkan0","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,2,1,1],v=0","support","1","yes","Vulkan"
@@ -5191,6 +7341,15 @@
 "Vulkan0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[384,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
 "Vulkan0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[384,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
 "Vulkan0","CPY","type_src=q1_0,type_dst=q1_0,ne_src=[384,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[128,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[128,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[128,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[192,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[192,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=q2_0,ne_src=[192,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
 "Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
 "Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
 "Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne_src=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan"
@@ -5353,6 +7512,8 @@
 "Vulkan0","CPY","type_src=f16,type_dst=q8_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
 "Vulkan0","CPY","type_src=f16,type_dst=q1_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
 "Vulkan0","CPY","type_src=f16,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q2_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=q2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
 "Vulkan0","CPY","type_src=f16,type_dst=mxfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
 "Vulkan0","CPY","type_src=f16,type_dst=mxfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
 "Vulkan0","CPY","type_src=f16,type_dst=nvfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
@@ -5403,6 +7564,8 @@
 "Vulkan0","CPY","type_src=bf16,type_dst=q8_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
 "Vulkan0","CPY","type_src=bf16,type_dst=q1_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
 "Vulkan0","CPY","type_src=bf16,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q2_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
+"Vulkan0","CPY","type_src=bf16,type_dst=q2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
 "Vulkan0","CPY","type_src=bf16,type_dst=mxfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
 "Vulkan0","CPY","type_src=bf16,type_dst=mxfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
 "Vulkan0","CPY","type_src=bf16,type_dst=nvfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
@@ -5453,6 +7616,8 @@
 "Vulkan0","CPY","type_src=f32,type_dst=q8_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
 "Vulkan0","CPY","type_src=f32,type_dst=q1_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
 "Vulkan0","CPY","type_src=f32,type_dst=q1_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q2_0,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=q2_0,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
 "Vulkan0","CPY","type_src=f32,type_dst=mxfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
 "Vulkan0","CPY","type_src=f32,type_dst=mxfp4,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
 "Vulkan0","CPY","type_src=f32,type_dst=nvfp4,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
@@ -5503,6 +7668,8 @@
 "Vulkan0","CPY","type_src=q8_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
 "Vulkan0","CPY","type_src=q1_0,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
 "Vulkan0","CPY","type_src=q1_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=q2_0,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
 "Vulkan0","CPY","type_src=mxfp4,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
 "Vulkan0","CPY","type_src=mxfp4,type_dst=f32,ne_src=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
 "Vulkan0","CPY","type_src=nvfp4,type_dst=f32,ne_src=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan"
@@ -5553,6 +7720,10 @@
 "Vulkan0","CPY","type_src=i32,type_dst=i32,ne_src=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan"
 "Vulkan0","CPY","type_src=i32,type_dst=i32,ne_src=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
 "Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[2,2097121,1,1],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[2,2,524281,1],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[128,2,3,1],ne_dst=[128,2,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0,dst_alloc=[128,4,3,1]","support","1","yes","Vulkan"
+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[128,2,3,1],ne_dst=[128,2,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0,dst_alloc=[128,4,3,1]","support","1","yes","Vulkan"
 "Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,5,7,32],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
 "Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,5,32,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
 "Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,5,32,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan"
@@ -6052,76 +8223,96 @@
 "Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=1","support","1","yes","Vulkan"
 "Vulkan0","SCALE","type=f32,ne=[100,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","Vulkan"
 "Vulkan0","SILU_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000,inplace=0","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000","support","0","no","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000,noncontig_rows=1","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000000","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=0","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=1","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000000","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000000,v=0,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000000,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000000,inplace=0","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000000","support","0","no","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000000,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000000,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000000,noncontig_rows=1","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.000000","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=0","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=1","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000000,v=0,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=0","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001","support","0","no","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,noncontig_rows=1","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=0","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=1","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000001","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000001,v=0,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000001,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000001,inplace=0","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000001","support","0","no","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000001,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000001,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000001,noncontig_rows=1","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.000001","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=0","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=1","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000001,v=0,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100,inplace=0","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100","support","0","no","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100,noncontig_rows=1","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000100","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=0","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=1","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000100","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.000100,v=0,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000100,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000100,inplace=0","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000100","support","0","no","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000100,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.000100,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.000100,noncontig_rows=1","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.000100","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=0","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=1","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.000100,v=0,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000,inplace=0","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000","support","0","no","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000,noncontig_rows=1","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.100000","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=0","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=1","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.100000","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=0.100000,v=0,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.100000,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.100000,inplace=0","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.100000","support","0","no","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.100000,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=0.100000,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=0.100000,noncontig_rows=1","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.100000","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=0","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=1","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=10.000000","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=0,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=10.000000,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=10.000000,inplace=0","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=10.000000","support","0","no","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=10.000000,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=10.000000,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=10.000000,noncontig_rows=1","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=10.000000","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=0","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=1","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=10.000000","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=0,noncontig_rows=1","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=10.000000,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=10.000000,inplace=0","support","1","yes","Vulkan"
-"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=10.000000","support","0","no","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=10.000000,noncontig_rows=0","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=10.000000,inplace=0","support","1","yes","Vulkan"
+"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=10.000000,noncontig_rows=1","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=10.000000","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=0","support","1","yes","Vulkan"
-"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=1","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=0,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=1,noncontig_rows=0","support","1","yes","Vulkan"
+"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=0,noncontig_rows=1","support","1","yes","Vulkan"
 "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=1","support","1","yes","Vulkan"
 "Vulkan0","SSM_CONV","type=f32,ne_a=[3,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","Vulkan"
 "Vulkan0","SSM_CONV","type=f32,ne_a=[6,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","Vulkan"
@@ -6172,6 +8363,9 @@
 "Vulkan0","SSM_SCAN","type=f32,d_state=128,head_dim=64,n_head=16,n_group=2,n_seq_tokens=32,n_seqs=4,xbc_overlap=0","support","1","yes","Vulkan"
 "Vulkan0","SSM_SCAN","type=f32,d_state=256,head_dim=64,n_head=8,n_group=2,n_seq_tokens=32,n_seqs=4,xbc_overlap=0","support","1","yes","Vulkan"
 "Vulkan0","SSM_SCAN","type=f32,d_state=128,head_dim=128,n_head=4,n_group=4,n_seq_tokens=16,n_seqs=2,xbc_overlap=1","support","1","yes","Vulkan"
+"Vulkan0","SSM_SCAN","type=f32,d_state=128,head_dim=80,n_head=128,n_group=1,n_seq_tokens=256,n_seqs=1,xbc_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SSM_SCAN","type=f32,d_state=128,head_dim=80,n_head=128,n_group=1,n_seq_tokens=512,n_seqs=1,xbc_overlap=0","support","1","yes","Vulkan"
+"Vulkan0","SSM_SCAN","type=f32,d_state=128,head_dim=64,n_head=80,n_group=8,n_seq_tokens=300,n_seqs=2,xbc_overlap=0","support","1","yes","Vulkan"
 "Vulkan0","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","1","yes","Vulkan"
 "Vulkan0","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","1","yes","Vulkan"
 "Vulkan0","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","1","yes","Vulkan"
@@ -6180,16 +8374,19 @@
 "Vulkan0","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","1","yes","Vulkan"
 "Vulkan0","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","1","yes","Vulkan"
 "Vulkan0","RWKV_WKV7","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","1","yes","Vulkan"
-"Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","0","no","Vulkan"
-"Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","0","no","Vulkan"
-"Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","0","no","Vulkan"
-"Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","0","no","Vulkan"
+"Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","1","yes","Vulkan"
+"Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=64,n=1,k=64,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=256,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=512,n=1,k=512,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=32,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=4,k=128,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=256,n=512,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=32,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=1024,n=1,k=1024,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6271,6 +8468,15 @@
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6415,6 +8621,16 @@
 "Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=2880,n=32,k=2880,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=2880,n=32,k=2880,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=2880,n=32,k=2880,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=1,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=7,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=8,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=9,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=16,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=128,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=512,k=2048,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6424,6 +8640,7 @@
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6436,6 +8653,7 @@
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6451,6 +8669,7 @@
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6463,6 +8682,7 @@
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6482,6 +8702,7 @@
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6494,6 +8715,7 @@
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6509,6 +8731,7 @@
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6521,6 +8744,7 @@
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6540,6 +8764,7 @@
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6552,6 +8777,7 @@
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6567,6 +8793,7 @@
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6579,6 +8806,7 @@
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6598,6 +8826,7 @@
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6610,6 +8839,7 @@
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6625,6 +8855,7 @@
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6637,6 +8868,7 @@
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=4,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan"
@@ -6656,6 +8888,7 @@
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6668,6 +8901,7 @@
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6687,6 +8921,7 @@
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6699,6 +8934,7 @@
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6718,6 +8954,7 @@
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6730,6 +8967,7 @@
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6749,6 +8987,7 @@
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6761,6 +9000,7 @@
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6771,6 +9011,72 @@
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6780,6 +9086,7 @@
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6792,6 +9099,7 @@
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6811,6 +9119,7 @@
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6823,6 +9132,7 @@
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6842,6 +9152,7 @@
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6854,6 +9165,7 @@
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6873,6 +9185,7 @@
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6885,6 +9198,7 @@
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6904,6 +9218,7 @@
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6916,6 +9231,7 @@
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6935,6 +9251,7 @@
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6947,6 +9264,7 @@
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6966,6 +9284,7 @@
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -6978,6 +9297,7 @@
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -6997,6 +9317,7 @@
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -7009,6 +9330,7 @@
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -7028,6 +9350,7 @@
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -7040,6 +9363,7 @@
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -7059,6 +9383,7 @@
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -7071,6 +9396,7 @@
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -7090,6 +9416,7 @@
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -7102,6 +9429,7 @@
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -7121,6 +9449,7 @@
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=4,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan"
@@ -7133,6 +9462,7 @@
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
+"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=4,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan"
 "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan"
@@ -7162,6 +9492,8 @@
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=64,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
@@ -7197,6 +9529,7 @@
 "Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT","type_a=q2_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan"
@@ -7606,6 +9939,33 @@
 "Vulkan0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=16,n_used=16,b=1,m=50,n=200,k=64","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=1,n_used=1,b=0,m=8,n=16,k=1","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=32,n_used=2,b=0,m=2880,n=32,k=2880","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=32,n_used=2,b=0,m=2880,n=32,k=2880","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=3","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=f16,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=3","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=bf16,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=3","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q4_1,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q5_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q5_1,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=384","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=192","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=mxfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=nvfp4,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=192","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_K,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q3_K,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q4_K,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q5_K,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q6_K,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=iq2_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=iq2_xs,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=iq2_s,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=iq3_xxs,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=iq1_s,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=iq1_m,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=iq4_nl,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=96","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=iq3_s,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=iq4_xs,type_b=f32,n_mats=4,n_used=2,b=0,m=64,n=16,k=768","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_ID","type_a=f32,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
@@ -7894,6 +10254,78 @@
 "Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=1,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=2,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=0,m=512,n=129,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=4,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=5,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_ID","type_a=q4_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","Vulkan"
@@ -8336,6 +10768,8 @@
 "Vulkan0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
+"Vulkan0","MUL_MAT_ID","type_a=q2_0,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_ID","type_a=q2_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_ID","type_a=q2_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_ID","type_a=q3_K,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
@@ -8362,70 +10796,70 @@
 "Vulkan0","MUL_MAT_ID","type_a=iq4_xs,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_ID","type_a=bf16,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=1,k=256","support","1","yes","Vulkan"
 "Vulkan0","MUL_MAT_ID","type_a=bf16,type_b=f32,n_mats=4,n_used=2,b=0,m=512,n=32,k=256","support","1","yes","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","1","yes","Vulkan"
 "Vulkan0","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
 "Vulkan0","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
 "Vulkan0","OUT_PROD","type_a=f32,type_b=f16,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
@@ -8874,6 +11308,134 @@
 "Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
 "Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
 "Vulkan0","OUT_PROD","type_a=q1_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=1,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=1,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f32,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
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+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=q2_0,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
 "Vulkan0","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
 "Vulkan0","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan"
 "Vulkan0","OUT_PROD","type_a=q4_0,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan"
@@ -9642,10 +12204,13 @@
 "Vulkan0","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan"
 "Vulkan0","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan"
 "Vulkan0","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[8,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[16,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
-"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[32,1],nr=[1,1],trans_b=0","support","0","no","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[8,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[16,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[32,1],nr=[1,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[8,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[16,1],trans_b=0","support","1","yes","Vulkan"
+"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[32,1],trans_b=0","support","1","yes","Vulkan"
 "Vulkan0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=1","support","1","yes","Vulkan"
 "Vulkan0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=32","support","1","yes","Vulkan"
 "Vulkan0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=129","support","1","yes","Vulkan"
@@ -9682,31 +12247,31 @@
 "Vulkan0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=1","support","1","yes","Vulkan"
 "Vulkan0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=32","support","1","yes","Vulkan"
 "Vulkan0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=129","support","1","yes","Vulkan"
-"Vulkan0","SQR","type=f16,ne=[10,5,4,3]","support","0","no","Vulkan"
-"Vulkan0","SQRT","type=f16,ne=[10,3,3,2]","support","0","no","Vulkan"
+"Vulkan0","SQR","type=f16,ne=[10,5,4,3]","support","1","yes","Vulkan"
+"Vulkan0","SQRT","type=f16,ne=[10,3,3,2]","support","1","yes","Vulkan"
 "Vulkan0","LOG","type=f16,ne=[10,5,4,3]","support","1","yes","Vulkan"
-"Vulkan0","SIN","type=f16,ne=[10,2,2,2]","support","0","no","Vulkan"
-"Vulkan0","COS","type=f16,ne=[10,2,2,2]","support","0","no","Vulkan"
-"Vulkan0","CLAMP","type=f16,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","0","no","Vulkan"
-"Vulkan0","LEAKY_RELU","type=f16,ne_a=[10,5,4,3],negative_slope=0.100000","support","0","no","Vulkan"
+"Vulkan0","SIN","type=f16,ne=[10,2,2,2]","support","1","yes","Vulkan"
+"Vulkan0","COS","type=f16,ne=[10,2,2,2]","support","1","yes","Vulkan"
+"Vulkan0","CLAMP","type=f16,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","1","yes","Vulkan"
+"Vulkan0","LEAKY_RELU","type=f16,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","Vulkan"
 "Vulkan0","FLOOR","type=f16,ne=[10,2,2,2]","support","1","yes","Vulkan"
 "Vulkan0","CEIL","type=f16,ne=[10,2,2,2]","support","1","yes","Vulkan"
 "Vulkan0","ROUND","type=f16,ne=[10,2,2,2]","support","1","yes","Vulkan"
 "Vulkan0","TRUNC","type=f16,ne=[10,2,2,2]","support","1","yes","Vulkan"
-"Vulkan0","SQR","type=f16,ne=[7,1,5,3]","support","0","no","Vulkan"
-"Vulkan0","SQR","type=f16,ne=[1024,1024,1,1]","support","0","no","Vulkan"
-"Vulkan0","SQRT","type=f16,ne=[7,1,5,3]","support","0","no","Vulkan"
-"Vulkan0","SQRT","type=f16,ne=[1024,1024,1,1]","support","0","no","Vulkan"
+"Vulkan0","SQR","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan"
+"Vulkan0","SQR","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan"
+"Vulkan0","SQRT","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan"
+"Vulkan0","SQRT","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan"
 "Vulkan0","LOG","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan"
 "Vulkan0","LOG","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan"
-"Vulkan0","SIN","type=f16,ne=[7,1,5,3]","support","0","no","Vulkan"
-"Vulkan0","SIN","type=f16,ne=[1024,1024,1,1]","support","0","no","Vulkan"
-"Vulkan0","COS","type=f16,ne=[7,1,5,3]","support","0","no","Vulkan"
-"Vulkan0","COS","type=f16,ne=[1024,1024,1,1]","support","0","no","Vulkan"
-"Vulkan0","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","0","no","Vulkan"
-"Vulkan0","CLAMP","type=f16,ne=[1024,1024,1,1],min=-0.500000,max=0.500000","support","0","no","Vulkan"
-"Vulkan0","LEAKY_RELU","type=f16,ne_a=[7,1,5,3],negative_slope=0.100000","support","0","no","Vulkan"
-"Vulkan0","LEAKY_RELU","type=f16,ne_a=[1024,1024,1,1],negative_slope=0.100000","support","0","no","Vulkan"
+"Vulkan0","SIN","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan"
+"Vulkan0","SIN","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan"
+"Vulkan0","COS","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan"
+"Vulkan0","COS","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan"
+"Vulkan0","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","Vulkan"
+"Vulkan0","CLAMP","type=f16,ne=[1024,1024,1,1],min=-0.500000,max=0.500000","support","1","yes","Vulkan"
+"Vulkan0","LEAKY_RELU","type=f16,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","Vulkan"
+"Vulkan0","LEAKY_RELU","type=f16,ne_a=[1024,1024,1,1],negative_slope=0.100000","support","1","yes","Vulkan"
 "Vulkan0","FLOOR","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan"
 "Vulkan0","FLOOR","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan"
 "Vulkan0","CEIL","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan"
@@ -10848,37 +13413,197 @@
 "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan"
 "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,3],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=1","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=1","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=1","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=1","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=1","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=2","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=2","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=2","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=2","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=3","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=3","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=f16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=bf16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i8,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i16,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Vulkan"
 "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=i64,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q4_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q5_1,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=0","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=4","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=8","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=256,dim=0,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=1,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=2,v=12","support","1","yes","Vulkan"
+"Vulkan0","CONCAT","type=q8_0,ne_a=[128,12,13,14],ne_b_d=7,dim=3,v=12","support","1","yes","Vulkan"
 "Vulkan0","ARGSORT","type=f32,ne=[3,1,1,1],order=0","support","1","yes","Vulkan"
 "Vulkan0","ARGSORT","type=f32,ne=[4,1,1,1],order=0","support","1","yes","Vulkan"
 "Vulkan0","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","Vulkan"
@@ -11426,6 +14151,42 @@
 "Vulkan0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,tfrm=2,circular=0","support","1","yes","Vulkan"
 "Vulkan0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,tfrm=2,circular=1","support","1","yes","Vulkan"
 "Vulkan0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,tfrm=2,circular=1","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=1024,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q8_0,type_V=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=8,nr23=[4,1],kv=2048,nb=64,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11658,7 +14419,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11667,7 +14428,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11676,7 +14437,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11685,7 +14446,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11702,8 +14463,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11720,8 +14481,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11738,8 +14499,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11756,8 +14517,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11766,7 +14527,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11775,7 +14536,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11784,7 +14545,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11793,7 +14554,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11810,8 +14571,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11828,8 +14589,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11846,8 +14607,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11864,8 +14625,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11874,7 +14635,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11883,7 +14644,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11892,7 +14653,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11901,7 +14662,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11918,8 +14679,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11936,8 +14697,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11954,8 +14715,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11972,8 +14733,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11982,7 +14743,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -11991,7 +14752,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12000,7 +14761,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12009,7 +14770,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12026,8 +14787,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12044,8 +14805,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12062,8 +14823,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12080,8 +14841,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12090,7 +14851,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12099,7 +14860,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12108,7 +14869,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12117,7 +14878,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12126,7 +14887,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12135,7 +14896,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12144,7 +14905,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12153,7 +14914,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12162,7 +14923,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12171,7 +14932,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12180,7 +14941,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12189,7 +14950,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12198,7 +14959,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12207,7 +14968,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12216,7 +14977,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12225,7 +14986,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12234,7 +14995,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12243,7 +15004,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12252,7 +15013,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12261,7 +15022,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12270,7 +15031,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12279,7 +15040,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12288,7 +15049,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12297,7 +15058,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12306,7 +15067,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12315,7 +15076,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12324,7 +15085,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12333,7 +15094,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12342,7 +15103,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12351,7 +15112,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12360,7 +15121,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12369,7 +15130,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12378,7 +15139,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12387,7 +15148,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12396,7 +15157,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12405,7 +15166,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12422,8 +15183,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12440,8 +15201,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12458,8 +15219,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12476,8 +15237,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12486,7 +15247,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12495,7 +15256,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12504,7 +15265,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12513,7 +15274,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12530,8 +15291,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12548,8 +15309,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12566,8 +15327,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12584,8 +15345,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12594,7 +15355,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12603,7 +15364,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12612,7 +15373,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12621,7 +15382,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12638,8 +15399,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12656,8 +15417,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12674,8 +15435,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12692,8 +15453,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12702,7 +15463,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12711,7 +15472,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12720,7 +15481,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12729,7 +15490,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12746,8 +15507,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12764,8 +15525,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12782,8 +15543,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12800,8 +15561,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12810,7 +15571,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12819,7 +15580,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12828,7 +15589,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12837,7 +15598,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12846,7 +15607,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12855,7 +15616,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12864,7 +15625,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12873,7 +15634,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12882,7 +15643,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12891,7 +15652,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12900,7 +15661,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12909,7 +15670,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12918,7 +15679,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12927,7 +15688,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12936,7 +15697,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12945,7 +15706,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12954,7 +15715,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12963,7 +15724,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12972,7 +15733,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12981,7 +15742,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12990,7 +15751,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -12999,7 +15760,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13008,7 +15769,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13017,7 +15778,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13026,7 +15787,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13035,7 +15796,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13044,7 +15805,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13053,7 +15814,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13062,7 +15823,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13071,7 +15832,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13080,7 +15841,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13089,7 +15850,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13098,7 +15859,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13107,7 +15868,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13116,7 +15877,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13125,7 +15886,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13134,7 +15895,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13143,7 +15904,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13152,7 +15913,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13161,7 +15922,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13170,7 +15931,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13179,7 +15940,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13188,7 +15949,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13197,7 +15958,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13206,7 +15967,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13215,7 +15976,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13224,7 +15985,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13233,7 +15994,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13242,7 +16003,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13251,7 +16012,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13260,7 +16021,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13269,7 +16030,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13278,7 +16039,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13287,7 +16048,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13296,7 +16057,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13305,7 +16066,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13314,7 +16075,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13323,7 +16084,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13332,7 +16093,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13341,7 +16102,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13350,7 +16111,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13359,7 +16120,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13368,7 +16129,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13377,7 +16138,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13386,7 +16147,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13395,7 +16156,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13404,7 +16165,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13413,7 +16174,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13422,7 +16183,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13431,7 +16192,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13440,7 +16201,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13449,7 +16210,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13458,7 +16219,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13467,7 +16228,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13476,7 +16237,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13485,7 +16246,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13494,7 +16255,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13503,7 +16264,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13512,7 +16273,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13521,7 +16282,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13530,7 +16291,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13539,7 +16300,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13548,7 +16309,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13557,7 +16318,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13566,7 +16327,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13575,7 +16336,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13584,7 +16345,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13593,7 +16354,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13602,7 +16363,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13611,7 +16372,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13620,7 +16381,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13629,7 +16390,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13638,7 +16399,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13647,7 +16408,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13656,7 +16417,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13665,7 +16426,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13674,7 +16435,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13683,7 +16444,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13692,7 +16453,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13701,7 +16462,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13718,8 +16479,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13736,8 +16497,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13754,8 +16515,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13772,8 +16533,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13782,7 +16543,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13791,7 +16552,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13800,7 +16561,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13809,7 +16570,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13826,8 +16587,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13844,8 +16605,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13862,8 +16623,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13880,8 +16641,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13890,7 +16651,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13899,7 +16660,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13908,7 +16669,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13917,7 +16678,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13926,7 +16687,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13935,7 +16696,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13944,7 +16705,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13953,7 +16714,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13962,7 +16723,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13971,7 +16732,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13980,7 +16741,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13989,7 +16750,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -13998,7 +16759,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14007,7 +16768,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14016,7 +16777,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14025,7 +16786,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14034,7 +16795,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14043,7 +16804,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14052,7 +16813,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14061,7 +16822,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14078,8 +16839,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14096,8 +16857,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14114,8 +16875,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14132,8 +16893,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14142,7 +16903,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14151,7 +16912,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14160,7 +16921,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14169,7 +16930,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14186,8 +16947,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14204,8 +16965,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14222,8 +16983,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14240,8 +17001,8 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,2,1,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,2,1,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14250,7 +17011,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14259,7 +17020,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14268,7 +17029,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14277,7 +17038,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14286,7 +17047,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14295,7 +17056,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14304,7 +17065,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14313,7 +17074,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14322,7 +17083,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14331,7 +17092,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14340,7 +17101,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14349,7 +17110,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14358,7 +17119,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14367,7 +17128,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14376,7 +17137,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14385,7 +17146,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14394,7 +17155,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14403,7 +17164,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14412,7 +17173,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14421,7 +17182,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14430,7 +17191,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14439,7 +17200,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14448,7 +17209,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14457,7 +17218,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14466,7 +17227,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14475,7 +17236,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14484,7 +17245,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14493,7 +17254,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14502,7 +17263,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14511,7 +17272,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14520,7 +17281,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14529,7 +17290,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14538,7 +17299,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14547,7 +17308,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14556,7 +17317,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14565,7 +17326,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=113,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14574,7 +17335,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14583,7 +17344,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14592,7 +17353,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14601,7 +17362,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14610,7 +17371,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14619,7 +17380,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14628,7 +17389,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14637,7 +17398,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[1,1],kv=1024,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14646,7 +17407,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14655,7 +17416,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14664,7 +17425,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f32,type_V=f32,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=bf16,type_V=bf16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -14673,7 +17434,7 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q5_0,type_V=q5_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_1,type_V=q4_1,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan"
-"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=72,hsv=72,nh=4,nr23=[4,1],kv=512,nb=75,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=iq4_nl,type_V=iq4_nl,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
@@ -16523,6 +19284,14 @@
 "Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=64,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q1_0,type_V=q4_0,permute=[0,1,2,3]","support","0","no","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=128,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q1_0,permute=[0,1,2,3]","support","0","no","Vulkan"
 "Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=64,nh=4,nr23=[1,1],kv=64,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q1_0,type_V=f16,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=96,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q2_0,type_V=q2_0,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=64,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q2_0,type_V=q4_0,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=64,hsv=128,nh=4,nr23=[1,1],kv=128,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q4_0,type_V=q2_0,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=64,nh=4,nr23=[1,1],kv=64,nb=2,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=q2_0,type_V=f16,permute=[0,1,2,3]","support","0","no","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[6,1],kv=4096,nb=512,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=4096,nb=512,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[6,1],kv=16384,nb=512,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
+"Vulkan0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=8,nr23=[4,1],kv=16384,nb=512,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_K=f16,type_V=f16,permute=[0,1,2,3]","support","1","yes","Vulkan"
 "Vulkan0","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","0","no","Vulkan"
 "Vulkan0","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","0","no","Vulkan"
 "Vulkan0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","0","no","Vulkan"
@@ -16530,9 +19299,9 @@
 "Vulkan0","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan"
 "Vulkan0","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=32,head_size=128,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","0","no","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=1,kda=1,K=1","support","0","no","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","0","no","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=1,kda=1,K=1","support","1","yes","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=32,head_size=16,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=16,head_size=64,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
@@ -16541,12 +19310,12 @@
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=1,kda=0,K=1","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=1,K=1","support","0","no","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=1,K=1","support","1","yes","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=1,K=1","support","0","no","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=1,kda=1,K=1","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=64,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=127,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=256,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=1","support","1","yes","Vulkan"
@@ -16557,7 +19326,7 @@
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=64,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=33,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=100,n_seqs=1,v_repeat=1,permuted=0,kda=1,K=1","support","1","yes","Vulkan"
-"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=2,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=2","support","0","no","Vulkan"
+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=16,n_seq_tokens=2,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=2","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=4","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=0,K=4","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=8,head_size=128,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=4","support","1","yes","Vulkan"
@@ -16565,3 +19334,111 @@
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=1,K=4","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=8,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=3","support","1","yes","Vulkan"
 "Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=16,n_seqs=2,v_repeat=1,permuted=0,kda=0,K=4","support","1","yes","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=1,nm=1,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=4,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=1,ns=4,nm=1,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=1,nm=1,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=4,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=1,ns=4,nm=1,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=1,nm=1,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=4,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=32,kv=256,nb=512,ns=4,nm=1,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=1,nm=1,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=4,type_K=iq4_nl","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=f32","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=f16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=bf16","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q8_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q5_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q5_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q4_1","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=q4_0","support","0","no","Vulkan"
+"Vulkan0","LIGHTNING_INDEXER","hsk=128,nh=64,kv=256,nb=512,ns=4,nm=1,type_K=iq4_nl","support","0","no","Vulkan"
diff --git a/docs/speculative.md b/docs/speculative.md
index 3957db85c..25abef1b6 100644
--- a/docs/speculative.md
+++ b/docs/speculative.md
@@ -202,6 +202,12 @@ Example Video:
 
 If a draft model is combined with a draftless decoding the draftless decoding has higher precedence.
 
+### Backend Sampling
+
+Use `--backend-sampling` to run supported target-model samplers on the model backend. Draft-model sampling uses the backend by default and can be controlled with `--spec-draft-backend-sampling` and `--no-spec-draft-backend-sampling`.
+
+Unsupported samplers and device layouts fall back to CPU sampling. Tensor split mode does not support backend sampling. A fixed seed produces repeatable random draws, but stochastic CPU and backend sampling can still select different tokens because floating-point operations can differ between implementations and devices. Use greedy sampling when exact output matching is required.
+
 ### General Speculative Parameters
 
 ```
diff --git a/examples/gen-docs/gen-docs.cpp b/examples/gen-docs/gen-docs.cpp
index baf61bf27..114416719 100644
--- a/examples/gen-docs/gen-docs.cpp
+++ b/examples/gen-docs/gen-docs.cpp
@@ -70,6 +70,8 @@ static void write_table(std::ostringstream & ss, std::vector<common_arg *> & opt
 
 static void write_help(std::ostringstream & ss, const md_file & md) {
     common_params params;
+    params.is_gen_docs = true;
+
     auto ctx_arg = common_params_parser_init(params, md.ex);
 
     std::vector<common_arg *> common_options;
diff --git a/examples/lookup/lookup.cpp b/examples/lookup/lookup.cpp
index 2d4c0e528..662105865 100644
--- a/examples/lookup/lookup.cpp
+++ b/examples/lookup/lookup.cpp
@@ -3,9 +3,11 @@
 #include "common.h"
 #include "ngram-cache.h"
 #include "sampling.h"
+#include "speculative.h"
 #include "log.h"
 #include "llama.h"
 
+#include <algorithm>
 #include <clocale>
 #include <cstdint>
 #include <cstdio>
@@ -27,6 +29,10 @@ int main(int argc, char ** argv){
     // max. number of additional tokens to draft if match is found
     const int n_draft = params.speculative.draft.n_max;
 
+    const auto output_limits = common_speculative_get_output_limits(params.n_batch, params.n_parallel, n_draft);
+    params.n_outputs_max = output_limits.total;
+    params.n_outputs_max_per_seq = output_limits.per_seq;
+
     // init llama.cpp
     llama_backend_init();
     llama_numa_init(params.numa);
diff --git a/examples/model-conversion/requirements.txt b/examples/model-conversion/requirements.txt
index 229b2ec75..d2cd357ec 100644
--- a/examples/model-conversion/requirements.txt
+++ b/examples/model-conversion/requirements.txt
@@ -1,6 +1,6 @@
 --extra-index-url https://download.pytorch.org/whl/cpu
 torch
-torchvision
+torchvision; platform_machine != "s390x"
 transformers
 huggingface-hub
 accelerate
diff --git a/examples/model-conversion/scripts/causal/convert-model.sh b/examples/model-conversion/scripts/causal/convert-model.sh
index 4aa722062..270e17e6f 100755
--- a/examples/model-conversion/scripts/causal/convert-model.sh
+++ b/examples/model-conversion/scripts/causal/convert-model.sh
@@ -47,6 +47,7 @@ CMD_ARGS+=("../../convert_hf_to_gguf.py" "--verbose")
 CMD_ARGS+=("${MODEL_PATH}")
 CMD_ARGS+=("--outfile" "${CONVERTED_MODEL}")
 CMD_ARGS+=("--outtype" "${TYPE}")
+CMD_ARGS+=("--model-name" "${MODEL_NAME}")
 [[ -n "$METADATA_OVERRIDE" ]] && CMD_ARGS+=("--metadata" "${METADATA_OVERRIDE}")
 [[ -n "$MMPROJ" ]] && CMD_ARGS+=("${MMPROJ}")
 
diff --git a/examples/model-conversion/scripts/causal/run-casual-gen-embeddings-org.py b/examples/model-conversion/scripts/causal/run-casual-gen-embeddings-org.py
index b94bec4e7..cb840dd55 100755
--- a/examples/model-conversion/scripts/causal/run-casual-gen-embeddings-org.py
+++ b/examples/model-conversion/scripts/causal/run-casual-gen-embeddings-org.py
@@ -2,12 +2,15 @@
 
 import argparse
 import os
+import sys
 import importlib
 import torch
 import numpy as np
 
 from transformers import AutoTokenizer, AutoConfig, AutoModelForCausalLM
-from pathlib import Path
+
+sys.path.insert(0, os.path.join(os.path.dirname(__file__), '..'))
+from utils.common import save_output_data
 
 unreleased_model_name = os.getenv('UNRELEASED_MODEL_NAME')
 
@@ -54,6 +57,7 @@ print(f"Model name: {model_name}")
 
 prompt = "Hello world today"
 input_ids = tokenizer(prompt, return_tensors="pt").input_ids  # ty: ignore[call-non-callable]
+token_ids = input_ids[0].cpu().tolist()
 print(f"Input tokens: {input_ids}")
 print(f"Input text: {repr(prompt)}")
 print(f"Tokenized: {tokenizer.convert_ids_to_tokens(input_ids[0])}")  # ty: ignore[unresolved-attribute]
@@ -74,21 +78,8 @@ with torch.no_grad():
     print(f"Hidden dimension: {token_embeddings.shape[-1]}")
     print(f"Number of tokens: {token_embeddings.shape[0]}")
 
-    # Save raw token embeddings
-    data_dir = Path("data")
-    data_dir.mkdir(exist_ok=True)
-    bin_filename = data_dir / f"pytorch-{model_name}-embeddings.bin"
-    txt_filename = data_dir / f"pytorch-{model_name}-embeddings.txt"
-
-    # Save all token embeddings as binary
     print(token_embeddings)
-    token_embeddings.astype(np.float32).tofile(bin_filename)
-
-    # Save as text for inspection
-    with open(txt_filename, "w") as f:
-        for i, embedding in enumerate(token_embeddings):
-            for j, val in enumerate(embedding):
-                f.write(f"{i} {j} {val:.6f}\n")
+    save_output_data(token_embeddings, token_ids, prompt, model_name, type_suffix="-embeddings")
 
     # Print embeddings per token in the requested format
     print("\nToken embeddings:")
@@ -110,5 +101,3 @@ with torch.no_grad():
     for i, token in enumerate(tokens):
         print(f"  Token {i}: {repr(token)}")
 
-    print(f"Saved bin logits to: {bin_filename}")
-    print(f"Saved txt logist to: {txt_filename}")
diff --git a/examples/model-conversion/scripts/embedding/convert-model.sh b/examples/model-conversion/scripts/embedding/convert-model.sh
index 9926350c0..8b706e164 100755
--- a/examples/model-conversion/scripts/embedding/convert-model.sh
+++ b/examples/model-conversion/scripts/embedding/convert-model.sh
@@ -31,6 +31,7 @@ python ../../convert_hf_to_gguf.py --verbose \
     ${EMBEDDING_MODEL_PATH} \
     --outfile ${CONVERTED_MODEL} \
     --outtype ${TYPE} \
+    --model-name ${MODEL_NAME} \
     ${SENTENCE_TRANSFORMERS}
 
 echo ""
diff --git a/examples/speculative-simple/README.md b/examples/speculative-simple/README.md
index f72129b3f..b81583f00 100644
--- a/examples/speculative-simple/README.md
+++ b/examples/speculative-simple/README.md
@@ -3,10 +3,47 @@
 Demonstration of basic greedy speculative decoding
 
 ```bash
+# spec-type draft-simple
 ./bin/llama-speculative-simple \
-    -m  ../models/qwen2.5-32b-coder-instruct/ggml-model-q8_0.gguf \
-    -md ../models/qwen2.5-1.5b-coder-instruct/ggml-model-q4_0.gguf \
-    -f test.txt -c 0 -ngl 99 --color on \
-    --sampling-seq k --top-k 1 -fa on --temp 0.0 \
-    -ngld 99 --spec-draft-n-max 16 --spec-draft-n-draft-min 5 --draft-p-min 0.9
+        -hf  ggml-org/Qwen3-8B-Base-GGUF:Q8_0 \
+        -hfd ggml-org/Qwen3-0.6B-Base-GGUF \
+        -p "Here is a quick sort implementation in C++. Just code, no comments:\n\n#include" \
+        --spec-type draft-simple --spec-draft-n-max 7 -ngld 99 --color on \
+        -n 256 --temp 0 --top-k 1 --seed 42 -ngl 99 -lv 4
+
+# spec-type draft-mtp
+./bin/llama-speculative-simple \
+        -hf ggml-org/Qwen3.6-27B-GGUF:Q8_0 \
+        -p "Here is a quick sort implementation in C++. Just code, no comments:\n\n#include" \
+        --spec-type draft-mtp --spec-draft-n-max 3 -ngld 99 --color on \
+        -n 256 --temp 0 --top-k 1 --seed 42 -ngl 99 -lv 4
+
+# spec-type draft-mtp (with shared KV cache)
+# note: this model needs a <s> token at the start to somewhat work without the chat template
+./bin/llama-speculative-simple \
+        -hf ggml-org/Gemma-4-31B-it-GGUF:Q8_0 \
+        -p "<s>Here is a quick sort implementation in C++. Just code, no comments:\n\n#include" \
+        --spec-type draft-mtp --spec-draft-n-max 3 -ngld 99 --color on \
+        -n 256 --temp 0 --top-k 1 --seed 42 -ngl 99 -lv 4
+
+# spec-type draft-eagle3
+./bin/llama-speculative-simple \
+        -hf ggml-org/gpt-oss-20b-GGUF \
+        -p "Here is a quick sort implementation in C++. Just code, no comments:\n\n#include" \
+        --spec-type draft-eagle3 --spec-draft-n-max 3 -ngld 99 --color on \
+        -n 256 --temp 0 --top-k 1 --seed 42 -ngl 99 -lv 4
+
+# spec-type draft-dflash
+./bin/llama-speculative-simple \
+        -hf ggml-org/Qwen3-8B-GGUF \
+        -p "Here is a quick sort implementation in C++. Just code, no comments:\n\n#include" \
+        --spec-type draft-dflash --spec-draft-n-max 7 -ngld 99 --color on \
+        -n 256 --temp 0 --top-k 1 --seed 42 -ngl 99 -lv 4
+
+# spec-type draft-dspark
+./bin/llama-speculative-simple \
+        -hf ggml-org/Qwen3-8B-GGUF \
+        -p "Here is a quick sort implementation in C++. Just code, no comments:\n\n#include" \
+        --spec-type draft-dspark --spec-draft-n-max 7 -ngld 99 --color on \
+        -n 256 --temp 0 --top-k 1 --seed 42 -ngl 99 -lv 4
 ```
diff --git a/examples/speculative-simple/speculative-simple.cpp b/examples/speculative-simple/speculative-simple.cpp
index d87ba48be..487ae03ab 100644
--- a/examples/speculative-simple/speculative-simple.cpp
+++ b/examples/speculative-simple/speculative-simple.cpp
@@ -5,6 +5,7 @@
 #include "log.h"
 #include "llama.h"
 
+#include <algorithm>
 #include <clocale>
 #include <cstdio>
 #include <cstring>
@@ -29,6 +30,11 @@ int main(int argc, char ** argv) {
         return 1;
     }
 
+    const auto output_limits = common_speculative_get_output_limits(
+            params.n_batch, params.n_parallel, common_speculative_n_max(&params.speculative));
+    params.n_outputs_max = output_limits.total;
+    params.n_outputs_max_per_seq = output_limits.per_seq;
+
     // init llama.cpp
     llama_backend_init();
     llama_numa_init(params.numa);
@@ -45,45 +51,23 @@ int main(int argc, char ** argv) {
 
     const llama_vocab * vocab = llama_model_get_vocab(model_tgt);
 
-    // load the draft model
-    llama_model_ptr model_dft;
-    llama_context_ptr ctx_dft;
+    // load the draft model (if any) - this also creates the MTP draft context when MTP speculation is enabled
+    common_speculative_init_result_ptr spec_init;
 
-    // TODO: simplify this logic
     {
-        const auto & params_spec = params.speculative.draft;
-
-        auto params_dft = params;
-
-        params_dft.devices      = params_spec.devices;
-        params_dft.model        = params_spec.mparams;
-        params_dft.n_gpu_layers = params_spec.n_gpu_layers;
-
-        if (params_spec.cpuparams.n_threads > 0) {
-            params_dft.cpuparams.n_threads       = params.speculative.draft.cpuparams.n_threads;
-            params_dft.cpuparams_batch.n_threads = params.speculative.draft.cpuparams_batch.n_threads;
-        }
-
-        params_dft.tensor_buft_overrides = params.speculative.draft.tensor_buft_overrides;
+        common_params params_dft = common_base_params_to_speculative(params);
 
-        auto mparams_dft = common_model_params_to_llama(params_dft);
-
-        model_dft.reset(llama_model_load_from_file(params_dft.model.path.c_str(), mparams_dft));
-        if (model_dft == nullptr) {
-            LOG_ERR("failed to load draft model, '%s'\n", params_dft.model.path.c_str());
-            return 1;
-        }
-
-        auto cparams = common_context_params_to_llama(params_dft);
-        ctx_dft.reset(llama_init_from_model(model_dft.get(), cparams));
+        spec_init = common_speculative_init_from_params(params_dft, model_tgt, ctx_tgt);
 
         params.speculative.draft.ctx_tgt = ctx_tgt;
-        params.speculative.draft.ctx_dft = ctx_dft.get();
+        params.speculative.draft.ctx_dft = spec_init->context();
     }
 
+    llama_context * ctx_dft = params.speculative.draft.ctx_dft;
+
     // check if the context supports partial sequence removal
-    const bool use_ckpt_tgt = (common_context_can_seq_rm(ctx_tgt)       == COMMON_CONTEXT_SEQ_RM_TYPE_FULL);
-    const bool use_ckpt_dft = (common_context_can_seq_rm(ctx_dft.get()) == COMMON_CONTEXT_SEQ_RM_TYPE_FULL);
+    const bool use_ckpt_tgt = common_context_can_seq_rm(ctx_tgt) == COMMON_CONTEXT_SEQ_RM_TYPE_FULL;
+    const bool use_ckpt_dft = common_context_can_seq_rm(ctx_dft) == COMMON_CONTEXT_SEQ_RM_TYPE_FULL;
 
     if (use_ckpt_tgt) {
         LOG_INF("speculative decoding will use checkpoints (context does not support partial sequence removal)\n");
@@ -129,9 +113,30 @@ int main(int argc, char ** argv) {
     // target model sampling context
     common_sampler_ptr smpl(common_sampler_init(model_tgt, params.sampling));
 
-    // eval the prompt
-    llama_decode(ctx_tgt,       llama_batch_get_one(inp.data(), inp.size() - 1));
-    llama_decode(ctx_dft.get(), llama_batch_get_one(inp.data(), inp.size() - 1));
+    // init the speculator
+    const auto & params_spec = params.speculative;
+
+    struct common_speculative * spec = common_speculative_init(params.speculative, 1);
+
+    if (spec == nullptr) {
+        LOG_ERR("%s", "failed to initialize speculative decoding\n");
+        return 1;
+    }
+
+    // eval the prompt on the target and feed it to the speculative implementation(s)
+    {
+        llama_batch batch_prompt = llama_batch_init(inp.size(), 0, 1);
+        for (size_t i = 0; i < inp.size() - 1; ++i) {
+            common_batch_add(batch_prompt, inp[i], i, { seq_id }, false);
+        }
+
+        llama_decode(ctx_tgt, batch_prompt);
+
+        if (!common_speculative_process(spec, batch_prompt)) {
+            LOG_ERR("%s", "failed to process speculative prompt\n");
+            return 1;
+        }
+    }
 
     // note: keep the last token separate!
     llama_token id_last = inp.back();
@@ -142,18 +147,12 @@ int main(int argc, char ** argv) {
 
     int n_past = inp.size() - 1;
 
-    // init the speculator
-    const auto & params_spec = params.speculative;
-
-    struct common_speculative * spec = common_speculative_init(params.speculative, 1);
-
     common_speculative_begin(spec, seq_id, prompt_tgt);
 
     llama_batch batch_tgt = llama_batch_init(llama_n_batch(ctx_tgt), 0, 1);
 
-    size_t n_draft = 0;
-
     llama_tokens draft;
+
     common_prompt_checkpoint ckpt;
 
     const auto t_enc_end = ggml_time_us();
@@ -175,13 +174,20 @@ int main(int argc, char ** argv) {
                     llama_memory_seq_pos_max(llama_get_memory(ctx_tgt), seq_id));
 
             if (use_ckpt_dft) {
-                ckpt.update_dft(ctx_dft.get(), seq_id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
+                ckpt.update_dft(ctx_dft, seq_id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
             }
 
+            // determine the max draft that fits the remaining context and generation budget
+            int n_draft_max = (int) llama_n_ctx(ctx_tgt) - n_past - 2;
+            if (params.n_predict >= 0) {
+                n_draft_max = std::min(n_draft_max, params.n_predict - n_predict - 1);
+            }
+            n_draft_max = std::max(n_draft_max, 0);
+
             // generate a new draft
             common_speculative_get_draft_params(spec, seq_id) = {
                 /* .drafting   = */ true,
-                /* .n_max      = */ -1,
+                /* .n_max      = */ n_draft_max,
                 /* .n_past     = */ n_past,
                 /* .id_last    = */ id_last,
                 /* .prompt     = */ &prompt_tgt,
@@ -189,9 +195,6 @@ int main(int argc, char ** argv) {
             };
             common_speculative_draft(spec);
 
-            // save the original draft size
-            n_draft = draft.size();
-
             // save a checkpoint of the target context before evaluating the draft
             // this allows us to restore the state if partial draft acceptance occurs
             if (!draft.empty()) {
@@ -200,10 +203,13 @@ int main(int argc, char ** argv) {
                 }
             }
 
-            {
-                ckpt.load_dft(ctx_dft.get(), seq_id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
+            // reset the draft context to the checkpoint before verification
+            if (ctx_dft) {
+                if (use_ckpt_dft) {
+                    ckpt.load_dft(ctx_dft, seq_id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
+                }
 
-                llama_memory_seq_rm(llama_get_memory(ctx_dft.get()), seq_id, ckpt.pos_max + 1, -1);
+                llama_memory_seq_rm(llama_get_memory(ctx_dft), seq_id, ckpt.pos_max + 1, -1);
             }
         } else {
             // we have a previous (partial) draft to reuse from checkpoint restoration
@@ -227,10 +233,10 @@ int main(int argc, char ** argv) {
             llama_decode(ctx_tgt, batch_tgt);
         }
 
-        // evaluate the same batch with the draft model
-        {
-            // TODO: extend to support MTP, Eagle, etc. See server code for reference
-            llama_decode(ctx_dft.get(), batch_tgt);
+        // feed the batch to the speculative implementation(s) - this drives the draft model, MTP, Eagle3, etc.
+        if (!common_speculative_process(spec, batch_tgt)) {
+            LOG_ERR("%s", "failed to process speculative batch\n");
+            break;
         }
 
         // only save the sampler sampler state if we use checkpoints
@@ -239,6 +245,9 @@ int main(int argc, char ** argv) {
             smpl_save.reset(common_sampler_clone(smpl.get()));
         }
 
+        // save the size of the draft being verified
+        const size_t n_draft = draft.size();
+
         // sample from the full target batch and return the accepted tokens based on the target sampler
         //
         // for each token to be accepted, the sampler would have to sample that same token
@@ -255,8 +264,8 @@ int main(int argc, char ** argv) {
         // check for partial draft acceptance:
         // if the context doesn't support partial sequence removal, restore the checkpoint
         // and make the accepted tokens the new partial draft for the next iteration
-        if (use_ckpt_tgt && ids.size() - 1 < draft.size()) {
-            LOG_DBG("partial acceptance: %zu < %zu, restoring checkpoint\n", ids.size() - 1, draft.size());
+        if (use_ckpt_tgt && ids.size() - 1 < n_draft) {
+            LOG_DBG("partial acceptance: %zu < %zu, restoring checkpoint\n", ids.size() - 1, n_draft);
 
             draft = std::move(ids);
 
@@ -266,10 +275,10 @@ int main(int argc, char ** argv) {
                 llama_memory_seq_rm(llama_get_memory(ctx_tgt), seq_id, ckpt.pos_max + 1, -1);
             }
 
-            {
-                ckpt.load_dft(ctx_dft.get(), seq_id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
+            if (ctx_dft) {
+                ckpt.load_dft(ctx_dft, seq_id, LLAMA_STATE_SEQ_FLAGS_PARTIAL_ONLY);
 
-                llama_memory_seq_rm(llama_get_memory(ctx_dft.get()), seq_id, ckpt.pos_max + 1, -1);
+                llama_memory_seq_rm(llama_get_memory(ctx_dft), seq_id, ckpt.pos_max + 1, -1);
             }
 
             prompt_tgt.resize(ckpt.n_tokens);
@@ -320,8 +329,11 @@ int main(int argc, char ** argv) {
         {
             LOG_DBG("clear kv cache from any extra tokens, n_past = %d\n", n_past);
 
-            llama_memory_seq_rm(llama_get_memory(ctx_tgt),       seq_id, n_past, -1);
-            llama_memory_seq_rm(llama_get_memory(ctx_dft.get()), seq_id, n_past, -1);
+            llama_memory_seq_rm(llama_get_memory(ctx_tgt), seq_id, n_past, -1);
+
+            if (ctx_dft) {
+                llama_memory_seq_rm(llama_get_memory(ctx_dft), seq_id, n_past, -1);
+            }
         }
 
         if ((params.n_predict >= 0 && n_predict > params.n_predict) || has_eos) {
@@ -347,6 +359,7 @@ int main(int argc, char ** argv) {
 
     LOG_INF("\n");
     LOG_INF("draft:\n\n");
+    common_speculative_print_stats(spec);
 
     LOG_INF("\n");
     LOG_INF("target:\n\n");
diff --git a/examples/speculative/speculative.cpp b/examples/speculative/speculative.cpp
index f7fa5e306..17071aa05 100644
--- a/examples/speculative/speculative.cpp
+++ b/examples/speculative/speculative.cpp
@@ -1,6 +1,7 @@
 #include "arg.h"
 #include "common.h"
 #include "sampling.h"
+#include "speculative.h"
 #include "log.h"
 #include "llama.h"
 
@@ -57,6 +58,11 @@ int main(int argc, char ** argv) {
     // max number of parallel drafting sequences (i.e. tree branches)
     const int n_seq_dft = params.n_parallel;
 
+    const auto output_limits = common_speculative_get_output_limits(
+            params.n_batch, params.n_parallel, params.speculative.draft.n_max);
+    params.n_outputs_max = output_limits.total;
+    params.n_outputs_max_per_seq = output_limits.per_seq;
+
     // probability threshold for splitting a draft branch (only for n_seq_dft > 1)
     const float p_draft_split = params.speculative.draft.p_split;
 
@@ -83,6 +89,8 @@ int main(int argc, char ** argv) {
     params.devices = params.speculative.draft.devices;
     params.model = params.speculative.draft.mparams;
     params.n_gpu_layers = params.speculative.draft.n_gpu_layers;
+    params.n_outputs_max = params.n_parallel;
+    params.n_outputs_max_per_seq = 1;
     if (params.speculative.draft.cpuparams.n_threads > 0) {
         params.cpuparams.n_threads = params.speculative.draft.cpuparams.n_threads;
     }
diff --git a/examples/sycl/start-svr.sh b/examples/sycl/start-svr.sh
index ce31ec51d..49177ba2d 100755
--- a/examples/sycl/start-svr.sh
+++ b/examples/sycl/start-svr.sh
@@ -12,6 +12,7 @@ This script processes files with specified options.
 
 Options:
   -h, --help    Display this help message and exit.
+  -d, --device  <value>    Set SYCL devices (default: SYCL0).
   -c, --context <value>    Set context length. Bigger need more memory.
   -p, --promote <value>    Prompt to start generation with.
   -m, --model   <value>    Full model file path.
@@ -41,10 +42,16 @@ MODEL_FILE=../models/Qwen3.5-4B-Q4_0.gguf
 NGL=99
 CONTEXT=4096
 GGML_SYCL_DEVICE=-1
+SYCL_DEVICES="SYCL0"
 SPLIT_MODE=layer
 LOG_VERBOSE=3
 while [[ $# -gt 0 ]]; do
     case "$1" in
+        -d|--device)
+            SYCL_DEVICES="$2"
+            shift
+            shift
+            ;;
         -c|--context)
             CONTEXT=$2
             # Shift twice to consume both the option flag and its value
@@ -95,8 +102,6 @@ while [[ $# -gt 0 ]]; do
     esac
 done
 
-
-
 source /opt/intel/oneapi/setvars.sh
 
 #export GGML_SYCL_DEBUG=1
@@ -107,17 +112,19 @@ source /opt/intel/oneapi/setvars.sh
 export UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=1
 echo "UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=${UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS}"
 
+echo "ONEAPI_DEVICE_SELECTOR=${ONEAPI_DEVICE_SELECTOR}"
+
+
 if [ $GGML_SYCL_DEVICE -ne -1 ]; then
     echo "Use $GGML_SYCL_DEVICE as main GPU"
     #use signle GPU only
     GPUS_SETTING="-mg $GGML_SYCL_DEVICE -sm ${SPLIT_MODE}"
-    echo "ONEAPI_DEVICE_SELECTOR=${ONEAPI_DEVICE_SELECTOR}"
 else
-    echo "Use all Intel GPUs, including iGPU & dGPU"
+    echo "Use Intel GPUs: ${SYCL_DEVICES}"
     GPUS_SETTING="-sm ${SPLIT_MODE}"
- fi
+fi
 
-echo "run cmd: ZES_ENABLE_SYSMAN=1 ${BIN_FILE} -m ${MODEL_FILE} -ngl ${NGL} -s ${SEED} -c ${CONTEXT} ${GPUS_SETTING} -lv ${LOG_VERBOSE}  --mmap --host 0.0.0.0 --port 8000"
-ZES_ENABLE_SYSMAN=1 ${BIN_FILE} -m ${MODEL_FILE} -ngl ${NGL} -s ${SEED} -c ${CONTEXT} ${GPUS_SETTING} -lv ${LOG_VERBOSE} --mmap --host 0.0.0.0 --port 8000
+echo "run cmd: ZES_ENABLE_SYSMAN=1 ${BIN_FILE} -m ${MODEL_FILE} -ngl ${NGL} -s ${SEED} -c ${CONTEXT} ${GPUS_SETTING} -lv ${LOG_VERBOSE} --device ${SYCL_DEVICES} --mmap --host 0.0.0.0 --port 8000"
+ZES_ENABLE_SYSMAN=1 ${BIN_FILE} -m ${MODEL_FILE} -ngl ${NGL} -s ${SEED} -c ${CONTEXT} ${GPUS_SETTING} -lv ${LOG_VERBOSE} --device ${SYCL_DEVICES} --mmap --host 0.0.0.0 --port 8000
 
 
diff --git a/examples/sycl/test.sh b/examples/sycl/test.sh
index 116047cd2..b9498f49b 100755
--- a/examples/sycl/test.sh
+++ b/examples/sycl/test.sh
@@ -12,6 +12,7 @@ This script processes files with specified options.
 
 Options:
   -h, --help    Display this help message and exit.
+  -d, --device  <value>    Set SYCL devices (default: SYCL0).
   -c, --context <value>    Set context length. Bigger need more memory.
   -p, --promote <value>    Prompt to start generation with.
   -m, --model   <value>    Full model file path.
@@ -42,10 +43,16 @@ MODEL_FILE=../models/llama-2-7b.Q4_0.gguf
 NGL=99
 CONTEXT=4096
 GGML_SYCL_DEVICE=-1
+SYCL_DEVICES="SYCL0"
 SPLIT_MODE=layer
 LOG_VERBOSE=3
 while [[ $# -gt 0 ]]; do
     case "$1" in
+        -d|--device)
+            SYCL_DEVICES="$2"
+            shift
+            shift
+            ;;
         -c|--context)
             CONTEXT=$2
             # Shift twice to consume both the option flag and its value
@@ -115,16 +122,17 @@ source /opt/intel/oneapi/setvars.sh
 export UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=1
 echo "UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=${UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS}"
 
+echo "ONEAPI_DEVICE_SELECTOR=${ONEAPI_DEVICE_SELECTOR}"
+
 if [ $GGML_SYCL_DEVICE -ne -1 ]; then
     echo "Use $GGML_SYCL_DEVICE as main GPU"
     #use signle GPU only
     GPUS_SETTING="-mg $GGML_SYCL_DEVICE -sm ${SPLIT_MODE}"
-    echo "ONEAPI_DEVICE_SELECTOR=${ONEAPI_DEVICE_SELECTOR}"
 else
-    echo "Use all Intel GPUs, including iGPU & dGPU"
+    echo "Use Intel GPUs: ${SYCL_DEVICES}"
     GPUS_SETTING="-sm ${SPLIT_MODE}"
  fi
 
-echo "run cmd: ZES_ENABLE_SYSMAN=1 ${BIN_FILE} -m ${MODEL_FILE} -no-cnv -p "${INPUT_PROMPT}" -n 200 -e -ngl ${NGL} -s ${SEED} -c ${CONTEXT} ${GPUS_SETTING} -lv ${LOG_VERBOSE}  --mmap "
-ZES_ENABLE_SYSMAN=1 ${BIN_FILE} -m ${MODEL_FILE} -no-cnv -p "${INPUT_PROMPT}" -n 200 -e -ngl ${NGL} -s ${SEED} -c ${CONTEXT} ${GPUS_SETTING} -lv ${LOG_VERBOSE} --mmap
+echo "run cmd: ZES_ENABLE_SYSMAN=1 ${BIN_FILE} -m ${MODEL_FILE} -no-cnv -p "${INPUT_PROMPT}" -n 200 -e -ngl ${NGL} -s ${SEED} -c ${CONTEXT} ${GPUS_SETTING} -lv ${LOG_VERBOSE} --device ${SYCL_DEVICES} --mmap "
+ZES_ENABLE_SYSMAN=1 ${BIN_FILE} -m ${MODEL_FILE} -no-cnv -p "${INPUT_PROMPT}" -n 200 -e -ngl ${NGL} -s ${SEED} -c ${CONTEXT} ${GPUS_SETTING} -lv ${LOG_VERBOSE} --device ${SYCL_DEVICES} --mmap
 
diff --git a/examples/sycl/win-start-svr.bat b/examples/sycl/win-start-svr.bat
index 13b5159e0..807710589 100644
--- a/examples/sycl/win-start-svr.bat
+++ b/examples/sycl/win-start-svr.bat
@@ -13,6 +13,7 @@ set "MODEL_FILE=..\models\Qwen3.5-4B-Q4_0.gguf"
 set "NGL=99"
 set "CONTEXT=4096"
 set "GGML_SYCL_DEVICE=-1"
+set "SYCL_DEVICES=SYCL0"
 set "SPLIT_MODE=layer"
 set "LOG_VERBOSE=3"
 
@@ -36,6 +37,21 @@ if /I "%~1"=="--context" (
   goto parse_args
 )
 
+if /I "%~1"=="-d" (
+  if "%~2"=="" goto missing_value
+  set "SYCL_DEVICES=%~2"
+  shift
+  shift
+  goto parse_args
+)
+if /I "%~1"=="--device" (
+  if "%~2"=="" goto missing_value
+  set "SYCL_DEVICES=%~2"
+  shift
+  shift
+  goto parse_args
+)
+
 if /I "%~1"=="-m" (
   if "%~2"=="" goto missing_value
   set "MODEL_FILE=%~2"
@@ -130,6 +146,7 @@ echo This script processes files with specified options.
 echo.
 echo Options:
 echo   -h, --help    Display this help message and exit.
+echo   -d, --device ^<value^>    Set SYCL devices (default: SYCL0).
 echo   -c, --context ^<value^>    Set context length. Bigger need more memory.
 echo   -m, --model   ^<value^>    Full model file path.
 echo   -mg,--main-gpu ^<value^>   Set main GPU ID (0 - n) for single GPU mode.
@@ -160,19 +177,20 @@ REM Support malloc device memory more than 4GB.
 set "UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=1"
 echo UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=%UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS%
 
+echo ONEAPI_DEVICE_SELECTOR=%ONEAPI_DEVICE_SELECTOR%
+
 if not "%GGML_SYCL_DEVICE%"=="-1" (
   echo Use %GGML_SYCL_DEVICE% as main GPU
   REM Use single GPU only.
   set "GPUS_SETTING=-mg %GGML_SYCL_DEVICE% -sm %SPLIT_MODE%"
-  echo ONEAPI_DEVICE_SELECTOR=%ONEAPI_DEVICE_SELECTOR%
-) else (
-  echo Use all Intel GPUs, including iGPU ^& dGPU
+  ) else (
+  echo Use Intel GPUs: %SYCL_DEVICES%
   set "GPUS_SETTING=-sm %SPLIT_MODE%"
 )
 
-echo run cmd: ZES_ENABLE_SYSMAN=1 %BIN_FILE% -m "%MODEL_FILE%" -ngl %NGL% -s %SEED% -c %CONTEXT% %GPUS_SETTING% -lv %LOG_VERBOSE% --mmap --host 0.0.0.0 --port 8000
+echo run cmd: ZES_ENABLE_SYSMAN=1 %BIN_FILE% -m "%MODEL_FILE%" -ngl %NGL% -s %SEED% -c %CONTEXT% %GPUS_SETTING% -lv %LOG_VERBOSE% --device %SYCL_DEVICES% --mmap --host 0.0.0.0 --port 8000
 set "ZES_ENABLE_SYSMAN=1"
-%BIN_FILE% -m "%MODEL_FILE%" -ngl %NGL% -s %SEED% -c %CONTEXT% %GPUS_SETTING% -lv %LOG_VERBOSE% --mmap --host 0.0.0.0 --port 8000
+%BIN_FILE% -m "%MODEL_FILE%" -ngl %NGL% -s %SEED% -c %CONTEXT% %GPUS_SETTING% -lv %LOG_VERBOSE% --device "%SYCL_DEVICES%" --mmap --host 0.0.0.0 --port 8000
 
 endlocal
 
diff --git a/examples/sycl/win-test.bat b/examples/sycl/win-test.bat
index 39640908b..cc6da4413 100644
--- a/examples/sycl/win-test.bat
+++ b/examples/sycl/win-test.bat
@@ -19,6 +19,7 @@ set "MODEL_FILE=..\models\llama-2-7b.Q4_0.gguf"
 set "NGL=99"
 set "CONTEXT=4096"
 set "GGML_SYCL_DEVICE=-1"
+set "SYCL_DEVICES=SYCL0"
 set "SPLIT_MODE=layer"
 set "LOG_VERBOSE=3"
 
@@ -42,6 +43,21 @@ if /I "%~1"=="--context" (
   goto parse_args
 )
 
+if /I "%~1"=="-d" (
+  if "%~2"=="" goto missing_value
+  set "SYCL_DEVICES=%~2"
+  shift
+  shift
+  goto parse_args
+)
+if /I "%~1"=="--device" (
+  if "%~2"=="" goto missing_value
+  set "SYCL_DEVICES=%~2"
+  shift
+  shift
+  goto parse_args
+)
+
 if /I "%~1"=="-p" (
   if "%~2"=="" goto missing_value
   set "INPUT_PROMPT=%~2"
@@ -151,6 +167,7 @@ echo This script processes files with specified options.
 echo.
 echo Options:
 echo   -h, --help    Display this help message and exit.
+echo   -d, --device ^<value^>    Set SYCL devices (default: SYCL0).
 echo   -c, --context ^<value^>    Set context length. Bigger need more memory.
 echo   -p, --promote ^<value^>    Prompt to start generation with.
 echo   -m, --model   ^<value^>    Full model file path.
@@ -182,19 +199,21 @@ REM Support malloc device memory more than 4GB.
 set "UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=1"
 echo UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS=%UR_L0_ENABLE_RELAXED_ALLOCATION_LIMITS%
 
+echo ONEAPI_DEVICE_SELECTOR=%ONEAPI_DEVICE_SELECTOR%
+
 if not "%GGML_SYCL_DEVICE%"=="-1" (
   echo Use %GGML_SYCL_DEVICE% as main GPU
   REM Use single GPU only.
   set "GPUS_SETTING=-mg %GGML_SYCL_DEVICE% -sm %SPLIT_MODE%"
-  echo ONEAPI_DEVICE_SELECTOR=%ONEAPI_DEVICE_SELECTOR%
-) else (
-  echo Use all Intel GPUs, including iGPU ^& dGPU
+  )
+else (
+  echo Use Intel GPUs: %SYCL_DEVICES%
   set "GPUS_SETTING=-sm %SPLIT_MODE%"
 )
 
-echo run cmd: ZES_ENABLE_SYSMAN=1 %BIN_FILE% -m %MODEL_FILE% -no-cnv -p "%INPUT_PROMPT%" -n 200 -e -ngl %NGL% -s %SEED% -c %CONTEXT% %GPUS_SETTING% -lv %LOG_VERBOSE% --mmap
+echo run cmd: ZES_ENABLE_SYSMAN=1 %BIN_FILE% -m %MODEL_FILE% -no-cnv -p "%INPUT_PROMPT%" -n 200 -e -ngl %NGL% -s %SEED% -c %CONTEXT% %GPUS_SETTING% -lv %LOG_VERBOSE% --device %SYCL_DEVICES% --mmap
 set "ZES_ENABLE_SYSMAN=1"
-%BIN_FILE% -m "%MODEL_FILE%" -no-cnv -p "%INPUT_PROMPT%" -n 200 -e -ngl %NGL% -s %SEED% -c %CONTEXT% %GPUS_SETTING% -lv %LOG_VERBOSE% --mmap
+%BIN_FILE% -m "%MODEL_FILE%" -no-cnv -p "%INPUT_PROMPT%" -n 200 -e -ngl %NGL% -s %SEED% -c %CONTEXT% %GPUS_SETTING% -lv %LOG_VERBOSE% --device "%SYCL_DEVICES%" --mmap
 
 endlocal
 
diff --git a/ggml/CMakeLists.txt b/ggml/CMakeLists.txt
index 159da3afa..1b1de6b7d 100644
--- a/ggml/CMakeLists.txt
+++ b/ggml/CMakeLists.txt
@@ -4,7 +4,7 @@ project("ggml" C CXX ASM)
 
 ### GGML Version
 set(GGML_VERSION_MAJOR 0)
-set(GGML_VERSION_MINOR 18)
+set(GGML_VERSION_MINOR 19)
 set(GGML_VERSION_PATCH 0)
 set(GGML_VERSION_BASE "${GGML_VERSION_MAJOR}.${GGML_VERSION_MINOR}.${GGML_VERSION_PATCH}")
 
diff --git a/ggml/include/ggml-backend.h b/ggml/include/ggml-backend.h
index 2924fdbe9..cc3f8cd36 100644
--- a/ggml/include/ggml-backend.h
+++ b/ggml/include/ggml-backend.h
@@ -154,6 +154,8 @@ extern "C" {
         bool buffer_from_host_ptr;
         // event synchronization
         bool events;
+        // mmap is supported for loading
+        bool mmap_support;
     };
 
     // all the device properties
diff --git a/ggml/include/ggml.h b/ggml/include/ggml.h
index 35f0c44ec..5cb49d0ee 100644
--- a/ggml/include/ggml.h
+++ b/ggml/include/ggml.h
@@ -2788,6 +2788,12 @@ extern "C" {
             struct ggml_cgraph * cgraph,
             struct ggml_tensor * tensor);
 
+    // add the tensor and its parents to the graph without marking them for compute
+    // the flag is set later, when the tensor is reached from a node that computes
+    GGML_API void ggml_build_forward_order(
+            struct ggml_cgraph * cgraph,
+            struct ggml_tensor * tensor);
+
     GGML_API void ggml_build_backward_expand(
         struct ggml_context *  ctx,        // context for gradient computation
         struct ggml_cgraph  *  cgraph,
diff --git a/ggml/src/ggml-backend-meta.cpp b/ggml/src/ggml-backend-meta.cpp
index a5a3a58ad..7654ea1f3 100644
--- a/ggml/src/ggml-backend-meta.cpp
+++ b/ggml/src/ggml-backend-meta.cpp
@@ -132,6 +132,7 @@ static void ggml_backend_meta_device_get_props(ggml_backend_dev_t dev, ggml_back
         /* .host_buffer           = */ false, // Not implemented.
         /* .buffer_from_host_ptr  = */ false, // Not implemented.
         /* .events                = */ false, // Not implemented.
+        /* .mmap_support          = */ true,
     };
     for (ggml_backend_dev_t simple_dev : meta_dev_ctx->simple_devs) {
         ggml_backend_dev_props tmp_props;
@@ -140,6 +141,7 @@ static void ggml_backend_meta_device_get_props(ggml_backend_dev_t dev, ggml_back
         props->caps.host_buffer          = props->caps.host_buffer          && tmp_props.caps.host_buffer;
         props->caps.buffer_from_host_ptr = props->caps.buffer_from_host_ptr && tmp_props.caps.buffer_from_host_ptr;
         props->caps.events               = props->caps.events               && tmp_props.caps.events;
+        props->caps.mmap_support         = props->caps.mmap_support         && tmp_props.caps.mmap_support;
     }
 }
 
diff --git a/ggml/src/ggml-backend.cpp b/ggml/src/ggml-backend.cpp
index 7f4e252dc..f6fb91798 100644
--- a/ggml/src/ggml-backend.cpp
+++ b/ggml/src/ggml-backend.cpp
@@ -765,8 +765,9 @@ struct ggml_backend_sched_split {
     int backend_id;
     int i_start;
     int i_end;
-    struct ggml_tensor * inputs[GGML_SCHED_MAX_SPLIT_INPUTS];
+    struct ggml_tensor ** inputs;
     int n_inputs;
+    int inputs_capacity;
     // graph view of this split
     struct ggml_cgraph graph;
 };
@@ -805,8 +806,9 @@ struct ggml_backend_sched {
     int cur_copy;
     int next_copy;
     ggml_backend_event_t events[GGML_SCHED_MAX_BACKENDS][GGML_SCHED_MAX_COPIES];
-    struct ggml_tensor * graph_inputs[GGML_SCHED_MAX_SPLIT_INPUTS];
+    struct ggml_tensor ** graph_inputs;
     int n_graph_inputs;
+    int graph_inputs_capacity;
 
     struct ggml_context * ctx;
 
@@ -832,6 +834,36 @@ struct ggml_backend_sched {
 #define tensor_id_copy(id, backend_id, copy_id) sched->hv_tensor_copies[(id) * sched->n_backends * sched->n_copies + (backend_id) * sched->n_copies + (copy_id)]
 #define tensor_copy(tensor, backend_id, copy_id) tensor_id_copy(hash_id(tensor), backend_id, copy_id)
 
+static void ggml_backend_sched_split_inputs_grow(struct ggml_backend_sched_split * split) {
+    int new_cap = GGML_SCHED_MAX_SPLIT_INPUTS;
+    if (split->inputs_capacity > 0) {
+        new_cap = 2*split->inputs_capacity;
+        GGML_LOG_WARN("%s: increasing split inputs capacity from %d to %d\n", __func__, split->inputs_capacity, new_cap);
+    }
+    auto * pnew = (struct ggml_tensor **) realloc((void *) split->inputs, new_cap * sizeof(struct ggml_tensor *));
+    if (pnew == NULL) {
+        GGML_LOG_ERROR("%s: failed to allocate %zu bytes\n", __func__, new_cap * sizeof(struct ggml_tensor *));
+        GGML_ABORT("failed to grow split inputs container");
+    }
+    split->inputs = pnew;
+    split->inputs_capacity = new_cap;
+}
+
+static void ggml_backend_sched_graph_inputs_grow(ggml_backend_sched_t sched) {
+    int new_cap = GGML_SCHED_MAX_SPLIT_INPUTS;
+    if (sched->graph_inputs_capacity > 0) {
+        new_cap = 2*sched->graph_inputs_capacity;
+        GGML_LOG_WARN("%s: increasing graph inputs capacity from %d to %d\n", __func__, sched->graph_inputs_capacity, new_cap);
+    }
+    auto * pnew = (struct ggml_tensor **) realloc((void *) sched->graph_inputs, new_cap * sizeof(struct ggml_tensor *));
+    if (pnew == NULL) {
+        GGML_LOG_ERROR("%s: failed to allocate %zu bytes\n", __func__, new_cap * sizeof(struct ggml_tensor *));
+        GGML_ABORT("failed to grow graph inputs container");
+    }
+    sched->graph_inputs = pnew;
+    sched->graph_inputs_capacity = new_cap;
+}
+
 // returns the priority of the backend, lower id is higher priority
 static int ggml_backend_sched_backend_id(ggml_backend_sched_t sched, ggml_backend_t backend) {
     for (int i = 0; i < sched->n_backends; i++) {
@@ -1297,7 +1329,7 @@ void ggml_backend_sched_split_graph(ggml_backend_sched_t sched, struct ggml_cgra
                     }
                     // check if the split has too many inputs
                     // FIXME: count the number of inputs instead of only checking when full
-                    if (split->n_inputs == GGML_SCHED_MAX_SPLIT_INPUTS) {
+                    if (split->n_inputs >= split->inputs_capacity) {
                         const size_t id = hash_id(src);
                         int src_backend_id = sched->hv_tensor_backend_ids[id];
                         bool supported = ggml_backend_sched_buffer_supported(sched, src, cur_backend_id);
@@ -1313,10 +1345,14 @@ void ggml_backend_sched_split_graph(ggml_backend_sched_t sched, struct ggml_cgra
                 split->i_end = i;
                 i_split++;
                 if (i_split >= sched->splits_capacity) {
+                    int old_cap = sched->splits_capacity;
                     sched->splits_capacity *= 2;
                     sched->splits = (ggml_backend_sched_split *)
                         realloc(sched->splits, sched->splits_capacity * sizeof(struct ggml_backend_sched_split));
                     GGML_ASSERT(sched->splits != NULL);
+                    for (int k = old_cap; k < sched->splits_capacity; k++) {
+                        memset(&sched->splits[k], 0, sizeof(struct ggml_backend_sched_split));
+                    }
                 }
                 split = &sched->splits[i_split];
                 split->backend_id = node_backend_id;
@@ -1353,7 +1389,9 @@ void ggml_backend_sched_split_graph(ggml_backend_sched_t sched, struct ggml_cgra
                             SET_CAUSE(tensor_copy, "4.cpy");
                         }
                         int n_graph_inputs = sched->n_graph_inputs++;
-                        GGML_ASSERT(n_graph_inputs < GGML_SCHED_MAX_SPLIT_INPUTS);
+                        if (n_graph_inputs >= sched->graph_inputs_capacity) {
+                            ggml_backend_sched_graph_inputs_grow(sched);
+                        }
                         sched->graph_inputs[n_graph_inputs] = src;
                     }
                 }
@@ -1373,7 +1411,9 @@ void ggml_backend_sched_split_graph(ggml_backend_sched_t sched, struct ggml_cgra
                             SET_CAUSE(tensor_copy, "4.cpy");
                         }
                         int n_inputs = split->n_inputs++;
-                        GGML_ASSERT(n_inputs < GGML_SCHED_MAX_SPLIT_INPUTS);
+                        if (n_inputs >= split->inputs_capacity) {
+                            ggml_backend_sched_split_inputs_grow(split);
+                        }
                         split->inputs[n_inputs] = src;
                     }
                     node->src[j] = tensor_id_copy(src_id, cur_backend_id, sched->cur_copy);
@@ -1399,7 +1439,11 @@ void ggml_backend_sched_split_graph(ggml_backend_sched_t sched, struct ggml_cgra
         sched->prev_leaf_backend_ids = tmp;
     }
 
-    int graph_size = std::max(graph->n_nodes, graph->n_leafs) + sched->n_splits*GGML_SCHED_MAX_SPLIT_INPUTS*2*sched->n_copies;
+    int total_inputs = sched->n_graph_inputs;
+    for (int i = 0; i < sched->n_splits; i++) {
+        total_inputs += sched->splits[i].n_inputs;
+    }
+    int graph_size = std::max(graph->n_nodes, graph->n_leafs) + total_inputs * 2 * sched->n_copies;
 
     // remember the actual graph_size for performing reallocation checks later [GGML_SCHED_DEBUG_REALLOC]
     sched->debug_prev_graph_size = sched->debug_graph_size;
@@ -1782,6 +1826,9 @@ ggml_backend_sched_t ggml_backend_sched_new(
     sched->splits = (ggml_backend_sched_split *) calloc(initial_splits_capacity, sizeof(sched->splits[0]));
     sched->splits_capacity = initial_splits_capacity;
 
+    sched->graph_inputs_capacity = GGML_SCHED_MAX_SPLIT_INPUTS;
+    sched->graph_inputs = (struct ggml_tensor **) calloc(sched->graph_inputs_capacity, sizeof(struct ggml_tensor *));
+
     for (int b = 0; b < n_backends; b++) {
         sched->backends[b] = backends[b];
         sched->bufts[b] = bufts ? bufts[b] : ggml_backend_get_default_buffer_type(backends[b]);
@@ -1814,7 +1861,11 @@ void ggml_backend_sched_free(ggml_backend_sched_t sched) {
     ggml_gallocr_free(sched->galloc);
     ggml_free(sched->ctx);
     ggml_hash_set_free(&sched->hash_set);
+    for (int i = 0; i < sched->splits_capacity; i++) {
+        free(sched->splits[i].inputs);
+    }
     free(sched->splits);
+    free(sched->graph_inputs);
     free(sched->hv_tensor_backend_ids);
     free(sched->hv_tensor_copies);
     free(sched->node_backend_ids);
diff --git a/ggml/src/ggml-blas/ggml-blas.cpp b/ggml/src/ggml-blas/ggml-blas.cpp
index 9745fa29f..e4b5bd254 100644
--- a/ggml/src/ggml-blas/ggml-blas.cpp
+++ b/ggml/src/ggml-blas/ggml-blas.cpp
@@ -367,6 +367,7 @@ static void ggml_backend_blas_device_get_props(ggml_backend_dev_t dev, struct gg
         /* .host_buffer           = */ false,
         /* .buffer_from_host_ptr  = */ true,
         /* .events                = */ false,
+        /* .mmap_support          = */ true,
     };
 }
 
diff --git a/ggml/src/ggml-cann/ggml-cann.cpp b/ggml/src/ggml-cann/ggml-cann.cpp
index 5f51ea3bb..ffa361af4 100644
--- a/ggml/src/ggml-cann/ggml-cann.cpp
+++ b/ggml/src/ggml-cann/ggml-cann.cpp
@@ -2815,6 +2815,7 @@ static void ggml_backend_cann_device_get_props(ggml_backend_dev_t dev, ggml_back
         /* .host_buffer           = */ host_buffer,
         /* .buffer_from_host_ptr  = */ false,
         /* .events                = */ true,
+        /* .mmap_support          = */ true,
     };
 }
 
diff --git a/ggml/src/ggml-cpu/arch/arm/cpu-feats.cpp b/ggml/src/ggml-cpu/arch/arm/cpu-feats.cpp
index adfbd2e4e..a64ad7a3c 100644
--- a/ggml/src/ggml-cpu/arch/arm/cpu-feats.cpp
+++ b/ggml/src/ggml-cpu/arch/arm/cpu-feats.cpp
@@ -8,6 +8,22 @@
 #include <sys/sysctl.h>
 #endif
 
+#if !defined(HWCAP_FPHP)
+#define HWCAP_FPHP (1 << 9)
+#endif
+
+#if !defined(HWCAP_ASIMDHP)
+#define HWCAP_ASIMDHP (1 << 10)
+#endif
+
+#if !defined(HWCAP_ASIMDDP)
+#define HWCAP_ASIMDDP (1 << 20)
+#endif
+
+#if !defined(HWCAP_SVE)
+#define HWCAP_SVE (1 << 22)
+#endif
+
 #if !defined(HWCAP2_SVE2)
 #define HWCAP2_SVE2 (1 << 1)
 #endif
@@ -23,7 +39,7 @@
 struct aarch64_features {
     // has_neon not needed, aarch64 has NEON guaranteed
     bool has_dotprod     = false;
-    bool has_fp16_va     = false;
+    bool has_fp16        = false;
     bool has_sve         = false;
     bool has_sve2        = false;
     bool has_i8mm        = false;
@@ -36,7 +52,7 @@ struct aarch64_features {
         uint32_t hwcap2 = getauxval(AT_HWCAP2);
 
         has_dotprod = !!(hwcap & HWCAP_ASIMDDP);
-        has_fp16_va = !!(hwcap & HWCAP_FPHP);
+        has_fp16    = !!(hwcap & HWCAP_FPHP) && !!(hwcap & HWCAP_ASIMDHP);
         has_sve     = !!(hwcap & HWCAP_SVE);
         has_sve2    = !!(hwcap2 & HWCAP2_SVE2);
         has_i8mm    = !!(hwcap2 & HWCAP2_I8MM);
@@ -75,7 +91,7 @@ static int ggml_backend_cpu_aarch64_score() {
     score += 1<<1;
 #endif
 #ifdef GGML_USE_FP16_VECTOR_ARITHMETIC
-    if (!af.has_fp16_va) { return 0; }
+    if (!af.has_fp16) { return 0; }
     score += 1<<2;
 #endif
 #ifdef GGML_USE_SVE
diff --git a/ggml/src/ggml-cpu/ggml-cpu.c b/ggml/src/ggml-cpu/ggml-cpu.c
index 491316f74..7918845cc 100644
--- a/ggml/src/ggml-cpu/ggml-cpu.c
+++ b/ggml/src/ggml-cpu/ggml-cpu.c
@@ -2608,7 +2608,7 @@ static bool ggml_thread_apply_priority(int32_t prio) {
     return true;
 }
 
-#elif defined(__gnu_linux__)
+#elif defined(__linux__)
 // TODO: this may not work on BSD, to be verified
 
 static bool ggml_thread_apply_affinity(const bool * mask) {
diff --git a/ggml/src/ggml-cpu/ggml-cpu.cpp b/ggml/src/ggml-cpu/ggml-cpu.cpp
index 16cc5116c..c0c9aa3cf 100644
--- a/ggml/src/ggml-cpu/ggml-cpu.cpp
+++ b/ggml/src/ggml-cpu/ggml-cpu.cpp
@@ -397,6 +397,7 @@ static void ggml_backend_cpu_device_get_props(ggml_backend_dev_t dev, struct ggm
         /* .host_buffer           = */ false,
         /* .buffer_from_host_ptr  = */ true,
         /* .events                = */ false,
+        /* .mmap_support          = */ true,
     };
 }
 
diff --git a/ggml/src/ggml-cpu/spacemit/ime.cpp b/ggml/src/ggml-cpu/spacemit/ime.cpp
index 9563ea3e4..29d683270 100644
--- a/ggml/src/ggml-cpu/spacemit/ime.cpp
+++ b/ggml/src/ggml-cpu/spacemit/ime.cpp
@@ -195,6 +195,7 @@ template <typename BLOC_TYPE, int64_t INTER_SIZE, int64_t NB_COLS> class tensor_
                     case GGML_TYPE_Q4_K:
                     case GGML_TYPE_Q6_K:
                     case GGML_TYPE_Q8_0:
+                    case GGML_TYPE_Q5_0:
                     case GGML_TYPE_Q5_1:
                     case GGML_TYPE_Q5_K:
                         //case GGML_TYPE_MXFP4:
@@ -214,6 +215,7 @@ template <typename BLOC_TYPE, int64_t INTER_SIZE, int64_t NB_COLS> class tensor_
                     case GGML_TYPE_Q4_K:
                     case GGML_TYPE_Q6_K:
                     case GGML_TYPE_Q8_0:
+                    case GGML_TYPE_Q5_0:
                     case GGML_TYPE_Q5_1:
                     case GGML_TYPE_Q5_K:
                         //case GGML_TYPE_MXFP4:
diff --git a/ggml/src/ggml-cuda/common.cuh b/ggml/src/ggml-cuda/common.cuh
index 33be16dc5..d27d8acb1 100644
--- a/ggml/src/ggml-cuda/common.cuh
+++ b/ggml/src/ggml-cuda/common.cuh
@@ -627,7 +627,8 @@ template <typename T> struct block_reduce_policy<block_reduce_method::MAX, T> {
 };
 
 template <block_reduce_method reduce_method_t, const unsigned int block_size_template = 0, typename T>
-static __device__ T block_reduce(T val, T * shared_vals) {
+static __device__ T block_reduce(T val, [[maybe_unused]] T * shared_vals) {
+    // for multi-warp reductions, callers must not reuse shared_vals until all reads from this invocation have completed
     val                           = block_reduce_policy<reduce_method_t, T>::reduce(val);
     const unsigned int block_size = block_size_template == 0 ? blockDim.x : block_size_template;
     if (block_size > WARP_SIZE) {
diff --git a/ggml/src/ggml-cuda/cpy.cu b/ggml/src/ggml-cuda/cpy.cu
index eb5eb0eb4..fd7ffc0bc 100644
--- a/ggml/src/ggml-cuda/cpy.cu
+++ b/ggml/src/ggml-cuda/cpy.cu
@@ -253,9 +253,9 @@ static void ggml_cpy_f32_q8_0_cuda(
     const int64_t nb03, const int64_t ne10, const int64_t ne11, const int64_t ne12, const int64_t nb10, const int64_t nb11, const int64_t nb12, const int64_t nb13, cudaStream_t stream) {
 
     GGML_ASSERT(ne % QK8_0 == 0);
-    const int64_t num_blocks = ne / QK8_0;
+    const int64_t num_blocks = (ne/QK8_0 + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE;
     GGML_ASSERT(num_blocks <= INT_MAX);
-    cpy_f32_q<cpy_blck_f32_q8_0, QK8_0><<<num_blocks, 1, 0, stream>>>
+    cpy_f32_q<cpy_blck_f32_q8_0, QK8_0><<<num_blocks, CUDA_CPY_BLOCK_SIZE, 0, stream>>>
         (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13);
 }
 
@@ -264,9 +264,9 @@ static void ggml_cpy_q8_0_f32_cuda(
     const int64_t ne00, const int64_t ne01, const int64_t ne02, const int64_t nb00, const int64_t nb01, const int64_t nb02,
     const int64_t nb03, const int64_t ne10, const int64_t ne11, const int64_t ne12, const int64_t nb10, const int64_t nb11, const int64_t nb12, const int64_t nb13, cudaStream_t stream) {
 
-    const int64_t num_blocks = ne;
+    const int64_t num_blocks = (ne/QK8_0 + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE;
     GGML_ASSERT(num_blocks <= INT_MAX);
-    cpy_q_f32<cpy_blck_q8_0_f32, QK8_0><<<num_blocks, 1, 0, stream>>>
+    cpy_q_f32<cpy_blck_q8_0_f32, QK8_0><<<num_blocks, CUDA_CPY_BLOCK_SIZE, 0, stream>>>
         (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13);
 }
 
@@ -276,9 +276,9 @@ static void ggml_cpy_f32_q4_0_cuda(
     const int64_t nb03, const int64_t ne10, const int64_t ne11, const int64_t ne12, const int64_t nb10, const int64_t nb11, const int64_t nb12, const int64_t nb13, cudaStream_t stream) {
 
     GGML_ASSERT(ne % QK4_0 == 0);
-    const int64_t num_blocks = ne / QK4_0;
+    const int64_t num_blocks = (ne/QK4_0 + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE;
     GGML_ASSERT(num_blocks <= INT_MAX);
-    cpy_f32_q<cpy_blck_f32_q4_0, QK4_0><<<num_blocks, 1, 0, stream>>>
+    cpy_f32_q<cpy_blck_f32_q4_0, QK4_0><<<num_blocks, CUDA_CPY_BLOCK_SIZE, 0, stream>>>
         (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13);
 }
 
@@ -289,9 +289,9 @@ static void ggml_cpy_q4_0_f32_cuda(
     const int64_t nb03, const int64_t ne10, const int64_t ne11, const int64_t ne12,
     const int64_t nb10, const int64_t nb11, const int64_t nb12, const int64_t nb13,
     cudaStream_t stream) {
-    const int64_t num_blocks = ne;
+    const int64_t num_blocks = (ne/QK4_0 + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE;
     GGML_ASSERT(num_blocks <= INT_MAX);
-    cpy_q_f32<cpy_blck_q_f32<dequantize_q4_0, QK4_0>, QK4_0><<<num_blocks, 1, 0, stream>>>(
+    cpy_q_f32<cpy_blck_q_f32<dequantize_q4_0, QK4_0>, QK4_0><<<num_blocks, CUDA_CPY_BLOCK_SIZE, 0, stream>>>(
         cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03,
          ne10, ne11, ne12, nb10, nb11, nb12, nb13);
 }
@@ -302,9 +302,9 @@ static void ggml_cpy_f32_q4_1_cuda(
     const int64_t nb03, const int64_t ne10, const int64_t ne11, const int64_t ne12, const int64_t nb10, const int64_t nb11, const int64_t nb12, const int64_t nb13, cudaStream_t stream) {
 
     GGML_ASSERT(ne % QK4_1 == 0);
-    const int64_t num_blocks = ne / QK4_1;
+    const int64_t num_blocks = (ne/QK4_1 + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE;
     GGML_ASSERT(num_blocks <= INT_MAX);
-    cpy_f32_q<cpy_blck_f32_q4_1, QK4_1><<<num_blocks, 1, 0, stream>>>
+    cpy_f32_q<cpy_blck_f32_q4_1, QK4_1><<<num_blocks, CUDA_CPY_BLOCK_SIZE, 0, stream>>>
         (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13);
 }
 
@@ -315,9 +315,9 @@ static void ggml_cpy_q4_1_f32_cuda(
     const int64_t nb03, const int64_t ne10, const int64_t ne11, const int64_t ne12,
     const int64_t nb10, const int64_t nb11, const int64_t nb12, const int64_t nb13,
     cudaStream_t stream) {
-    const int64_t num_blocks = ne;
+    const int64_t num_blocks = (ne/QK4_1 + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE;
     GGML_ASSERT(num_blocks <= INT_MAX);
-    cpy_q_f32<cpy_blck_q_f32<dequantize_q4_1, QK4_1>, QK4_1><<<num_blocks, 1, 0, stream>>>(
+    cpy_q_f32<cpy_blck_q_f32<dequantize_q4_1, QK4_1>, QK4_1><<<num_blocks, CUDA_CPY_BLOCK_SIZE, 0, stream>>>(
         cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03,
          ne10, ne11, ne12, nb10, nb11, nb12, nb13);
 }
@@ -328,9 +328,9 @@ static void ggml_cpy_f32_q5_0_cuda(
     const int64_t nb03, const int64_t ne10, const int64_t ne11, const int64_t ne12, const int64_t nb10, const int64_t nb11, const int64_t nb12, const int64_t nb13, cudaStream_t stream) {
 
     GGML_ASSERT(ne % QK5_0 == 0);
-    const int64_t num_blocks = ne / QK5_0;
+    const int64_t num_blocks = (ne/QK5_0 + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE;
     GGML_ASSERT(num_blocks <= INT_MAX);
-    cpy_f32_q<cpy_blck_f32_q5_0, QK5_0><<<num_blocks, 1, 0, stream>>>
+    cpy_f32_q<cpy_blck_f32_q5_0, QK5_0><<<num_blocks, CUDA_CPY_BLOCK_SIZE, 0, stream>>>
         (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13);
 }
 
@@ -341,9 +341,9 @@ static void ggml_cpy_q5_0_f32_cuda(
     const int64_t nb03, const int64_t ne10, const int64_t ne11, const int64_t ne12,
     const int64_t nb10, const int64_t nb11, const int64_t nb12, const int64_t nb13,
     cudaStream_t stream) {
-    const int64_t num_blocks = ne;
+    const int64_t num_blocks = (ne/QK5_0 + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE;
     GGML_ASSERT(num_blocks <= INT_MAX);
-    cpy_q_f32<cpy_blck_q_f32<dequantize_q5_0, QK5_0>, QK5_0><<<num_blocks, 1, 0, stream>>>(
+    cpy_q_f32<cpy_blck_q_f32<dequantize_q5_0, QK5_0>, QK5_0><<<num_blocks, CUDA_CPY_BLOCK_SIZE, 0, stream>>>(
         cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03,
         ne10, ne11, ne12, nb10, nb11, nb12, nb13);
 }
@@ -354,9 +354,9 @@ static void ggml_cpy_f32_q5_1_cuda(
     const int64_t nb03, const int64_t ne10, const int64_t ne11, const int64_t ne12, const int64_t nb10, const int64_t nb11, const int64_t nb12, const int64_t nb13, cudaStream_t stream) {
 
     GGML_ASSERT(ne % QK5_1 == 0);
-    const int64_t num_blocks = ne / QK5_1;
+    const int64_t num_blocks = (ne/QK5_1 + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE;
     GGML_ASSERT(num_blocks <= INT_MAX);
-    cpy_f32_q<cpy_blck_f32_q5_1, QK5_1><<<num_blocks, 1, 0, stream>>>
+    cpy_f32_q<cpy_blck_f32_q5_1, QK5_1><<<num_blocks, CUDA_CPY_BLOCK_SIZE, 0, stream>>>
         (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13);
 }
 
@@ -367,9 +367,9 @@ static void ggml_cpy_q5_1_f32_cuda(
     const int64_t nb03, const int64_t ne10, const int64_t ne11, const int64_t ne12,
     const int64_t nb10, const int64_t nb11, const int64_t nb12, const int64_t nb13,
     cudaStream_t stream) {
-    const int64_t num_blocks = ne;
+    const int64_t num_blocks = (ne/QK5_1 + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE;
     GGML_ASSERT(num_blocks <= INT_MAX);
-    cpy_q_f32<cpy_blck_q_f32<dequantize_q5_1, QK5_1>, QK5_1><<<num_blocks, 1, 0, stream>>>(
+    cpy_q_f32<cpy_blck_q_f32<dequantize_q5_1, QK5_1>, QK5_1><<<num_blocks, CUDA_CPY_BLOCK_SIZE, 0, stream>>>(
         cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03,
         ne10, ne11, ne12, nb10, nb11, nb12, nb13);
 }
@@ -380,9 +380,9 @@ static void ggml_cpy_f32_iq4_nl_cuda(
     const int64_t nb03, const int64_t ne10, const int64_t ne11, const int64_t ne12, const int64_t nb10, const int64_t nb11, const int64_t nb12, const int64_t nb13, cudaStream_t stream) {
 
     GGML_ASSERT(ne % QK4_NL == 0);
-    const int64_t num_blocks = ne / QK4_NL;
+    const int64_t num_blocks = (ne/QK4_NL + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE;
     GGML_ASSERT(num_blocks <= INT_MAX);
-    cpy_f32_q<cpy_blck_f32_iq4_nl, QK4_NL><<<num_blocks, 1, 0, stream>>>
+    cpy_f32_q<cpy_blck_f32_iq4_nl, QK4_NL><<<num_blocks, CUDA_CPY_BLOCK_SIZE, 0, stream>>>
         (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13);
 }
 
diff --git a/ggml/src/ggml-cuda/ggml-cuda.cu b/ggml/src/ggml-cuda/ggml-cuda.cu
index 561ab7ac5..cb7e9330c 100644
--- a/ggml/src/ggml-cuda/ggml-cuda.cu
+++ b/ggml/src/ggml-cuda/ggml-cuda.cu
@@ -1865,6 +1865,37 @@ static void ggml_cuda_mul_mat(ggml_backend_cuda_context & ctx, const ggml_tensor
     ggml_cuda_mul_mat_cublas(ctx, src0, src1, dst);
 }
 
+// returns true when ggml_cuda_mul_mat_id takes the fallback path that requires stream synchronization
+// [TAG_MUL_MAT_ID_CUDA_GRAPHS]
+static bool ggml_cuda_mul_mat_id_needs_sync(const ggml_tensor * dst, const int cc) {
+    const ggml_tensor * src0 = dst->src[0];
+    const ggml_tensor * src1 = dst->src[1];
+
+    if (src1->type != GGML_TYPE_F32 || dst->type != GGML_TYPE_F32) {
+        return true;
+    }
+
+    if (dst->ne[2] <= MMVQ_MAX_BATCH_SIZE) {
+        if (ggml_is_quantized(src0->type)) {
+            if (dst->ne[2] <= get_mmvq_mmid_max_batch(src0->type, cc)) {
+                return false;
+            }
+        } else if (GGML_CUDA_CC_IS_AMD(cc)) {
+            return false;
+        }
+    }
+
+    if (ggml_cuda_should_use_mmq(src0->type, cc, src1->ne[2], /*n_experts=*/src0->ne[2])) {
+        return false;
+    }
+
+    if (ggml_cuda_should_use_mmf(src0->type, cc, WARP_SIZE, src0->ne, src0->nb, src1->ne[2], /*mul_mat_id=*/true)) {
+        return false;
+    }
+
+    return true;
+}
+
 static void ggml_cuda_mul_mat_id(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
     const ggml_tensor * src0 = dst->src[0];
     const ggml_tensor * src1 = dst->src[1];
@@ -1907,7 +1938,7 @@ static void ggml_cuda_mul_mat_id(ggml_backend_cuda_context & ctx, ggml_tensor *
     }
 
     // note: this path should not be reached when recording CUDA graphs, because it requires stream synchronization
-    // TODO: add asserts to verify this. should work with CUDA, HIP, etc.
+    GGML_ASSERT(ggml_cuda_mul_mat_id_needs_sync(dst, cc));
     cudaStream_t stream = ctx.stream();
 
     GGML_ASSERT(nb12 % nb11 == 0);
@@ -2522,10 +2553,8 @@ static bool ggml_cuda_graph_check_compability(ggml_cgraph * cgraph) {
         // [TAG_MUL_MAT_ID_CUDA_GRAPHS]
         if (node->op == GGML_OP_MUL_MAT_ID) {
             const int cc = ggml_cuda_info().devices[ggml_cuda_get_device()].cc;
-            const int mmvq_mmid_max = get_mmvq_mmid_max_batch(node->src[0]->type, cc);
-            if (!ggml_is_quantized(node->src[0]->type) || node->ne[2] > mmvq_mmid_max) {
-                // under these conditions, the mul_mat_id operation will need to synchronize the stream, so we cannot use CUDA graphs
-                // TODO: figure out a way to enable for larger batch sizes, without hurting performance
+            if (ggml_cuda_mul_mat_id_needs_sync(node, cc)) {
+                // the mul_mat_id fallback path synchronizes the stream, so we cannot use CUDA graphs
                 // ref: https://github.com/ggml-org/llama.cpp/pull/18958
                 use_cuda_graph = false;
 #ifndef NDEBUG
@@ -2651,6 +2680,52 @@ static bool ggml_cuda_should_fuse_rope_set_rows(const ggml_tensor * rope,
     return true;
 }
 
+static bool ggml_cuda_should_fuse_rms_norm_mul_rope(const ggml_tensor * rms_norm,
+                                                    const ggml_tensor * mul,
+                                                    const ggml_tensor * rope) {
+    if (rms_norm->op != GGML_OP_RMS_NORM || mul->op != GGML_OP_MUL || rope->op != GGML_OP_ROPE) {
+        return false;
+    }
+
+    if (rms_norm->src[0]->type != GGML_TYPE_F32 || rms_norm->type != GGML_TYPE_F32 ||
+        mul->src[0]->type != GGML_TYPE_F32 || mul->src[1]->type != GGML_TYPE_F32 ||
+        mul->type != GGML_TYPE_F32 || rope->type != GGML_TYPE_F32) {
+        return false;
+    }
+
+    if (rope->src[0] != mul) {
+        return false;
+    }
+
+    //if rms norm is the B operand, then we don't handle broadcast
+    if (rms_norm == mul->src[1] && !ggml_are_same_shape(mul->src[0], rms_norm)) {
+        return false;
+    }
+
+    if (!ggml_are_same_shape(rms_norm, mul)) {
+        return false;
+    }
+
+    //rms_norm kernel assumes contiguous rows
+    if (!ggml_is_contiguous_rows(rms_norm->src[0]) ||
+        !ggml_is_contiguous_rows(mul->src[0]) || !ggml_is_contiguous_rows(mul->src[1])) {
+        return false;
+    }
+
+    // the fused kernel handles the norm/neox rope modes only
+    const int mode = ((const int32_t *) rope->op_params)[2];
+    if (mode != GGML_ROPE_TYPE_NORMAL && mode != GGML_ROPE_TYPE_NEOX) {
+        return false;
+    }
+
+    const int n_dims = ((const int32_t *) rope->op_params)[1];
+    if (n_dims % 2 != 0 || rope->src[0]->ne[0] % 2 != 0) {
+        return false;
+    }
+
+    return true;
+}
+
 // match gated_delta_net + the strided cpy that scatters its state snapshots into the cache
 // (slot i -> rollback group i, slot 0 newest), so the kernel can write them and skip the cpy.
 static int ggml_cuda_try_gdn_cache_fusion(
@@ -2980,6 +3055,36 @@ static bool ggml_cuda_can_fuse(const struct ggml_cgraph *                cgraph,
         }
     }
 
+    std::initializer_list<enum ggml_op> rms_norm_mul_rope_ops          = { GGML_OP_RMS_NORM, GGML_OP_MUL, GGML_OP_ROPE };
+    std::initializer_list<enum ggml_op> rms_norm_mul_rope_set_rows_ops = { GGML_OP_RMS_NORM, GGML_OP_MUL, GGML_OP_ROPE, GGML_OP_VIEW, GGML_OP_SET_ROWS };
+
+    if (is_equal(rms_norm_mul_rope_set_rows_ops, ops) && ggml_can_fuse_subgraph(cgraph, node_idx, ops, { node_idx + 4 })) {
+        const ggml_tensor * rms_norm = cgraph->nodes[node_idx];
+        const ggml_tensor * mul      = cgraph->nodes[node_idx + 1];
+        const ggml_tensor * rope     = cgraph->nodes[node_idx + 2];
+        const ggml_tensor * view     = cgraph->nodes[node_idx + 3];
+        const ggml_tensor * set_rows = cgraph->nodes[node_idx + 4];
+
+        if (ggml_check_edges(cgraph, node_idx, {{1, 0, 0}, {2, 0, 1}, {3, 0, 2}, {4, 0, 3}}) &&
+            ggml_cuda_should_fuse_rms_norm_mul_rope(rms_norm, mul, rope) &&
+            ggml_cuda_should_fuse_rope_set_rows(rope, view, set_rows)) {
+            int out_nodes[] = { node_idx + 4 };
+            return ggml_cuda_check_fusion_memory_ranges(cgraph, node_idx, (int)ops.size(), out_nodes, 1);
+        }
+    }
+
+    if (is_equal(rms_norm_mul_rope_ops, ops) && ggml_can_fuse(cgraph, node_idx, ops)) {
+        const ggml_tensor * rms_norm = cgraph->nodes[node_idx];
+        const ggml_tensor * mul      = cgraph->nodes[node_idx + 1];
+        const ggml_tensor * rope     = cgraph->nodes[node_idx + 2];
+
+        if (ggml_cuda_should_fuse_rms_norm_mul_rope(rms_norm, mul, rope)) {
+            int out_nodes[] = { node_idx + 2 };
+            return ggml_cuda_check_fusion_memory_ranges(cgraph, node_idx, (int)ops.size(), out_nodes, 1);
+        }
+        return false;
+    }
+
     std::initializer_list<enum ggml_op> rope_set_rows_ops = { GGML_OP_ROPE, GGML_OP_VIEW, GGML_OP_SET_ROWS };
 
     if (is_equal(rope_set_rows_ops, ops) && ggml_can_fuse_subgraph(cgraph, node_idx, ops, { node_idx + 2 })) {
@@ -2988,7 +3093,8 @@ static bool ggml_cuda_can_fuse(const struct ggml_cgraph *                cgraph,
         const ggml_tensor * set_rows = cgraph->nodes[node_idx + 2];
 
         if (ggml_cuda_should_fuse_rope_set_rows(rope, view, set_rows)) {
-            return true;
+            int out_nodes[] = { node_idx + 2 };
+            return ggml_cuda_check_fusion_memory_ranges(cgraph, node_idx, (int)ops.size(), out_nodes, 1);
         }
     }
 
@@ -3840,6 +3946,16 @@ static int ggml_cuda_try_fuse(ggml_backend_cuda_context * cuda_ctx, ggml_cgraph
         return fused_node_count - 1;
     }
 
+    if (ggml_cuda_can_fuse(cgraph, i, { GGML_OP_RMS_NORM, GGML_OP_MUL, GGML_OP_ROPE, GGML_OP_VIEW, GGML_OP_SET_ROWS }, {})) {
+        ggml_cuda_op_rms_norm_mul_rope_fused(*cuda_ctx, node, cgraph->nodes[i + 1], cgraph->nodes[i + 2], cgraph->nodes[i + 4]);
+        return 4;
+    }
+
+    if (ggml_cuda_can_fuse(cgraph, i, { GGML_OP_RMS_NORM, GGML_OP_MUL, GGML_OP_ROPE }, {})) {
+        ggml_cuda_op_rms_norm_mul_rope_fused(*cuda_ctx, node, cgraph->nodes[i + 1], cgraph->nodes[i + 2], nullptr);
+        return 2;
+    }
+
     if (ggml_cuda_can_fuse(cgraph, i, { GGML_OP_RMS_NORM, GGML_OP_MUL, GGML_OP_ADD }, {})) {
         ggml_cuda_op_rms_norm_fused_add(*cuda_ctx, node, cgraph->nodes[i + 1], cgraph->nodes[i + 2]);
         return 2;
@@ -4033,7 +4149,11 @@ static void ggml_cuda_graph_evaluate_and_capture(ggml_backend_cuda_context * cud
                     continue;
                 }
 #ifndef NDEBUG
-                assert(node->buffer->buft == ggml_backend_cuda_buffer_type(cuda_ctx->device));
+                // On integrated GPUs (APUs, e.g. RDNA3.5) the scheduler may place a
+                // node's output on the host-visible buffer, which the compute path
+                // handles. Allow that here, mirroring the src-tensor check below.
+                assert(node->buffer->buft == ggml_backend_cuda_buffer_type(cuda_ctx->device) ||
+                       (integrated && ggml_backend_buft_is_cuda_host(node->buffer->buft)));
                 for (int j = 0; j < GGML_MAX_SRC; j++) {
                     if (node->src[j] != nullptr) {
                         assert(node->src[j]->buffer);
@@ -4710,6 +4830,7 @@ static void ggml_backend_cuda_device_get_props(ggml_backend_dev_t dev, ggml_back
         /* .host_buffer           = */ host_buffer,
         /* .buffer_from_host_ptr  = */ false,
         /* .events                = */ events,
+        /* .mmap_support          = */ props->type != GGML_BACKEND_DEVICE_TYPE_IGPU,
     };
 }
 
@@ -5094,7 +5215,7 @@ static bool ggml_backend_cuda_device_supports_op(ggml_backend_dev_t dev, const g
             return max_bias == 0.0f;
         }
         case GGML_OP_ROLL:
-            if(op->src[0]->type == GGML_TYPE_F32) {
+            if(op->src[0]->type == GGML_TYPE_F32 && ggml_is_contiguous(op->src[0])) {
                 return true;
             }
             return false;
@@ -5205,6 +5326,7 @@ static bool ggml_backend_cuda_device_offload_op(ggml_backend_dev_t dev, const gg
 
 static ggml_backend_event_t ggml_backend_cuda_device_event_new(ggml_backend_dev_t dev) {
 #ifdef GGML_CUDA_NO_PEER_COPY
+    GGML_UNUSED(dev);
     return nullptr;
 #else
     ggml_backend_cuda_device_context * dev_ctx = (ggml_backend_cuda_device_context *)dev->context;
diff --git a/ggml/src/ggml-cuda/norm.cu b/ggml/src/ggml-cuda/norm.cu
index 09d9f3a7d..c3758cd50 100644
--- a/ggml/src/ggml-cuda/norm.cu
+++ b/ggml/src/ggml-cuda/norm.cu
@@ -64,7 +64,7 @@ static __global__ void group_norm_f32(const float * x, float * dst, const int gr
         tmp += xi * xi;
     }
 
-    tmp = block_reduce<block_reduce_method::SUM, block_size>(tmp, s_sum);
+    tmp = block_reduce<block_reduce_method::SUM, block_size>(tmp, s_sum + 32);
 
     const float variance = tmp / group_size;
     const float scale = rsqrtf(variance + eps);
@@ -297,7 +297,7 @@ static void group_norm_f32_cuda(
         group_norm_f32<WARP_SIZE><<<num_groups, block_dims, 0, stream>>>(x, dst, group_size, ne_elements, eps);
     } else {
         const dim3 block_dims(1024, 1, 1);
-        group_norm_f32<1024><<<num_groups, block_dims, block_dims.x > WARP_SIZE ? 32 * sizeof(float): 0, stream>>>(x, dst, group_size, ne_elements, eps);
+        group_norm_f32<1024><<<num_groups, block_dims, block_dims.x > WARP_SIZE ? 2 * 32 * sizeof(float): 0, stream>>>(x, dst, group_size, ne_elements, eps);
     }
 }
 
diff --git a/ggml/src/ggml-cuda/quantize.cu b/ggml/src/ggml-cuda/quantize.cu
index 2bd9b6262..bcc772395 100644
--- a/ggml/src/ggml-cuda/quantize.cu
+++ b/ggml/src/ggml-cuda/quantize.cu
@@ -8,7 +8,6 @@ struct __builtin_align__(32) float8 {
     float x; float y; float z; float w;
     float p; float q; float r; float s;
 };
-#endif
 
 #if CUDART_VERSION >= 12080
 static __device__ __forceinline__ float nvfp4_native_scale_error(
@@ -49,6 +48,7 @@ static __device__ __forceinline__ float nvfp4_native_scale_error(
     return err;
 }
 #endif // CUDART_VERSION >= 12080
+#endif // defined(BLACKWELL_MMA_AVAILABLE)
 
 __launch_bounds__(CUDA_QUANTIZE_BLOCK_SIZE, 1)
 static __global__ void quantize_q8_1(
diff --git a/ggml/src/ggml-cuda/rope.cu b/ggml/src/ggml-cuda/rope.cu
index e20a5cb6b..504c6b818 100644
--- a/ggml/src/ggml-cuda/rope.cu
+++ b/ggml/src/ggml-cuda/rope.cu
@@ -670,3 +670,238 @@ void ggml_cuda_op_rope_back(ggml_backend_cuda_context & ctx, ggml_tensor * dst)
 void ggml_cuda_op_rope_fused(ggml_backend_cuda_context & ctx, ggml_tensor * rope, ggml_tensor * set_rows) {
     ggml_cuda_op_rope_impl<true>(ctx, rope, set_rows);
 }
+
+// fused RMS_NORM + MUL + ROPE (+ VIEW + SET_ROWS)
+// one block per row: block_reduce gives the norm scale, then each thread applies mul and rope to the elements it owns
+template <int block_size, bool has_ff, typename D>
+static __global__ void rms_norm_mul_rope_f32(
+        const float * x, D * dst, const int ncols,
+        const int64_t s01, const int64_t s02, const int64_t s03,
+        const int64_t s1, const int64_t s2, const int64_t s3,
+        const float eps,
+        const float * mul,
+        const int64_t mul_s01, const int64_t mul_s02, const int64_t mul_s03,
+        const uint3 mul_ncols_packed, const uint3 mul_nrows_packed,
+        const uint3 mul_nchannels_packed, const uint3 mul_nsamples_packed,
+        const int n_dims, const int32_t * pos,
+        const float freq_scale, const float ext_factor, const float attn_factor,
+        const rope_corr_dims corr_dims, const float theta_scale,
+        const float * freq_factors,
+        const int64_t * row_indices, const int set_rows_stride,
+        const bool is_neox) {
+    ggml_cuda_pdl_lc();
+    const int row     = blockIdx.x;
+    const int channel = blockIdx.y;
+    const int sample  = blockIdx.z;
+    const int tid     = threadIdx.x;
+
+    x += sample*s03 + channel*s02 + row*s01;
+
+    const uint32_t mul_row     = fastmodulo(row,     mul_nrows_packed);
+    const uint32_t mul_channel = fastmodulo(channel, mul_nchannels_packed);
+    const uint32_t mul_sample  = fastmodulo(sample,  mul_nsamples_packed);
+    mul += mul_sample*mul_s03 + mul_channel*mul_s02 + mul_row*mul_s01;
+
+    float tmp = 0.0f;
+
+    ggml_cuda_pdl_sync();
+    for (int col = tid; col < ncols; col += block_size) {
+        const float xi = x[col];
+        tmp += xi * xi;
+    }
+
+    extern __shared__ float s_sum[];
+    tmp = block_reduce<block_reduce_method::SUM, block_size>(tmp, s_sum);
+
+    const float scale = rsqrtf(tmp/ncols + eps);
+
+    int64_t idst = sample*s3 + channel*s2 + row*s1;
+    if (set_rows_stride != 0) {
+        idst = row*s1 + row_indices[channel]*set_rows_stride;
+    }
+    dst += idst;
+
+    for (int i0 = 2*tid; i0 < ncols; i0 += 2*block_size) {
+        int ix0;
+        int ix1;
+        if (is_neox && i0 < n_dims) {
+            ix0 = i0/2;
+            ix1 = i0/2 + n_dims/2;
+        } else {
+            ix0 = i0 + 0;
+            ix1 = i0 + 1;
+        }
+
+        const float x0 = scale * x[ix0] * mul[fastmodulo(ix0, mul_ncols_packed)];
+        const float x1 = scale * x[ix1] * mul[fastmodulo(ix1, mul_ncols_packed)];
+
+        if (i0 >= n_dims) {
+            dst[ix0] = ggml_cuda_cast<D>(x0);
+            dst[ix1] = ggml_cuda_cast<D>(x1);
+            continue;
+        }
+
+        const float theta_base  = pos[channel]*powf(theta_scale, i0/2.0f);
+        const float freq_factor = has_ff ? freq_factors[i0/2] : 1.0f;
+
+        float cos_theta;
+        float sin_theta;
+        rope_yarn<true>(theta_base/freq_factor, freq_scale, corr_dims, i0, ext_factor, attn_factor, cos_theta, sin_theta);
+
+        dst[ix0] = ggml_cuda_cast<D>(x0*cos_theta - x1*sin_theta);
+        dst[ix1] = ggml_cuda_cast<D>(x0*sin_theta + x1*cos_theta);
+    }
+}
+
+template <typename D>
+static void rms_norm_mul_rope_cuda(
+        const float * x, D * dst,
+        const int ncols, const int nrows, const int nchannels, const int nsamples,
+        const int64_t s01, const int64_t s02, const int64_t s03,
+        const int64_t s1, const int64_t s2, const int64_t s3,
+        const float eps,
+        const float * mul,
+        const int64_t mul_s01, const int64_t mul_s02, const int64_t mul_s03,
+        const uint32_t mul_ncols, const uint32_t mul_nrows,
+        const uint32_t mul_nchannels, const uint32_t mul_nsamples,
+        const int n_dims, const int32_t * pos,
+        const float freq_scale, const float freq_base, const float ext_factor, const float attn_factor,
+        const rope_corr_dims corr_dims,
+        const float * freq_factors,
+        const int64_t * row_indices, const int set_rows_stride,
+        const bool is_neox, cudaStream_t stream) {
+    GGML_ASSERT(ncols % 2 == 0);
+
+    const dim3 blocks_num(nrows, nchannels, nsamples);
+
+    const float theta_scale = powf(freq_base, -2.0f/n_dims);
+
+    const uint3 mul_ncols_packed     = init_fastdiv_values(mul_ncols);
+    const uint3 mul_nrows_packed     = init_fastdiv_values(mul_nrows);
+    const uint3 mul_nchannels_packed = init_fastdiv_values(mul_nchannels);
+    const uint3 mul_nsamples_packed  = init_fastdiv_values(mul_nsamples);
+
+    if (ncols < 1024) {
+        const dim3 block_dims(256, 1, 1);
+        const ggml_cuda_kernel_launch_params launch_params = {blocks_num, block_dims, 32*sizeof(float), stream};
+        if (freq_factors == nullptr) {
+            ggml_cuda_kernel_launch(rms_norm_mul_rope_f32<256, false, D>, launch_params,
+                x, dst, ncols, s01, s02, s03, s1, s2, s3, eps, mul, mul_s01, mul_s02, mul_s03,
+                mul_ncols_packed, mul_nrows_packed, mul_nchannels_packed, mul_nsamples_packed,
+                n_dims, pos, freq_scale, ext_factor, attn_factor, corr_dims, theta_scale,
+                freq_factors, row_indices, set_rows_stride, is_neox);
+        } else {
+            ggml_cuda_kernel_launch(rms_norm_mul_rope_f32<256, true, D>, launch_params,
+                x, dst, ncols, s01, s02, s03, s1, s2, s3, eps, mul, mul_s01, mul_s02, mul_s03,
+                mul_ncols_packed, mul_nrows_packed, mul_nchannels_packed, mul_nsamples_packed,
+                n_dims, pos, freq_scale, ext_factor, attn_factor, corr_dims, theta_scale,
+                freq_factors, row_indices, set_rows_stride, is_neox);
+        }
+    } else {
+        const dim3 block_dims(1024, 1, 1);
+        const ggml_cuda_kernel_launch_params launch_params = {blocks_num, block_dims, 32*sizeof(float), stream};
+        if (freq_factors == nullptr) {
+            ggml_cuda_kernel_launch(rms_norm_mul_rope_f32<1024, false, D>, launch_params,
+                x, dst, ncols, s01, s02, s03, s1, s2, s3, eps, mul, mul_s01, mul_s02, mul_s03,
+                mul_ncols_packed, mul_nrows_packed, mul_nchannels_packed, mul_nsamples_packed,
+                n_dims, pos, freq_scale, ext_factor, attn_factor, corr_dims, theta_scale,
+                freq_factors, row_indices, set_rows_stride, is_neox);
+        } else {
+            ggml_cuda_kernel_launch(rms_norm_mul_rope_f32<1024, true, D>, launch_params,
+                x, dst, ncols, s01, s02, s03, s1, s2, s3, eps, mul, mul_s01, mul_s02, mul_s03,
+                mul_ncols_packed, mul_nrows_packed, mul_nchannels_packed, mul_nsamples_packed,
+                n_dims, pos, freq_scale, ext_factor, attn_factor, corr_dims, theta_scale,
+                freq_factors, row_indices, set_rows_stride, is_neox);
+        }
+    }
+}
+
+void ggml_cuda_op_rms_norm_mul_rope_fused(ggml_backend_cuda_context & ctx,
+        ggml_tensor * rms_norm, ggml_tensor * mul, ggml_tensor * rope, ggml_tensor * set_rows) {
+    const ggml_tensor * x = rms_norm->src[0];
+    const ggml_tensor * mul_src = mul->src[0] == rms_norm ? mul->src[1] : mul->src[0];
+
+    float eps = 0.0f;
+    memcpy(&eps, rms_norm->op_params, sizeof(float));
+    GGML_ASSERT(eps >= 0.0f);
+
+    GGML_ASSERT(x->type == GGML_TYPE_F32);
+    GGML_ASSERT(mul_src->type == GGML_TYPE_F32);
+    GGML_ASSERT(rope->type == GGML_TYPE_F32);
+
+    void *          dst_d           = rope->data;
+    ggml_type       dst_type        = rope->type;
+    const int64_t * row_indices     = nullptr;
+    int             set_rows_stride = 0;
+
+    if (set_rows != nullptr) {
+        dst_d           = set_rows->data;
+        dst_type        = set_rows->type;
+        row_indices     = (const int64_t *) set_rows->src[1]->data;
+        set_rows_stride = set_rows->nb[1] / ggml_type_size(set_rows->type);
+    }
+
+    const int n_dims     = ((const int32_t *) rope->op_params)[1];
+    const int mode       = ((const int32_t *) rope->op_params)[2];
+    const int n_ctx_orig = ((const int32_t *) rope->op_params)[4];
+
+    float freq_base;
+    float freq_scale;
+    float ext_factor;
+    float attn_factor;
+    float beta_fast;
+    float beta_slow;
+
+    memcpy(&freq_base,   (const int32_t *) rope->op_params +  5, sizeof(float));
+    memcpy(&freq_scale,  (const int32_t *) rope->op_params +  6, sizeof(float));
+    memcpy(&ext_factor,  (const int32_t *) rope->op_params +  7, sizeof(float));
+    memcpy(&attn_factor, (const int32_t *) rope->op_params +  8, sizeof(float));
+    memcpy(&beta_fast,   (const int32_t *) rope->op_params +  9, sizeof(float));
+    memcpy(&beta_slow,   (const int32_t *) rope->op_params + 10, sizeof(float));
+
+    const bool is_neox = mode & GGML_ROPE_TYPE_NEOX;
+
+    const int32_t * pos = (const int32_t *) rope->src[1]->data;
+
+    const float * freq_factors = rope->src[2] != nullptr ? (const float *) rope->src[2]->data : nullptr;
+
+    rope_corr_dims corr_dims;
+    ggml_rope_yarn_corr_dims(n_dims, n_ctx_orig, freq_base, beta_fast, beta_slow, corr_dims.v);
+
+    const size_t ts0 = ggml_type_size(x->type);
+    GGML_ASSERT(x->nb[0] == ts0);
+    const int64_t s01 = x->nb[1] / ts0;
+    const int64_t s02 = x->nb[2] / ts0;
+    const int64_t s03 = x->nb[3] / ts0;
+
+    const size_t ts_mul = ggml_type_size(mul_src->type);
+    GGML_ASSERT(mul_src->nb[0] == ts_mul);
+    const int64_t mul_s01 = mul_src->nb[1] / ts_mul;
+    const int64_t mul_s02 = mul_src->nb[2] / ts_mul;
+    const int64_t mul_s03 = mul_src->nb[3] / ts_mul;
+
+    const size_t ts_dst = ggml_type_size(rope->type);
+    const int64_t s1 = rope->nb[1] / ts_dst;
+    const int64_t s2 = rope->nb[2] / ts_dst;
+    const int64_t s3 = rope->nb[3] / ts_dst;
+
+    cudaStream_t stream = ctx.stream();
+
+    if (dst_type == GGML_TYPE_F32) {
+        rms_norm_mul_rope_cuda((const float *) x->data, (float *) dst_d,
+            x->ne[0], x->ne[1], x->ne[2], x->ne[3], s01, s02, s03, s1, s2, s3, eps,
+            (const float *) mul_src->data, mul_s01, mul_s02, mul_s03,
+            mul_src->ne[0], mul_src->ne[1], mul_src->ne[2], mul_src->ne[3],
+            n_dims, pos, freq_scale, freq_base, ext_factor, attn_factor, corr_dims,
+            freq_factors, row_indices, set_rows_stride, is_neox, stream);
+    } else if (dst_type == GGML_TYPE_F16) {
+        rms_norm_mul_rope_cuda((const float *) x->data, (half *) dst_d,
+            x->ne[0], x->ne[1], x->ne[2], x->ne[3], s01, s02, s03, s1, s2, s3, eps,
+            (const float *) mul_src->data, mul_s01, mul_s02, mul_s03,
+            mul_src->ne[0], mul_src->ne[1], mul_src->ne[2], mul_src->ne[3],
+            n_dims, pos, freq_scale, freq_base, ext_factor, attn_factor, corr_dims,
+            freq_factors, row_indices, set_rows_stride, is_neox, stream);
+    } else {
+        GGML_ABORT("fatal error");
+    }
+}
diff --git a/ggml/src/ggml-cuda/rope.cuh b/ggml/src/ggml-cuda/rope.cuh
index 72af086cd..7ce2d71c5 100644
--- a/ggml/src/ggml-cuda/rope.cuh
+++ b/ggml/src/ggml-cuda/rope.cuh
@@ -7,3 +7,5 @@ void ggml_cuda_op_rope(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
 void ggml_cuda_op_rope_back(ggml_backend_cuda_context & ctx, ggml_tensor * dst);
 
 void ggml_cuda_op_rope_fused(ggml_backend_cuda_context & ctx, ggml_tensor * dst, ggml_tensor * set_rows);
+
+void ggml_cuda_op_rms_norm_mul_rope_fused(ggml_backend_cuda_context & ctx, ggml_tensor * rms_norm, ggml_tensor * mul, ggml_tensor * rope, ggml_tensor * set_rows);
diff --git a/ggml/src/ggml-cuda/softmax.cu b/ggml/src/ggml-cuda/softmax.cu
index 285c0e954..f320c6f00 100644
--- a/ggml/src/ggml-cuda/softmax.cu
+++ b/ggml/src/ggml-cuda/softmax.cu
@@ -116,6 +116,11 @@ static __global__ void soft_max_f32(
         vals[col] = val;
     }
 
+    if (block_size > WARP_SIZE) {
+        // sync is needed as we reuse buf_iw across block_reduce invocations, see #26385
+        // for block_size <= WARP_SIZE, block_reduce does not access buf_iw
+        __syncthreads();
+    }
     // find the sum of exps in the block
     tmp = block_reduce<block_reduce_method::SUM, block_size_template>(tmp, buf_iw);
 
@@ -142,6 +147,8 @@ static __device__ void soft_max_f32_parallelize_cols_single_row(const float * __
                                                                 float * __restrict__ dst,
                                                                 float * __restrict__ tmp_maxs,
                                                                 float * __restrict__ tmp_sums,
+                                                                float * shared_vals_max,
+                                                                float * shared_vals_sum,
                                                                 const soft_max_params p) {
     namespace cg = cooperative_groups;
 
@@ -154,7 +161,6 @@ static __device__ void soft_max_f32_parallelize_cols_single_row(const float * __
     float     local_vals[n_elem_per_thread] = { -INFINITY, -INFINITY, -INFINITY, -INFINITY };
     float     local_max                     = -INFINITY;
     const int step_size                     = gridDim.x * blockDim.x;
-    __shared__ float shared_vals[32];
 
     // Compute thread-local max
     for (int col = col_start; col < p.ncols;) {
@@ -171,7 +177,7 @@ static __device__ void soft_max_f32_parallelize_cols_single_row(const float * __
     }
 
     // Compute CTA-level max
-    local_max = block_reduce<block_reduce_method::MAX>(local_max, shared_vals);
+    local_max = block_reduce<block_reduce_method::MAX>(local_max, shared_vals_max);
 
     // Store CTA-level max to GMEM
     if (tid == 0) {
@@ -186,7 +192,7 @@ static __device__ void soft_max_f32_parallelize_cols_single_row(const float * __
     } else {
         local_max = -INFINITY;
     }
-    local_max = block_reduce<block_reduce_method::MAX>(local_max, shared_vals);
+    local_max = block_reduce<block_reduce_method::MAX>(local_max, shared_vals_max);
 
     // Compute softmax dividends, accumulate divisor
     float tmp_expf = 0.0f;
@@ -209,7 +215,7 @@ static __device__ void soft_max_f32_parallelize_cols_single_row(const float * __
     }
 
     // Reduce divisor within CTA
-    tmp_expf = block_reduce<block_reduce_method::SUM>(tmp_expf, shared_vals);
+    tmp_expf = block_reduce<block_reduce_method::SUM>(tmp_expf, shared_vals_sum);
 
     // Store CTA-level sum to GMEM
     if (tid == 0) {
@@ -223,7 +229,7 @@ static __device__ void soft_max_f32_parallelize_cols_single_row(const float * __
     } else {
         tmp_expf = 0.0f;
     }
-    tmp_expf = block_reduce<block_reduce_method::SUM>(tmp_expf, shared_vals);
+    tmp_expf = block_reduce<block_reduce_method::SUM>(tmp_expf, shared_vals_sum);
 
     // Divide dividend by global sum + store data
     for (int col = col_start; col < p.ncols;) {
@@ -310,9 +316,11 @@ __launch_bounds__(8*WARP_SIZE, 1) static __global__ void soft_max_f32_paralleliz
 // https://docs.nvidia.com/cuda/cuda-programming-guide/05-appendices/device-callable-apis.html#grid-synchronization
 // https://docs.nvidia.com/cuda/cuda-programming-guide/05-appendices/device-callable-apis.html#class-cluster-group
 {
+    __shared__ float shared_vals[2][32];
+
     for (int rowx = 0; rowx < p.ne01 * p.ne02 * p.ne03; rowx++) {
         soft_max_f32_parallelize_cols_single_row(x + int64_t(rowx) * p.ncols, dst + int64_t(rowx) * p.ncols, tmp_maxs,
-                                                 tmp_sums, p);
+                                                 tmp_sums, shared_vals[0], shared_vals[1], p);
     }
 }
 
diff --git a/ggml/src/ggml-cuda/wkv.cu b/ggml/src/ggml-cuda/wkv.cu
index d2fced705..236111212 100644
--- a/ggml/src/ggml-cuda/wkv.cu
+++ b/ggml/src/ggml-cuda/wkv.cu
@@ -141,6 +141,57 @@ static __global__ void rwkv_wkv7_f32(const int B, const int T, const int C, cons
     }
 }
 
+template <int rows_per_block>
+static __global__ void __launch_bounds__(WARP_SIZE * rows_per_block, 2)
+rwkv_wkv7_f32_t1_warp_row(const int T, const int C, const int H, const float * r, const float * w, const float * k, const float * v, const float * a, const float * b, const float * s, float * dst) {
+    constexpr int head_size = CUDA_WKV_BLOCK_SIZE;
+    constexpr int half_head = head_size / 2;
+
+    const int lane = threadIdx.x;
+    const int row  = blockIdx.y * rows_per_block + threadIdx.y;
+    const int bid  = blockIdx.x;
+
+    const int batch_i = bid / H;
+    const int head_i  = bid % H;
+    const int state_size = C * head_size;
+    const int head_off = head_i * head_size;
+    const int t = batch_i * C + head_off + row;
+
+    __shared__ float _r[head_size], _w[head_size], _k[head_size], _a[head_size], _b[head_size];
+
+    if (threadIdx.y == 0) {
+        _r[lane] = r[batch_i * C + head_off + lane];
+        _w[lane] = w[batch_i * C + head_off + lane];
+        _k[lane] = k[batch_i * C + head_off + lane];
+        _a[lane] = a[batch_i * C + head_off + lane];
+        _b[lane] = b[batch_i * C + head_off + lane];
+
+        _r[lane + half_head] = r[batch_i * C + head_off + lane + half_head];
+        _w[lane + half_head] = w[batch_i * C + head_off + lane + half_head];
+        _k[lane + half_head] = k[batch_i * C + head_off + lane + half_head];
+        _a[lane + half_head] = a[batch_i * C + head_off + lane + half_head];
+        _b[lane + half_head] = b[batch_i * C + head_off + lane + half_head];
+    }
+    __syncthreads();
+
+    const int64_t state_base = batch_i * state_size + head_i * head_size * head_size + row * head_size;
+    const float s0 = s[state_base + lane];
+    const float s1 = s[state_base + lane + half_head];
+    const float sa = warp_reduce_sum(_a[lane] * s0 + _a[lane + half_head] * s1);
+
+    const float vt  = v[t];
+    const float st0 = s0 * _w[lane]             + _k[lane]             * vt + sa * _b[lane];
+    const float st1 = s1 * _w[lane + half_head] + _k[lane + half_head] * vt + sa * _b[lane + half_head];
+    const float y   = warp_reduce_sum(st0 * _r[lane] + st1 * _r[lane + half_head]);
+
+    dst[T * C + state_base + lane]             = st0;
+    dst[T * C + state_base + lane + half_head] = st1;
+
+    if (lane == 0) {
+        dst[t] = y;
+    }
+}
+
 void ggml_cuda_op_rwkv_wkv6(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
     const float * k_d  = (const float *)dst->src[0]->data;
     const float * v_d  = (const float *)dst->src[1]->data;
@@ -191,7 +242,10 @@ void ggml_cuda_op_rwkv_wkv7(ggml_backend_cuda_context & ctx, ggml_tensor * dst)
     GGML_ASSERT(C % H == 0);
     GGML_ASSERT(C / H == CUDA_WKV_BLOCK_SIZE || C / H == CUDA_WKV_BLOCK_SIZE * 2);
 
-    if (C / H == CUDA_WKV_BLOCK_SIZE) {
+    if (T / B == 1 && C / H == CUDA_WKV_BLOCK_SIZE) {
+        constexpr int rows_per_block = 4;
+        rwkv_wkv7_f32_t1_warp_row<rows_per_block><<<dim3(B * H, CUDA_WKV_BLOCK_SIZE / rows_per_block), dim3(WARP_SIZE, rows_per_block), 0, stream>>>(T, C, H, r_d, w_d, k_d, v_d, a_d, b_d, s_d, dst_d);
+    } else if (C / H == CUDA_WKV_BLOCK_SIZE) {
         rwkv_wkv7_f32<CUDA_WKV_BLOCK_SIZE><<<B * H, C / H, 0, stream>>>(B, T, C, H, r_d, w_d, k_d, v_d, a_d, b_d, s_d, dst_d);
     } else {
         rwkv_wkv7_f32<CUDA_WKV_BLOCK_SIZE * 2><<<B * H, C / H, 0, stream>>>(B, T, C, H, r_d, w_d, k_d, v_d, a_d, b_d, s_d, dst_d);
diff --git a/ggml/src/ggml-et/ggml-et.cpp b/ggml/src/ggml-et/ggml-et.cpp
index b30209095..e8482f734 100644
--- a/ggml/src/ggml-et/ggml-et.cpp
+++ b/ggml/src/ggml-et/ggml-et.cpp
@@ -1646,6 +1646,7 @@ static void ggml_backend_et_device_get_props(ggml_backend_dev_t dev, struct ggml
         /* .host_buffer           = */ false,
         /* .buffer_from_host_ptr  = */ false,
         /* .events                = */ false,
+        /* .mmap_support          = */ true,
     };
 }
 
diff --git a/ggml/src/ggml-hexagon/ggml-hexagon.cpp b/ggml/src/ggml-hexagon/ggml-hexagon.cpp
index bdb8af082..f80c60a50 100644
--- a/ggml/src/ggml-hexagon/ggml-hexagon.cpp
+++ b/ggml/src/ggml-hexagon/ggml-hexagon.cpp
@@ -3930,6 +3930,7 @@ static void ggml_backend_hexagon_device_get_props(ggml_backend_dev_t dev, struct
         /* .host_buffer           = */ (bool) opt_hostbuf,
         /* .buffer_from_host_ptr  = */ false,
         /* .events                = */ false,
+        /* .mmap_support          = */ false,
     };
 }
 
diff --git a/ggml/src/ggml-metal/ggml-metal-device.cpp b/ggml/src/ggml-metal/ggml-metal-device.cpp
index 16e98eb51..c153bd821 100644
--- a/ggml/src/ggml-metal/ggml-metal-device.cpp
+++ b/ggml/src/ggml-metal/ggml-metal-device.cpp
@@ -477,6 +477,41 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_soft_max(ggml_me
     return res;
 }
 
+ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_lightning_indexer(
+        ggml_metal_library_t lib,
+        const ggml_tensor * op) {
+    GGML_ASSERT(op->op == GGML_OP_LIGHTNING_INDEXER);
+
+    char name[256];
+
+    snprintf(name, 256, "kernel_lightning_indexer_%s", ggml_type_name(op->src[1]->type));
+
+    ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name);
+    if (!res.pipeline) {
+        res = ggml_metal_library_compile_pipeline(lib, name, name, nullptr);
+    }
+
+    return res;
+}
+
+ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_dsv4_hc(ggml_metal_library_t lib, ggml_op op) {
+    const char * name = nullptr;
+
+    switch (op) {
+        case GGML_OP_DSV4_HC_COMB: name = "kernel_dsv4_hc_comb_f32"; break;
+        case GGML_OP_DSV4_HC_PRE:  name = "kernel_dsv4_hc_pre_f32";  break;
+        case GGML_OP_DSV4_HC_POST: name = "kernel_dsv4_hc_post_f32"; break;
+        default: GGML_ABORT("fatal error");
+    }
+
+    ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name);
+    if (!res.pipeline) {
+        res = ggml_metal_library_compile_pipeline(lib, name, name, nullptr);
+    }
+
+    return res;
+}
+
 ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_conv(ggml_metal_library_t lib, const ggml_tensor * op) {
     GGML_ASSERT(op->src[0]->type == GGML_TYPE_F32);
     GGML_ASSERT(op->src[1]->type == GGML_TYPE_F32);
@@ -2117,6 +2152,23 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_opt_step_sgd(ggm
     return res;
 }
 
+ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_silu_back(ggml_metal_library_t lib, const ggml_tensor * op) {
+    assert(op->op == GGML_OP_SILU_BACK);
+
+    char base[256];
+    char name[256];
+
+    snprintf(base, 256, "kernel_silu_back_%s", ggml_type_name(op->src[0]->type));
+    snprintf(name, 256, "%s", base);
+
+    ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name);
+    if (!res.pipeline) {
+        res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr);
+    }
+
+    return res;
+}
+
 ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_memset(ggml_metal_library_t lib, const ggml_tensor *  op) {
     GGML_ASSERT(op->type == GGML_TYPE_I64);
 
diff --git a/ggml/src/ggml-metal/ggml-metal-device.h b/ggml/src/ggml-metal/ggml-metal-device.h
index 91b841b67..7e1deeaa2 100644
--- a/ggml/src/ggml-metal/ggml-metal-device.h
+++ b/ggml/src/ggml-metal/ggml-metal-device.h
@@ -117,6 +117,7 @@ struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_diag
 struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_repeat            (ggml_metal_library_t lib, enum ggml_type tsrc);
 struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_concat            (ggml_metal_library_t lib, enum ggml_type tsrc);
 struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_unary             (ggml_metal_library_t lib, const struct ggml_tensor * op);
+struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_silu_back         (ggml_metal_library_t lib, const struct ggml_tensor * op);
 struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_glu               (ggml_metal_library_t lib, const struct ggml_tensor * op);
 struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_sum               (ggml_metal_library_t lib, const struct ggml_tensor * op);
 struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_sum_rows          (ggml_metal_library_t lib, const struct ggml_tensor * op);
@@ -124,6 +125,8 @@ struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_cumsum_bl
 struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_cumsum_add        (ggml_metal_library_t lib, const struct ggml_tensor * op);
 struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_tri               (ggml_metal_library_t lib, const struct ggml_tensor * op);
 struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_soft_max          (ggml_metal_library_t lib, const struct ggml_tensor * op);
+struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_lightning_indexer (ggml_metal_library_t lib, const struct ggml_tensor * op);
+struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_dsv4_hc           (ggml_metal_library_t lib, enum ggml_op op);
 struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_conv          (ggml_metal_library_t lib, const struct ggml_tensor * op);
 struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_conv_batched  (ggml_metal_library_t lib, const struct ggml_tensor * op, int ssm_conv_bs);
 struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_scan          (ggml_metal_library_t lib, const struct ggml_tensor * op);
diff --git a/ggml/src/ggml-metal/ggml-metal-device.m b/ggml/src/ggml-metal/ggml-metal-device.m
index 7d2a68685..df85ab02c 100644
--- a/ggml/src/ggml-metal/ggml-metal-device.m
+++ b/ggml/src/ggml-metal/ggml-metal-device.m
@@ -2,6 +2,7 @@
 
 #import "ggml-impl.h"
 #import "ggml-backend-impl.h"
+#import "ggml-metal-impl.h"
 
 #include <Foundation/Foundation.h>
 
@@ -1137,6 +1138,14 @@ bool ggml_metal_device_supports_op(ggml_metal_device_t dev, const struct ggml_te
                 default:
                     return false;
             }
+        case GGML_OP_SILU_BACK:
+            return (op->src[0]->type == GGML_TYPE_F32) &&
+                (op->src[1]->type == GGML_TYPE_F32) &&
+                (op->type == GGML_TYPE_F32) &&
+                ggml_is_contiguous(op->src[0]) &&
+                ggml_is_contiguous(op->src[1]) &&
+                ggml_is_contiguous(op) &&
+                ggml_are_same_shape(op->src[0], op->src[1]);
         case GGML_OP_GLU:
             switch (ggml_get_glu_op(op)) {
                 case GGML_GLU_OP_REGLU:
@@ -1181,6 +1190,7 @@ bool ggml_metal_device_supports_op(ggml_metal_device_t dev, const struct ggml_te
         case GGML_OP_MUL:
         case GGML_OP_DIV:
         case GGML_OP_ADD_ID:
+            return ggml_is_contiguous_rows(op->src[0]) && ggml_is_contiguous_rows(op->src[1]) && (op->src[0]->type == GGML_TYPE_F32 || op->src[0]->type == GGML_TYPE_F16) && (op->src[0]->type == op->src[1]->type);
         case GGML_OP_ACC:
             return ggml_is_contiguous_rows(op->src[0]) && ggml_is_contiguous_rows(op->src[1]) && op->src[0]->type == GGML_TYPE_F32;
         case GGML_OP_REPEAT:
@@ -1258,8 +1268,9 @@ bool ggml_metal_device_supports_op(ggml_metal_device_t dev, const struct ggml_te
         case GGML_OP_ARGSORT:
         case GGML_OP_TOP_K:
         case GGML_OP_ARANGE:
-        case GGML_OP_ROLL:
             return true;
+        case GGML_OP_ROLL:
+            return ggml_is_contiguous(op->src[0]);
         case GGML_OP_FLASH_ATTN_EXT:
             // for new head sizes, add checks here
             if (op->src[0]->ne[0] != 32 &&
@@ -1299,6 +1310,72 @@ bool ggml_metal_device_supports_op(ggml_metal_device_t dev, const struct ggml_te
                     return false;
             }
             return has_simdgroup_mm; // TODO: over-restricted for vec-kernels
+        case GGML_OP_LIGHTNING_INDEXER:
+            if (op->src[0]->ne[0] != OP_LIGHTNING_INDEXER_DK ||
+                op->src[0]->ne[1] != OP_LIGHTNING_INDEXER_NH) {
+                return false;
+            }
+            if (!has_simdgroup_mm ||
+                op->src[0]->type != GGML_TYPE_F32 ||
+                op->src[2]->type != GGML_TYPE_F32 ||
+                op->src[3]->type != GGML_TYPE_F16 ||
+                op->type         != GGML_TYPE_F32 ||
+                !ggml_is_contiguous_rows(op->src[0]) ||
+                !ggml_is_contiguous_rows(op->src[1]) ||
+                !ggml_is_contiguous_rows(op->src[2]) ||
+                !ggml_is_contiguous_rows(op->src[3])) {
+                return false;
+            }
+            switch (op->src[1]->type) {
+                case GGML_TYPE_F32:
+                case GGML_TYPE_F16:
+                case GGML_TYPE_Q4_0:
+                case GGML_TYPE_Q4_1:
+                case GGML_TYPE_Q5_0:
+                case GGML_TYPE_Q5_1:
+                case GGML_TYPE_Q8_0:
+                    return true;
+                case GGML_TYPE_BF16:
+                    return has_bfloat;
+                default:
+                    return false;
+            }
+        case GGML_OP_DSV4_HC_COMB:
+            return has_simdgroup_reduction &&
+                op->src[0]->type == GGML_TYPE_F32 &&
+                op->src[1]->type == GGML_TYPE_F32 &&
+                op->src[2]->type == GGML_TYPE_F32 &&
+                op->type         == GGML_TYPE_F32 &&
+                op->src[0]->ne[0] == 24 &&
+                op->src[1]->ne[0] >= 3 &&
+                op->src[2]->ne[0] == 24 &&
+                ggml_is_contiguous_rows(op->src[0]) &&
+                ggml_is_contiguous_rows(op->src[1]) &&
+                ggml_is_contiguous_rows(op->src[2]);
+        case GGML_OP_DSV4_HC_PRE:
+            return has_simdgroup_reduction &&
+                op->src[0]->type == GGML_TYPE_F32 &&
+                op->src[1]->type == GGML_TYPE_F32 &&
+                op->type         == GGML_TYPE_F32 &&
+                op->src[0]->ne[1] == 4 &&
+                op->src[1]->ne[0] == 4 &&
+                ggml_is_contiguous_rows(op->src[0]) &&
+                ggml_is_contiguous_rows(op->src[1]);
+        case GGML_OP_DSV4_HC_POST:
+            return has_simdgroup_reduction &&
+                op->src[0]->type == GGML_TYPE_F32 &&
+                op->src[1]->type == GGML_TYPE_F32 &&
+                op->src[2]->type == GGML_TYPE_F32 &&
+                op->src[3]->type == GGML_TYPE_F32 &&
+                op->type         == GGML_TYPE_F32 &&
+                op->src[1]->ne[1] == 4 &&
+                op->src[2]->ne[0] == 4 &&
+                op->src[3]->ne[0] == 4 &&
+                op->src[3]->ne[1] == 4 &&
+                ggml_is_contiguous_rows(op->src[0]) &&
+                ggml_is_contiguous_rows(op->src[1]) &&
+                ggml_is_contiguous_rows(op->src[2]) &&
+                ggml_is_contiguous_rows(op->src[3]);
         case GGML_OP_SSM_CONV:
         case GGML_OP_SSM_SCAN:
             return has_simdgroup_reduction;
diff --git a/ggml/src/ggml-metal/ggml-metal-impl.h b/ggml/src/ggml-metal/ggml-metal-impl.h
index 9f350aad5..e173b91c0 100644
--- a/ggml/src/ggml-metal/ggml-metal-impl.h
+++ b/ggml/src/ggml-metal/ggml-metal-impl.h
@@ -112,6 +112,13 @@
 #define OP_FLASH_ATTN_EXT_VEC_NQPSG 1
 #define OP_FLASH_ATTN_EXT_VEC_NCPSG 32
 
+#define OP_LIGHTNING_INDEXER_DK    128
+#define OP_LIGHTNING_INDEXER_NH     64
+#define OP_LIGHTNING_INDEXER_NHPTG   8
+#define OP_LIGHTNING_INDEXER_NKPSG   8
+#define OP_LIGHTNING_INDEXER_NSG     8
+#define OP_LIGHTNING_INDEXER_NBPTG   8
+
 #define OP_UNARY_NUM_SCALE      10
 #define OP_UNARY_NUM_FILL       11
 #define OP_UNARY_NUM_CLAMP      12
@@ -1171,6 +1178,66 @@ typedef struct {
     int64_t val;
 } ggml_metal_kargs_memset;
 
+typedef struct {
+    int32_t  n_kv;
+    int32_t  n_batch;
+    int32_t  mask_ne3;
+    uint64_t nb1;
+    uint64_t nb3;
+    uint64_t nbq1;
+    uint64_t nbq2;
+    uint64_t nbq3;
+    uint64_t nbk2;
+    uint64_t nbk3;
+    uint64_t nbw1;
+    uint64_t nbw3;
+    uint64_t nbm1;
+    uint64_t nbm3;
+} ggml_metal_kargs_lightning_indexer;
+
+typedef struct {
+    int32_t  n_tokens;
+    int32_t  n_iter;
+    uint64_t nb_m0;
+    uint64_t nb_m1;
+    uint64_t nb_s0;
+    uint64_t nb_b0;
+    uint64_t nb_d0;
+    uint64_t nb_d1;
+    uint64_t nb_d2;
+    float    eps;
+} ggml_metal_kargs_dsv4_hc_comb;
+
+typedef struct {
+    int32_t  n_embd;
+    int32_t  n_tokens;
+    uint64_t nb_x0;
+    uint64_t nb_x1;
+    uint64_t nb_x2;
+    uint64_t nb_w0;
+    uint64_t nb_w1;
+    uint64_t nb_d0;
+    uint64_t nb_d1;
+} ggml_metal_kargs_dsv4_hc_pre;
+
+typedef struct {
+    int32_t  n_embd;
+    int32_t  n_tokens;
+    uint64_t nb_x0;
+    uint64_t nb_x1;
+    uint64_t nb_r0;
+    uint64_t nb_r1;
+    uint64_t nb_r2;
+    uint64_t nb_p0;
+    uint64_t nb_p1;
+    uint64_t nb_c0;
+    uint64_t nb_c1;
+    uint64_t nb_c2;
+    uint64_t nb_d0;
+    uint64_t nb_d1;
+    uint64_t nb_d2;
+} ggml_metal_kargs_dsv4_hc_post;
+
 typedef struct {
     int32_t  ne00;
     int32_t  ne01;
@@ -1222,4 +1289,8 @@ typedef struct {
     int64_t  np;
 } ggml_metal_kargs_opt_step_sgd;
 
+typedef struct {
+    int64_t ne;
+} ggml_metal_kargs_silu_back;
+
 #endif // GGML_METAL_IMPL
diff --git a/ggml/src/ggml-metal/ggml-metal-ops.cpp b/ggml/src/ggml-metal/ggml-metal-ops.cpp
index 76626a451..6d324056d 100644
--- a/ggml/src/ggml-metal/ggml-metal-ops.cpp
+++ b/ggml/src/ggml-metal/ggml-metal-ops.cpp
@@ -299,6 +299,10 @@ static int ggml_metal_op_encode_impl(ggml_metal_op_t ctx, int idx) {
             {
                 n_fuse = ggml_metal_op_unary(ctx, idx);
             } break;
+        case GGML_OP_SILU_BACK:
+            {
+                n_fuse = ggml_metal_op_silu_back(ctx, idx);
+            } break;
         case GGML_OP_GLU:
             {
                 n_fuse = ggml_metal_op_glu(ctx, idx);
@@ -316,6 +320,16 @@ static int ggml_metal_op_encode_impl(ggml_metal_op_t ctx, int idx) {
             {
                 n_fuse = ggml_metal_op_cumsum(ctx, idx);
             } break;
+        case GGML_OP_LIGHTNING_INDEXER:
+            {
+                n_fuse = ggml_metal_op_lightning_indexer(ctx, idx);
+            } break;
+        case GGML_OP_DSV4_HC_COMB:
+        case GGML_OP_DSV4_HC_PRE:
+        case GGML_OP_DSV4_HC_POST:
+            {
+                n_fuse = ggml_metal_op_dsv4_hc(ctx, idx);
+            } break;
         case GGML_OP_SOFT_MAX:
             {
                 n_fuse = ggml_metal_op_soft_max(ctx, idx);
@@ -1297,6 +1311,203 @@ int ggml_metal_op_diag(ggml_metal_op_t ctx, int idx) {
     return 1;
 }
 
+int ggml_metal_op_lightning_indexer(ggml_metal_op_t ctx, int idx) {
+    ggml_tensor * op = ctx->node(idx);
+
+    ggml_metal_encoder_t enc = ctx->enc;
+
+    GGML_ASSERT(op->op == GGML_OP_LIGHTNING_INDEXER);
+
+    const ggml_tensor * q = op->src[0];
+    const ggml_tensor * k = op->src[1];
+    const ggml_tensor * w = op->src[2];
+    const ggml_tensor * m = op->src[3];
+
+    GGML_ASSERT(q->type == GGML_TYPE_F32);
+    GGML_ASSERT(k->type == GGML_TYPE_F32  ||
+                k->type == GGML_TYPE_F16  ||
+                k->type == GGML_TYPE_BF16 ||
+                k->type == GGML_TYPE_Q4_0 ||
+                k->type == GGML_TYPE_Q4_1 ||
+                k->type == GGML_TYPE_Q5_0 ||
+                k->type == GGML_TYPE_Q5_1 ||
+                k->type == GGML_TYPE_Q8_0);
+    GGML_ASSERT(w->type == GGML_TYPE_F32);
+    GGML_ASSERT(m->type == GGML_TYPE_F16);
+    GGML_ASSERT(op->type == GGML_TYPE_F32);
+
+    GGML_ASSERT(q->ne[0] == OP_LIGHTNING_INDEXER_DK);
+    GGML_ASSERT(q->ne[1] == OP_LIGHTNING_INDEXER_NH);
+
+    ggml_metal_kargs_lightning_indexer args = {
+        /*.n_kv      =*/ (int32_t) k->ne[2],
+        /*.n_batch   =*/ (int32_t) q->ne[2],
+        /*.mask_ne3  =*/ (int32_t) m->ne[3],
+        /*.nb1       =*/ op->nb[1],
+        /*.nb3       =*/ op->nb[3],
+        /*.nbq1      =*/ q->nb[1],
+        /*.nbq2      =*/ q->nb[2],
+        /*.nbq3      =*/ q->nb[3],
+        /*.nbk2      =*/ k->nb[2],
+        /*.nbk3      =*/ k->nb[3],
+        /*.nbw1      =*/ w->nb[1],
+        /*.nbw3      =*/ w->nb[3],
+        /*.nbm1      =*/ m->nb[1],
+        /*.nbm3      =*/ m->nb[3],
+    };
+
+    ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(q),  1);
+    ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(k),  2);
+    ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(w),  3);
+    ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(m),  4);
+    ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op), 5);
+
+    const int nsg   = OP_LIGHTNING_INDEXER_NSG;
+    const int nkptg = OP_LIGHTNING_INDEXER_NKPSG*nsg;
+    const int nbptg = OP_LIGHTNING_INDEXER_NBPTG;
+
+    auto pipeline = ggml_metal_library_get_pipeline_lightning_indexer(ctx->lib, op);
+    ggml_metal_encoder_set_pipeline(enc, pipeline);
+    ggml_metal_encoder_set_bytes(enc, &args, sizeof(args), 0);
+    ggml_metal_encoder_dispatch_threadgroups(enc,
+            (k->ne[2] + nkptg - 1)/nkptg,
+            (q->ne[2] + nbptg - 1)/nbptg,
+            q->ne[3], 32, nsg, 1);
+
+    return 1;
+}
+
+int ggml_metal_op_dsv4_hc(ggml_metal_op_t ctx, int idx) {
+    ggml_tensor * op = ctx->node(idx);
+
+    ggml_metal_encoder_t enc = ctx->enc;
+    auto pipeline = ggml_metal_library_get_pipeline_dsv4_hc(ctx->lib, op->op);
+
+    ggml_metal_encoder_set_pipeline(enc, pipeline);
+
+    switch (op->op) {
+        case GGML_OP_DSV4_HC_COMB:
+            {
+                const ggml_tensor * mixes = op->src[0];
+                const ggml_tensor * scale = op->src[1];
+                const ggml_tensor * base  = op->src[2];
+
+                GGML_ASSERT(mixes->type == GGML_TYPE_F32);
+                GGML_ASSERT(scale->type == GGML_TYPE_F32);
+                GGML_ASSERT(base->type  == GGML_TYPE_F32);
+                GGML_ASSERT(op->type    == GGML_TYPE_F32);
+                GGML_ASSERT(mixes->ne[0] == 24);
+                GGML_ASSERT(op->ne[0] == 4 && op->ne[1] == 4);
+
+                ggml_metal_kargs_dsv4_hc_comb args = {
+                    /*.n_tokens =*/ (int32_t) mixes->ne[1],
+                    /*.n_iter   =*/ ggml_get_op_params_i32(op, 1),
+                    /*.nb_m0    =*/ mixes->nb[0],
+                    /*.nb_m1    =*/ mixes->nb[1],
+                    /*.nb_s0    =*/ scale->nb[0],
+                    /*.nb_b0    =*/ base->nb[0],
+                    /*.nb_d0    =*/ op->nb[0],
+                    /*.nb_d1    =*/ op->nb[1],
+                    /*.nb_d2    =*/ op->nb[2],
+                    /*.eps      =*/ ggml_get_op_params_f32(op, 0),
+                };
+
+                ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0);
+                ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(mixes), 1);
+                ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(scale), 2);
+                ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(base),  3);
+                ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op),    4);
+
+                // One SIMDgroup owns one 4x4 Sinkhorn matrix. Packing up to four
+                // independent tokens per threadgroup keeps both decode and prompt
+                // dispatches compact without any threadgroup-memory synchronization.
+                const int nsg = std::min(4, args.n_tokens);
+                ggml_metal_encoder_dispatch_threadgroups(
+                        enc, (args.n_tokens + nsg - 1)/nsg, 1, 1, 32, nsg, 1);
+            } break;
+        case GGML_OP_DSV4_HC_PRE:
+            {
+                const ggml_tensor * x       = op->src[0];
+                const ggml_tensor * weights = op->src[1];
+
+                GGML_ASSERT(x->type       == GGML_TYPE_F32);
+                GGML_ASSERT(weights->type == GGML_TYPE_F32);
+                GGML_ASSERT(op->type      == GGML_TYPE_F32);
+                GGML_ASSERT(x->ne[1] == 4);
+
+                ggml_metal_kargs_dsv4_hc_pre args = {
+                    /*.n_embd   =*/ (int32_t) x->ne[0],
+                    /*.n_tokens =*/ (int32_t) x->ne[2],
+                    /*.nb_x0    =*/ x->nb[0],
+                    /*.nb_x1    =*/ x->nb[1],
+                    /*.nb_x2    =*/ x->nb[2],
+                    /*.nb_w0    =*/ weights->nb[0],
+                    /*.nb_w1    =*/ weights->nb[1],
+                    /*.nb_d0    =*/ op->nb[0],
+                    /*.nb_d1    =*/ op->nb[1],
+                };
+
+                ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0);
+                ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(x),       1);
+                ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(weights), 2);
+                ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op),      3);
+
+                const int n_tiles = (args.n_embd + 31)/32;
+                const int nsg = std::min(4, n_tiles);
+                ggml_metal_encoder_dispatch_threadgroups(
+                        enc, (n_tiles + nsg - 1)/nsg, args.n_tokens, 1, 32, nsg, 1);
+            } break;
+        case GGML_OP_DSV4_HC_POST:
+            {
+                const ggml_tensor * x        = op->src[0];
+                const ggml_tensor * residual = op->src[1];
+                const ggml_tensor * post     = op->src[2];
+                const ggml_tensor * comb     = op->src[3];
+
+                GGML_ASSERT(x->type        == GGML_TYPE_F32);
+                GGML_ASSERT(residual->type == GGML_TYPE_F32);
+                GGML_ASSERT(post->type     == GGML_TYPE_F32);
+                GGML_ASSERT(comb->type     == GGML_TYPE_F32);
+                GGML_ASSERT(op->type       == GGML_TYPE_F32);
+                GGML_ASSERT(residual->ne[1] == 4);
+
+                ggml_metal_kargs_dsv4_hc_post args = {
+                    /*.n_embd   =*/ (int32_t) x->ne[0],
+                    /*.n_tokens =*/ (int32_t) x->ne[1],
+                    /*.nb_x0    =*/ x->nb[0],
+                    /*.nb_x1    =*/ x->nb[1],
+                    /*.nb_r0    =*/ residual->nb[0],
+                    /*.nb_r1    =*/ residual->nb[1],
+                    /*.nb_r2    =*/ residual->nb[2],
+                    /*.nb_p0    =*/ post->nb[0],
+                    /*.nb_p1    =*/ post->nb[1],
+                    /*.nb_c0    =*/ comb->nb[0],
+                    /*.nb_c1    =*/ comb->nb[1],
+                    /*.nb_c2    =*/ comb->nb[2],
+                    /*.nb_d0    =*/ op->nb[0],
+                    /*.nb_d1    =*/ op->nb[1],
+                    /*.nb_d2    =*/ op->nb[2],
+                };
+
+                ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0);
+                ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(x),        1);
+                ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(residual), 2);
+                ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(post),     3);
+                ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(comb),     4);
+                ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op),       5);
+
+                const int n_tiles = (args.n_embd + 31)/32;
+                const int nsg = std::min(4, n_tiles);
+                ggml_metal_encoder_dispatch_threadgroups(
+                        enc, (n_tiles + nsg - 1)/nsg, args.n_tokens, 1, 32, nsg, 1);
+            } break;
+        default:
+            GGML_ABORT("fatal error");
+    }
+
+    return 1;
+}
+
 int ggml_metal_op_soft_max(ggml_metal_op_t ctx, int idx) {
     ggml_tensor * op = ctx->node(idx);
 
@@ -3197,9 +3408,6 @@ int ggml_metal_op_bin(ggml_metal_op_t ctx, int idx) {
     GGML_TENSOR_LOCALS( int32_t, ne,  op,         ne);
     GGML_TENSOR_LOCALS(uint64_t, nb,  op,         nb);
 
-    GGML_ASSERT(op->src[0]->type == GGML_TYPE_F32);
-    GGML_ASSERT(op->src[1]->type == GGML_TYPE_F32);
-
     GGML_ASSERT(ggml_is_contiguous_rows(op->src[0]));
     GGML_ASSERT(ggml_is_contiguous_rows(op->src[1]));
 
@@ -3339,6 +3547,36 @@ int ggml_metal_op_bin(ggml_metal_op_t ctx, int idx) {
     return n_fuse;
 }
 
+int ggml_metal_op_silu_back(ggml_metal_op_t ctx, int idx) {
+    ggml_tensor * op = ctx->node(idx);
+
+    ggml_metal_library_t lib = ctx->lib;
+    ggml_metal_encoder_t enc = ctx->enc;
+
+    auto pipeline = ggml_metal_library_get_pipeline_silu_back(lib, op);
+
+    const int64_t ne = ggml_nelements(op);
+
+    ggml_metal_kargs_silu_back args = {
+        /*.ne =*/ ne,
+    };
+
+    int arg_idx{0};
+
+    ggml_metal_encoder_set_pipeline(enc, pipeline);
+    ggml_metal_encoder_set_bytes   (enc, &args, sizeof(args), arg_idx++);
+    ggml_metal_encoder_set_buffer  (enc, ggml_metal_get_buffer_id(op->src[0]), arg_idx++);
+    ggml_metal_encoder_set_buffer  (enc, ggml_metal_get_buffer_id(op->src[1]), arg_idx++);
+    ggml_metal_encoder_set_buffer  (enc, ggml_metal_get_buffer_id(op), arg_idx++);
+
+    const int nth = std::min<int64_t>(ggml_metal_pipeline_max_theads_per_threadgroup(pipeline), ne);
+    const int64_t n = (ne + nth - 1) / nth;
+
+    ggml_metal_encoder_dispatch_threadgroups(enc, n, 1, 1, nth, 1, 1);
+
+    return 1;
+}
+
 int ggml_metal_op_l2_norm(ggml_metal_op_t ctx, int idx) {
     ggml_tensor * op = ctx->node(idx);
 
@@ -3578,7 +3816,7 @@ int ggml_metal_op_norm(ggml_metal_op_t ctx, int idx) {
     }
 
     nth = std::min(nth, ggml_metal_pipeline_max_theads_per_threadgroup(pipeline));
-    nth = std::min(nth, args.ne00_t);
+    nth = std::min(nth, (args.ne00_t + 31)/32*32);
 
     const size_t smem = pipeline.smem;
 
diff --git a/ggml/src/ggml-metal/ggml-metal-ops.h b/ggml/src/ggml-metal/ggml-metal-ops.h
index 2783ecb8b..b03b59e0b 100644
--- a/ggml/src/ggml-metal/ggml-metal-ops.h
+++ b/ggml/src/ggml-metal/ggml-metal-ops.h
@@ -54,6 +54,8 @@ int ggml_metal_op_cumsum            (ggml_metal_op_t ctx, int idx);
 int ggml_metal_op_get_rows          (ggml_metal_op_t ctx, int idx);
 int ggml_metal_op_set_rows          (ggml_metal_op_t ctx, int idx);
 int ggml_metal_op_diag              (ggml_metal_op_t ctx, int idx);
+int ggml_metal_op_lightning_indexer (ggml_metal_op_t ctx, int idx);
+int ggml_metal_op_dsv4_hc           (ggml_metal_op_t ctx, int idx);
 int ggml_metal_op_soft_max          (ggml_metal_op_t ctx, int idx);
 int ggml_metal_op_ssm_conv          (ggml_metal_op_t ctx, int idx);
 int ggml_metal_op_ssm_scan          (ggml_metal_op_t ctx, int idx);
@@ -70,6 +72,7 @@ int ggml_metal_op_mul_mat_id        (ggml_metal_op_t ctx, int idx);
 int ggml_metal_op_add_id            (ggml_metal_op_t ctx, int idx);
 int ggml_metal_op_flash_attn_ext    (ggml_metal_op_t ctx, int idx);
 int ggml_metal_op_bin               (ggml_metal_op_t ctx, int idx);
+int ggml_metal_op_silu_back         (ggml_metal_op_t ctx, int idx);
 int ggml_metal_op_l2_norm           (ggml_metal_op_t ctx, int idx);
 int ggml_metal_op_group_norm        (ggml_metal_op_t ctx, int idx);
 int ggml_metal_op_norm              (ggml_metal_op_t ctx, int idx);
diff --git a/ggml/src/ggml-metal/ggml-metal.cpp b/ggml/src/ggml-metal/ggml-metal.cpp
index a1003b3ac..ef3c92f27 100644
--- a/ggml/src/ggml-metal/ggml-metal.cpp
+++ b/ggml/src/ggml-metal/ggml-metal.cpp
@@ -681,6 +681,7 @@ static void ggml_backend_metal_device_get_props(ggml_backend_dev_t dev, ggml_bac
         /* .host_buffer          = */ false,
         /* .buffer_from_host_ptr = */ true,
         /* .events               = */ true,
+        /* .mmap_support         = */ true,
     };
 }
 
diff --git a/ggml/src/ggml-metal/ggml-metal.metal b/ggml/src/ggml-metal/ggml-metal.metal
index f14ee0792..92258b737 100644
--- a/ggml/src/ggml-metal/ggml-metal.metal
+++ b/ggml/src/ggml-metal/ggml-metal.metal
@@ -1255,6 +1255,20 @@ template [[host_name("kernel_unary_f32_f32_4")]] kernel kernel_unary_t kernel_un
 template [[host_name("kernel_unary_f16_f16")]]   kernel kernel_unary_t kernel_unary_impl<half,   half,   float>;
 template [[host_name("kernel_unary_f16_f16_4")]] kernel kernel_unary_t kernel_unary_impl<half4,  half4,  float4>;
 
+kernel void kernel_silu_back_f32(
+        constant ggml_metal_kargs_silu_back & args,
+        device const float * dy,
+        device const float * x,
+        device       float * dx,
+        uint gid [[thread_position_in_grid]]) {
+    if (gid >= args.ne) {
+        return;
+    }
+
+    const float s = 1.0f / (1.0f + exp(-x[gid]));
+    dx[gid] = dy[gid] * s * (1.0f + x[gid] * (1.0f - s));
+}
+
 // OP: 0 - add, 1 - sub, 2 - mul, 3 - div
 constant short FC_bin_op [[function_constant(FC_BIN + 0)]];
 constant short FC_bin_f  [[function_constant(FC_BIN + 1)]];
@@ -1418,6 +1432,8 @@ typedef decltype(kernel_bin_fuse_impl<float, float, float>) kernel_bin_fuse_t;
 
 template [[host_name("kernel_bin_fuse_f32_f32_f32")]]   kernel kernel_bin_fuse_t kernel_bin_fuse_impl<float,  float,  float>;
 template [[host_name("kernel_bin_fuse_f32_f32_f32_4")]] kernel kernel_bin_fuse_t kernel_bin_fuse_impl<float4, float4, float4>;
+template [[host_name("kernel_bin_fuse_f16_f16_f16")]]   kernel kernel_bin_fuse_t kernel_bin_fuse_impl<half,   half,   half>;
+template [[host_name("kernel_bin_fuse_f16_f16_f16_4")]] kernel kernel_bin_fuse_t kernel_bin_fuse_impl<half4,  half4,  half4>;
 
 kernel void kernel_add_id(
         constant ggml_metal_kargs_add_id & args,
@@ -11278,3 +11294,310 @@ kernel void kernel_count_equal(
 typedef decltype(kernel_count_equal<int32_t>) kernel_count_equal_t;
 
 template [[host_name("kernel_count_equal_i32")]] kernel kernel_count_equal_t kernel_count_equal<int32_t>;
+
+template<
+    typename kd4x4_t,
+    short nl_k,
+    void (*deq_k)(device const kd4x4_t *, short, thread half4x4 &)>
+kernel void kernel_lightning_indexer(
+        constant ggml_metal_kargs_lightning_indexer & args,
+        device const char * q,
+        device const char * k,
+        device const char * w,
+        device const char * m,
+        device       char * dst,
+        uint3  tgpig[[threadgroup_position_in_grid]],
+        ushort tiitg[[thread_index_in_threadgroup]],
+        ushort tiisg[[thread_index_in_simdgroup]],
+        ushort sgitg[[simdgroup_index_in_threadgroup]]) {
+    constexpr short DK    = OP_LIGHTNING_INDEXER_DK;
+    constexpr short NH    = OP_LIGHTNING_INDEXER_NH;
+    constexpr short NHPTG = OP_LIGHTNING_INDEXER_NHPTG;
+    constexpr short NKPSG = OP_LIGHTNING_INDEXER_NKPSG;
+    constexpr short NSG   = OP_LIGHTNING_INDEXER_NSG;
+    constexpr short NBPTG = OP_LIGHTNING_INDEXER_NBPTG;
+
+    constexpr short DK4  = DK/4;
+    constexpr short DK8  = DK/8;
+    constexpr short DK16 = DK/16;
+
+    constexpr short NK  = NKPSG*NSG; // keys    per threadgroup
+    constexpr short NTG = 32*NSG;    // threads per threadgroup
+
+    const int i_stream = tgpig.z;
+    const int i_kv_0   = tgpig.x*NK;            // first key of this threadgroup
+    const int i_kv     = i_kv_0 + sgitg*NKPSG;  // first key of this simdgroup
+
+    threadgroup half sk[NK * DK16 * 16];
+    threadgroup half4x4 * sk4x4 = (threadgroup half4x4 *) sk;
+
+    for (short i = tiitg; i < NK*DK16; i += NTG) {
+        const short ik  = i/DK16;
+        const short i16 = i%DK16;
+
+        half4x4 tmp;
+
+        if (i_kv_0 + ik < args.n_kv) {
+            device const kd4x4_t * kr = (device const kd4x4_t *) (k + (i_kv_0 + ik)*args.nbk2 + i_stream*args.nbk3);
+
+            deq_k(kr + i16/nl_k, i16%nl_k, tmp);
+        } else {
+            FOR_UNROLL (short j = 0; j < 4; ++j) {
+                tmp[j] = half4(0.0h);
+            }
+        }
+
+        sk4x4[i] = tmp;
+    }
+
+    threadgroup_barrier(mem_flags::mem_threadgroup);
+
+    // K tile of this simdgroup, transposed to [DK, NKPSG]
+    simdgroup_half8x8 mk[DK8];
+
+    FOR_UNROLL (short i = 0; i < DK8; ++i) {
+        simdgroup_load(mk[i], sk + sgitg*NKPSG*DK + 8*i, DK, 0, true);
+    }
+
+    threadgroup half4   sq4[NHPTG*DK4];
+    threadgroup half  * sq = (threadgroup half *) sq4;
+
+    threadgroup float sw [NHPTG];
+    threadgroup float sqk[NSG*NHPTG*NKPSG];
+
+    const int i_batch_0 = tgpig.y*NBPTG;
+    const int n_batch   = min((int) NBPTG, args.n_batch - i_batch_0);
+
+    for (short ib = 0; ib < n_batch; ++ib) {
+        const int i_batch = i_batch_0 + ib;
+
+        device const char * pq = q + i_batch*args.nbq2 + i_stream*args.nbq3;
+        device const char * pw = w + i_batch*args.nbw1 + i_stream*args.nbw3;
+
+        float score = 0.0f;
+
+        FOR_UNROLL (short i_head = 0; i_head < NH; i_head += NHPTG) {
+            // stage the Q tile [DK, NHPTG] and the (prescaled) head weights
+            for (short i = tiitg; i < NHPTG*DK4; i += NTG) {
+                const short ih = i/DK4;
+                const short i4 = i%DK4;
+
+                device const float4 * q4 = (device const float4 *) (pq + (i_head + ih)*args.nbq1);
+
+                sq4[ih*DK4 + i4] = half4(q4[i4]);
+            }
+
+            if (tiitg < NHPTG) {
+                sw[tiitg] = ((device const float *) pw)[i_head + tiitg];
+            }
+
+            threadgroup_barrier(mem_flags::mem_threadgroup);
+
+            simdgroup_float8x8 mqk = make_filled_simdgroup_matrix<float, 8>(0.0f);
+
+            FOR_UNROLL (short i = 0; i < DK8; ++i) {
+                simdgroup_half8x8 mq;
+
+                simdgroup_load(mq, sq + 8*i, DK, 0, false);
+                simdgroup_multiply_accumulate(mqk, mq, mk[i], mqk);
+            }
+
+            threadgroup float * pqk = sqk + sgitg*NHPTG*NKPSG;
+
+            simdgroup_store(mqk, pqk, NKPSG, 0, false);
+            simdgroup_barrier(mem_flags::mem_threadgroup);
+
+            // one lane per key: ReLU, apply the head weight and accumulate over the head tile
+            if (tiisg < NKPSG) {
+                FOR_UNROLL (short ih = 0; ih < NHPTG; ++ih) {
+                    score += max(pqk[ih*NKPSG + tiisg], 0.0f)*sw[ih];
+                }
+            }
+
+            threadgroup_barrier(mem_flags::mem_threadgroup);
+        }
+
+        if (tiisg < NKPSG) {
+            const int ik = i_kv + tiisg;
+            if (ik < args.n_kv) {
+                device const half  * pm = (device const half  *) (m   + i_batch*args.nbm1 + (i_stream % args.mask_ne3)*args.nbm3);
+                device       float * pd = (device       float *) (dst + i_batch*args.nb1  + i_stream*args.nb3);
+
+                pd[ik] = score + (float) pm[ik];
+            }
+        }
+    }
+}
+
+typedef decltype(kernel_lightning_indexer<half4x4, 1, dequantize_f16>) kernel_lightning_indexer_t;
+
+template [[host_name("kernel_lightning_indexer_f32")]]  kernel kernel_lightning_indexer_t kernel_lightning_indexer<float4x4, 1, dequantize_f32>;
+template [[host_name("kernel_lightning_indexer_f16")]]  kernel kernel_lightning_indexer_t kernel_lightning_indexer<half4x4,  1, dequantize_f16>;
+
+#if defined(GGML_METAL_HAS_BF16)
+template [[host_name("kernel_lightning_indexer_bf16")]] kernel kernel_lightning_indexer_t kernel_lightning_indexer<bfloat4x4, 1, dequantize_bf16>;
+#endif
+
+template [[host_name("kernel_lightning_indexer_q4_0")]] kernel kernel_lightning_indexer_t kernel_lightning_indexer<block_q4_0, 2, dequantize_q4_0>;
+template [[host_name("kernel_lightning_indexer_q4_1")]] kernel kernel_lightning_indexer_t kernel_lightning_indexer<block_q4_1, 2, dequantize_q4_1>;
+template [[host_name("kernel_lightning_indexer_q5_0")]] kernel kernel_lightning_indexer_t kernel_lightning_indexer<block_q5_0, 2, dequantize_q5_0>;
+template [[host_name("kernel_lightning_indexer_q5_1")]] kernel kernel_lightning_indexer_t kernel_lightning_indexer<block_q5_1, 2, dequantize_q5_1>;
+template [[host_name("kernel_lightning_indexer_q8_0")]] kernel kernel_lightning_indexer_t kernel_lightning_indexer<block_q8_0, 2, dequantize_q8_0>;
+
+kernel void kernel_dsv4_hc_comb_f32(
+        constant ggml_metal_kargs_dsv4_hc_comb & args,
+        device const char * mixes,
+        device const char * scale,
+        device const char * base,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort  tiisg[[thread_index_in_simdgroup]],
+        ushort  sgitg[[simdgroup_index_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    constexpr ushort hc = 4;
+    constexpr ushort comb_offset = 2*hc;
+
+    const int it = tgpig.x*ntg.y + sgitg;
+    if (it >= args.n_tokens) {
+        return;
+    }
+
+    float scale_lane = 0.0f;
+    if (tiisg == 0) {
+        scale_lane = *(device const float *) (scale + 2*args.nb_s0);
+    }
+    const float scale_comb = simd_shuffle(scale_lane, 0);
+
+    float v = 0.0f;
+    if (tiisg < hc*hc) {
+        v = *(device const float *) (mixes + (comb_offset + tiisg)*args.nb_m0 + it*args.nb_m1)*scale_comb
+          + *(device const float *) (base   + (comb_offset + tiisg)*args.nb_b0);
+    }
+
+    // Softmax across destinations (the four contiguous lanes for each source).
+    float vmax = max(v, simd_shuffle_xor(v, 1));
+    vmax = max(vmax, simd_shuffle_xor(vmax, 2));
+    v = exp(v - vmax);
+
+    float sum = v + simd_shuffle_xor(v, 1);
+    sum += simd_shuffle_xor(sum, 2);
+    v = v/sum + args.eps;
+
+    // Normalize columns: equal destination indices are four lanes apart.
+    sum = v + simd_shuffle_xor(v, 4);
+    sum += simd_shuffle_xor(sum, 8);
+    v /= sum + args.eps;
+
+    for (int i = 1; i < args.n_iter; ++i) {
+        sum = v + simd_shuffle_xor(v, 1);
+        sum += simd_shuffle_xor(sum, 2);
+        v /= sum + args.eps;
+
+        sum = v + simd_shuffle_xor(v, 4);
+        sum += simd_shuffle_xor(sum, 8);
+        v /= sum + args.eps;
+    }
+
+    if (tiisg < hc*hc) {
+        const ushort idst = tiisg & 3;
+        const ushort isrc = tiisg >> 2;
+        *(device float *) (dst + idst*args.nb_d0 + isrc*args.nb_d1 + it*args.nb_d2) = v;
+    }
+}
+
+kernel void kernel_dsv4_hc_pre_f32(
+        constant ggml_metal_kargs_dsv4_hc_pre & args,
+        device const char * x,
+        device const char * weights,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort  tiisg[[thread_index_in_simdgroup]],
+        ushort  sgitg[[simdgroup_index_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    constexpr ushort hc = 4;
+
+    const int it = tgpig.y;
+    const int i0 = ((int) tgpig.x*ntg.y + sgitg)*32 + tiisg;
+
+    float weight_lane = 0.0f;
+    if (tiisg < hc) {
+        weight_lane = *(device const float *) (weights + tiisg*args.nb_w0 + it*args.nb_w1);
+    }
+
+    float w[hc];
+    FOR_UNROLL (ushort ih = 0; ih < hc; ++ih) {
+        w[ih] = simd_shuffle(weight_lane, ih);
+    }
+
+    if (i0 >= args.n_embd) {
+        return;
+    }
+
+    device const char * xb = x + i0*args.nb_x0 + it*args.nb_x2;
+    float result = 0.0f;
+    FOR_UNROLL (ushort ih = 0; ih < hc; ++ih) {
+        result = fma(*(device const float *) (xb + ih*args.nb_x1), w[ih], result);
+    }
+
+    *(device float *) (dst + i0*args.nb_d0 + it*args.nb_d1) = result;
+}
+
+kernel void kernel_dsv4_hc_post_f32(
+        constant ggml_metal_kargs_dsv4_hc_post & args,
+        device const char * x,
+        device const char * residual,
+        device const char * post,
+        device const char * comb,
+        device       char * dst,
+        uint3   tgpig[[threadgroup_position_in_grid]],
+        ushort  tiisg[[thread_index_in_simdgroup]],
+        ushort  sgitg[[simdgroup_index_in_threadgroup]],
+        ushort3   ntg[[threads_per_threadgroup]]) {
+    constexpr ushort hc = 4;
+
+    const int it = tgpig.y;
+    const int i0 = ((int) tgpig.x*ntg.y + sgitg)*32 + tiisg;
+
+    float coeff_lane = 0.0f;
+    if (tiisg < hc) {
+        coeff_lane = *(device const float *) (post + tiisg*args.nb_p0 + it*args.nb_p1);
+    } else if (tiisg < hc + hc*hc) {
+        const ushort idx  = tiisg - hc;
+        const ushort idst = idx & 3;
+        const ushort isrc = idx >> 2;
+        coeff_lane = *(device const float *) (comb + idst*args.nb_c0 + isrc*args.nb_c1 + it*args.nb_c2);
+    }
+
+    float post_reg[hc];
+    float comb_reg[hc][hc];
+    FOR_UNROLL (ushort idst = 0; idst < hc; ++idst) {
+        post_reg[idst] = simd_shuffle(coeff_lane, idst);
+    }
+    FOR_UNROLL (ushort isrc = 0; isrc < hc; ++isrc) {
+        FOR_UNROLL (ushort idst = 0; idst < hc; ++idst) {
+            comb_reg[isrc][idst] = simd_shuffle(coeff_lane, hc + idst + hc*isrc);
+        }
+    }
+
+    if (i0 >= args.n_embd) {
+        return;
+    }
+
+    const float xv = *(device const float *) (x + i0*args.nb_x0 + it*args.nb_x1);
+    float result[hc];
+    FOR_UNROLL (ushort idst = 0; idst < hc; ++idst) {
+        result[idst] = xv*post_reg[idst];
+    }
+
+    device const char * rb = residual + i0*args.nb_r0 + it*args.nb_r2;
+    FOR_UNROLL (ushort isrc = 0; isrc < hc; ++isrc) {
+        const float rv = *(device const float *) (rb + isrc*args.nb_r1);
+        FOR_UNROLL (ushort idst = 0; idst < hc; ++idst) {
+            result[idst] = fma(rv, comb_reg[isrc][idst], result[idst]);
+        }
+    }
+
+    FOR_UNROLL (ushort idst = 0; idst < hc; ++idst) {
+        *(device float *) (dst + i0*args.nb_d0 + idst*args.nb_d1 + it*args.nb_d2) = result[idst];
+    }
+}
diff --git a/ggml/src/ggml-opencl/ggml-opencl.cpp b/ggml/src/ggml-opencl/ggml-opencl.cpp
index d07b8fe41..19dca4ced 100644
--- a/ggml/src/ggml-opencl/ggml-opencl.cpp
+++ b/ggml/src/ggml-opencl/ggml-opencl.cpp
@@ -73,6 +73,7 @@ typedef const void * (*get_adreno_bin_kernel_func_t)(
 //------------------------------------------------------------------------------
 
 bool ggml_cl_compute_forward(ggml_backend_t backend, struct ggml_tensor * tensor);
+
 static bool ggml_cl_is_q4_0_soa(const ggml_tensor * tensor);
 static bool ggml_cl_is_q8_0_soa(const ggml_tensor * tensor);
 static void ggml_cl_mul_mat(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst);
@@ -4629,6 +4630,23 @@ static std::string ggml_opencl_fa_compile_opts(ggml_backend_opencl_context * bac
     if (backend_ctx->adreno_gen == ADRENO_GPU_GEN::X1E) {
         opts += " -D FA_C8_NO_SG_PIN";
     }
+    // Transposed K tile in local memory: the KV rows the QK loop walks together become
+    // adjacent, so a group of them is ONE 128-bit local read instead of several narrow
+    // ones. The QK loop is LDS-read-issue-bound (a wrong-math probe that kept every FMA/dp4a
+    // but removed the LDS reads ran the kernel ~40% faster), so this is worth up to +26% on
+    // fa=1 prefill. Output is bit-identical -- only the layout moves.
+    //
+    // DK <= 128 only. At DK=256 (gemma-3-4b) it measures 1-2% NEGATIVE and reproduces across
+    // rounds; padding the row stride does not recover it, so the cause is not a simple bank
+    // conflict and the wider tile does not want this layout.
+    //
+    // Default on within that gate; GGML_OPENCL_FA_K_LDS_T=0 restores the row-major tile.
+    {
+        const char * e = getenv("GGML_OPENCL_FA_K_LDS_T");
+        if ((e == nullptr || e[0] != '0') && cfg->dk <= 128) {
+            opts += " -D FA_K_LDS_T";
+        }
+    }
     return opts;
 }
 
@@ -7065,7 +7083,7 @@ static inline bool use_flat_gemv_for_large_m_q4_K(const ggml_tensor *tensor) {
     return tensor->ne[1] >= 32768 && tensor->ne[2] == 1 && tensor->ne[3] == 1;
 }
 
-static inline bool use_flat_gemv_for_large_m_q6_K(const ggml_tensor *tensor) {
+static inline bool use_flat_gemv_for_large_m_q6_K(const ggml_backend_opencl_context *backend_ctx, const ggml_tensor *tensor) {
     // gemv_noshuffle variant perf drops for large M, use flat variant for large M.
     // threshold is well above typical hidden/FFN dims, but below typical vocab sizes.
     // q6_K flat gemv is worse for smaller K; 2048 seems to be a reasonable threshold.
@@ -7083,7 +7101,15 @@ static inline bool use_flat_gemv_for_large_m_q6_K(const ggml_tensor *tensor) {
     if ((tensor->ne[1] % 128 != 0) && tensor->ne[2] == 1 && tensor->ne[3] == 1) {
         return true;
     }
-    return tensor->ne[1] >= 32768 && tensor->ne[0] >= 2048 && tensor->ne[2] == 1 && tensor->ne[3] == 1;
+
+    // The gemv_noshuffle slowdown tracks TOTAL weight size, not ne0 alone; ne0 >= 2048 is a
+    // proxy for "large weight" that misses a narrow-hidden vocab-scale lm_head.
+    // Add a direct size escape so such weights also take the flat path, without changing
+    // which weights ne0 >= 2048 already routes there.
+    // The size escape is not taken on the A7X since its compiler miscompiles the flat K-quant GEMV
+    return tensor->ne[1] >= 32768
+        && (tensor->ne[0] >= 2048 || (backend_ctx->adreno_gen != ADRENO_GPU_GEN::A7X && ggml_nbytes(tensor) >= (256ull << 20)))
+        && tensor->ne[2] == 1 && tensor->ne[3] == 1;
 }
 
 static bool ggml_opencl_supports_op(ggml_backend_dev_t dev, const struct ggml_tensor * op) {
@@ -7495,6 +7521,7 @@ static ggml_backend_i ggml_backend_opencl_i = {
 ggml_backend_t ggml_backend_opencl_init(void) {
     ggml_backend_dev_t dev = ggml_backend_reg_dev_get(ggml_backend_opencl_reg(), 0);
     ggml_backend_opencl_context *backend_ctx = ggml_cl_init(dev);
+    backend_ctx->ref_count++;
 
     ggml_backend_t backend = new ggml_backend {
         /* .guid    = */ ggml_backend_opencl_guid(),
@@ -9402,7 +9429,7 @@ static void ggml_backend_opencl_buffer_set_tensor(ggml_backend_buffer_t buffer,
         cl_kernel kernel;
 #ifdef GGML_OPENCL_USE_ADRENO_KERNELS
         kernel = backend_ctx->kernel_convert_block_q6_K;
-        if (use_adreno_kernels(backend_ctx, tensor) && !use_flat_gemv_for_large_m_q6_K(tensor)) {
+        if (use_adreno_kernels(backend_ctx, tensor) && !use_flat_gemv_for_large_m_q6_K(backend_ctx, tensor)) {
             kernel = backend_ctx->kernel_convert_block_q6_K_noshuffle;
         }
 #else
@@ -9435,7 +9462,7 @@ static void ggml_backend_opencl_buffer_set_tensor(ggml_backend_buffer_t buffer,
         tensor->extra  = extra;
 
 #ifdef GGML_OPENCL_USE_ADRENO_KERNELS
-        if (use_adreno_kernels(backend_ctx, tensor) && !use_flat_gemv_for_large_m_q6_K(tensor)) {
+        if (use_adreno_kernels(backend_ctx, tensor) && !use_flat_gemv_for_large_m_q6_K(backend_ctx, tensor)) {
             cl_int M = tensor->ne[1];   // ne01
             cl_int K = tensor->ne[0];   // ne00
 
@@ -10472,7 +10499,7 @@ static void ggml_backend_opencl_buffer_get_tensor(ggml_backend_buffer_t buffer,
             CL_CHECK(clReleaseMemObject(data_device));
             return;
         }
-        if (use_adreno_kernels(backend_ctx, tensor) && !use_flat_gemv_for_large_m_q6_K(tensor)) {
+        if (use_adreno_kernels(backend_ctx, tensor) && !use_flat_gemv_for_large_m_q6_K(backend_ctx, tensor)) {
             static ggml_cl_buffer buf_trans_ql;
             static ggml_cl_buffer buf_trans_qh;
             static ggml_cl_buffer buf_trans_s;
@@ -10768,6 +10795,7 @@ static void ggml_backend_opencl_device_get_props(ggml_backend_dev_t dev, struct
         /* .host_buffer           = */ false,
         /* .buffer_from_host_ptr  = */ false,
         /* .events                = */ false,
+        /* .mmap_support          = */ false,
     };
 }
 
@@ -18894,7 +18922,7 @@ static void ggml_cl_mul_mat(ggml_backend_t backend, const ggml_tensor * src0, co
         }
 
         // q6_K x fp32
-        if (src0t == GGML_TYPE_Q6_K && src1t == GGML_TYPE_F32 && !use_flat_gemv_for_large_m_q6_K(src0)) {
+        if (src0t == GGML_TYPE_Q6_K && src1t == GGML_TYPE_F32 && !use_flat_gemv_for_large_m_q6_K(backend_ctx, src0)) {
             ggml_cl_mul_mat_q6_K_f32_adreno(backend, src0, src1, dst);
             return;
         }
@@ -24259,7 +24287,7 @@ static void ggml_cl_glu(ggml_backend_t backend, const ggml_tensor * src0, const
     }
 
     const size_t nrows = ggml_nrows(src0);
-    size_t nth = 512;
+    size_t nth = backend_ctx->max_workgroup_size < 512 ? backend_ctx->max_workgroup_size : 512;
     size_t global_work_size[] = {nrows*nth, 1, 1};
     size_t local_work_size[] = {nth, 1, 1};
 
diff --git a/ggml/src/ggml-opencl/kernels/flash_attn_f32_f16.cl b/ggml/src/ggml-opencl/kernels/flash_attn_f32_f16.cl
index 6e43ee81e..bf7695a2c 100644
--- a/ggml/src/ggml-opencl/kernels/flash_attn_f32_f16.cl
+++ b/ggml/src/ggml-opencl/kernels/flash_attn_f32_f16.cl
@@ -211,7 +211,30 @@ __kernel void FA_TILE_NAME(
 
     float slope = get_alibi_slope(max_bias, head_idx, n_head_log2, m0, m1);
 
+#ifdef FA_K_LDS_T
+    // K tile transposed: [dk vec][kv row] instead of [kv row][dk vec].
+    //
+    // The QK loop walks 2 or 4 KV rows at a time against the same dk element. Row-major
+    // those are DK_VEC half4s apart, so each is its own 64-bit local read. Transposed they
+    // are adjacent, so a pair is one 128-bit read -- half the LDS issues for the same bytes,
+    // no extra registers, arithmetic untouched.
+    //
+    // This kernel looked like it should be FMA-bound (a half4 mad does ~4 ALU ops per LDS
+    // read, unlike the 1:1 of the dp4a loop), but it is NOT: a wrong-math probe that kept
+    // every FMA and removed the LDS reads ran it 38.6% faster (18.92 -> 11.62 ms/op).
+    // Explicitly 16-byte aligned: FA_LK_PAIR below reads two adjacent half4 as one float4,
+    // and the element type only obliges the compiler to align this array to 8. The indices
+    // are even so the offset is a multiple of 16, but the base has to be too, and relying
+    // on the compiler to over-align it is relying on luck.
+    __local KV_DATA_TYPE4 l_k[DK_VEC][BLOCK_N] __attribute__((aligned(16)));
+#define FA_LK(ROW, C) l_k[C][ROW]
+    // Two adjacent KV rows as one 128-bit local read (half4 pair == 16 B). j is even and
+    // BLOCK_N is even, so &l_k[c][j] is 16 B past a 16 B-aligned base.
+#define FA_LK_PAIR(C, J) as_half8(*(__local const float4 *)(&l_k[C][J]))
+#else
     __local KV_DATA_TYPE4 l_k[BLOCK_N][DK_VEC];
+#define FA_LK(ROW, C) l_k[ROW][C]
+#endif
     __local KV_DATA_TYPE4 l_v[BLOCK_N][DV_VEC];
 
 #if N_SPLIT > 1 && !defined(HAS_SUBGROUP_SHUFFLE)
@@ -254,17 +277,17 @@ __kernel void FA_TILE_NAME(
 #ifdef FA_K_IMG
                 if (use_kv_pad) {
                     const ulong k_row_offset = batch_idx * k_tile_nb3 + head_kv_idx * k_tile_nb2 + k_row_idx * k_nb1;
-                    l_k[row][col] = ((__global KV_DATA_TYPE4*)(k_tile_base + k_row_offset))[col];
+                    FA_LK(row, col) = ((__global KV_DATA_TYPE4*)(k_tile_base + k_row_offset))[col];
                 } else {
                     const int k_row_px = batch_idx * k_pitch_px_batch + head_kv_idx * k_pitch_px_head + k_row_idx * k_pitch_px_row;
-                    l_k[row][col] = read_imageh(k_img, k_row_px + col);
+                    FA_LK(row, col) = read_imageh(k_img, k_row_px + col);
                 }
 #else
                 const ulong k_row_offset = batch_idx * k_tile_nb3 + head_kv_idx * k_tile_nb2 + k_row_idx * k_nb1;
-                l_k[row][col] = ((__global KV_DATA_TYPE4*)(k_tile_base + k_row_offset))[col];
+                FA_LK(row, col) = ((__global KV_DATA_TYPE4*)(k_tile_base + k_row_offset))[col];
 #endif
             } else {
-                l_k[row][col] = (KV_DATA_TYPE4)(0.0h);
+                FA_LK(row, col) = (KV_DATA_TYPE4)(0.0h);
             }
         }
         for (int i = tid; i < BLOCK_N * DV_VEC; i += WG_SIZE) {
@@ -292,8 +315,15 @@ __kernel void FA_TILE_NAME(
                 FA_UNROLL
                 for (int k = 0; k < SPLIT_DK_VEC; k++) {
                     const ACC_TYPE4 qk = q_priv[k];
+#if defined(FA_K_LDS_T)
+                    // 2 KV rows adjacent in the transposed tile: one 128-bit local read.
+                    const half8 kk = FA_LK_PAIR(dk_off + k, j);
+                    ACC_TYPE4 dot0 = qk * CONVERT_KV_ACC4(kk.lo);
+                    ACC_TYPE4 dot1 = qk * CONVERT_KV_ACC4(kk.hi);
+#else
                     ACC_TYPE4 dot0 = qk * CONVERT_KV_ACC4(l_k[j  ][dk_off + k]);
                     ACC_TYPE4 dot1 = qk * CONVERT_KV_ACC4(l_k[j+1][dk_off + k]);
+#endif
                     partial0 += dot0.s0 + dot0.s1 + dot0.s2 + dot0.s3;
                     partial1 += dot1.s0 + dot1.s1 + dot1.s2 + dot1.s3;
                 }
@@ -359,7 +389,7 @@ __kernel void FA_TILE_NAME(
             ACC_TYPE4 dot_acc = (ACC_TYPE4)(0.0f);
             FA_UNROLL
             for (int k = 0; k < SPLIT_DK_VEC; k++) {
-                dot_acc = mad(q_priv[k], CONVERT_KV_ACC4(l_k[j][dk_off + k]), dot_acc);
+                dot_acc = mad(q_priv[k], CONVERT_KV_ACC4(FA_LK(j, dk_off + k)), dot_acc);
             }
             local_partial[j][tid] =
                 dot_acc.s0 + dot_acc.s1 + dot_acc.s2 + dot_acc.s3;
@@ -452,10 +482,21 @@ __kernel void FA_TILE_NAME(
                 FA_UNROLL
                 for (int k = 0; k < DK_VEC; k++) {
                     const ACC_TYPE4 qk = q_priv[k];
+#if defined(FA_K_LDS_T)
+                    // 4 KV rows adjacent in the transposed tile: two 128-bit local reads
+                    // instead of four 64-bit ones.
+                    const half8 kk01 = FA_LK_PAIR(k, j);
+                    const half8 kk23 = FA_LK_PAIR(k, j + 2);
+                    dot_acc0 = mad(qk, CONVERT_KV_ACC4(kk01.lo), dot_acc0);
+                    dot_acc1 = mad(qk, CONVERT_KV_ACC4(kk01.hi), dot_acc1);
+                    dot_acc2 = mad(qk, CONVERT_KV_ACC4(kk23.lo), dot_acc2);
+                    dot_acc3 = mad(qk, CONVERT_KV_ACC4(kk23.hi), dot_acc3);
+#else
                     dot_acc0 = mad(qk, CONVERT_KV_ACC4(l_k[j][k]),   dot_acc0);
                     dot_acc1 = mad(qk, CONVERT_KV_ACC4(l_k[j+1][k]), dot_acc1);
                     dot_acc2 = mad(qk, CONVERT_KV_ACC4(l_k[j+2][k]), dot_acc2);
                     dot_acc3 = mad(qk, CONVERT_KV_ACC4(l_k[j+3][k]), dot_acc3);
+#endif
                 }
                 ACC_TYPE s0 = (dot_acc0.s0 + dot_acc0.s1 + dot_acc0.s2 + dot_acc0.s3) * scale;
                 ACC_TYPE s1 = (dot_acc1.s0 + dot_acc1.s1 + dot_acc1.s2 + dot_acc1.s3) * scale;
diff --git a/ggml/src/ggml-opencl/kernels/flash_attn_f32_q4_0.cl b/ggml/src/ggml-opencl/kernels/flash_attn_f32_q4_0.cl
index 95d215971..48adba4f7 100644
--- a/ggml/src/ggml-opencl/kernels/flash_attn_f32_q4_0.cl
+++ b/ggml/src/ggml-opencl/kernels/flash_attn_f32_q4_0.cl
@@ -1631,8 +1631,25 @@ __kernel void flash_attn_f32_q4_0(
     float slope = get_alibi_slope(max_bias, head_idx, n_head_log2, m0, m1);
 
 #ifdef FA_HAVE_INT_DOT
+// Accessors so the staging code is layout-agnostic.
+#ifdef FA_K_LDS_T
+#define FA_K_PACKED(ROW, IDX) l_k_packed[IDX][ROW]
+#define FA_K_SCALE(ROW, BLK)  l_k_scale[BLK][ROW]
+#else
+#define FA_K_PACKED(ROW, IDX) l_k_packed[ROW][IDX]
+#define FA_K_SCALE(ROW, BLK)  l_k_scale[ROW][BLK]
+#endif
+
+#ifdef FA_K_LDS_T
+    // K tile transposed: the 4 KV rows the QK loop walks together become adjacent, so each
+    // (block, group) step is ONE 128-bit local read instead of four 32-bit ones. The QK
+    // loop is LDS-read-issue-bound.
+    __local uint  l_k_packed[DK_Q4_BLOCKS_PREFILL * 8][BLOCK_N];
+    __local float l_k_scale [DK_Q4_BLOCKS_PREFILL][BLOCK_N];
+#else
     __local uint  l_k_packed[BLOCK_N][DK_Q4_BLOCKS_PREFILL * 8];
     __local float l_k_scale [BLOCK_N][DK_Q4_BLOCKS_PREFILL];
+#endif
 #else
     __local half4 l_k[BLOCK_N][DK_VEC];
 #endif
@@ -1660,17 +1677,17 @@ __kernel void flash_attn_f32_q4_0(
                     const global char * blk_ptr = k_base + k_row_off + blk * Q4_0_BLOCK_SIZE;
                     const float df = (float) vload_half(0, (const global half *) blk_ptr);
                     const global uchar * qs = (const global uchar *)(blk_ptr + 2);
-                    l_k_scale[row][blk] = df;
+                    FA_K_SCALE(row, blk) = df;
                     uint k_packed[8];
                     pack_q4_0_nibbles(qs, k_packed);
                     #pragma unroll
                     for (int j = 0; j < 8; ++j) {
-                        l_k_packed[row][blk * 8 + j] = k_packed[j];
+                        FA_K_PACKED(row, blk * 8 + j) = k_packed[j];
                     }
                 } else {
-                    l_k_scale[row][blk] = 0.0f;
+                    FA_K_SCALE(row, blk) = 0.0f;
                     #pragma unroll
-                    for (int j = 0; j < 8; ++j) l_k_packed[row][blk * 8 + j] = 0u;
+                    for (int j = 0; j < 8; ++j) FA_K_PACKED(row, blk * 8 + j) = 0u;
                 }
             }
 #else
@@ -1760,6 +1777,19 @@ __kernel void flash_attn_f32_q4_0(
                 for (int b_local = 0; b_local < SPLIT_DK_Q4_BLOCKS; ++b_local) {
                     const int b = k_blk_base + b_local;
                     int sum0 = 0, sum1 = 0, sum2 = 0, sum3 = 0;
+#ifdef FA_K_LDS_T
+                    // 4 KV rows are adjacent in the transposed tile: one 128-bit local
+                    // read per (block, group) instead of four 32-bit ones.
+                    #pragma unroll
+                    for (int g = 0; g < 8; ++g) {
+                        const uint  qp  = q_packed_pf[b_local * 8 + g];
+                        const uint4 kq4 = vload4(0, &l_k_packed[b * 8 + g][j]);
+                        sum0 = dot_acc_sat_4x8packed_ss_int(qp, kq4.s0, sum0);
+                        sum1 = dot_acc_sat_4x8packed_ss_int(qp, kq4.s1, sum1);
+                        sum2 = dot_acc_sat_4x8packed_ss_int(qp, kq4.s2, sum2);
+                        sum3 = dot_acc_sat_4x8packed_ss_int(qp, kq4.s3, sum3);
+                    }
+#else
                     #pragma unroll
                     for (int g = 0; g < 8; ++g) {
                         const uint qp = q_packed_pf[b_local * 8 + g];
@@ -1768,12 +1798,21 @@ __kernel void flash_attn_f32_q4_0(
                         sum2 = dot_acc_sat_4x8packed_ss_int(qp, l_k_packed[j+2][b * 8 + g], sum2);
                         sum3 = dot_acc_sat_4x8packed_ss_int(qp, l_k_packed[j+3][b * 8 + g], sum3);
                     }
+#endif
                     const float qd    = q_d_pf[b_local];
                     const int   q_sum = q_sum_pf[b_local];
+#ifdef FA_K_LDS_T
+                    const float4 ks4 = vload4(0, &l_k_scale[b][j]);
+                    s0 += (float)(sum0 - 8 * q_sum) * qd * ks4.s0;
+                    s1 += (float)(sum1 - 8 * q_sum) * qd * ks4.s1;
+                    s2 += (float)(sum2 - 8 * q_sum) * qd * ks4.s2;
+                    s3 += (float)(sum3 - 8 * q_sum) * qd * ks4.s3;
+#else
                     s0 += (float)(sum0 - 8 * q_sum) * qd * l_k_scale[j  ][b];
                     s1 += (float)(sum1 - 8 * q_sum) * qd * l_k_scale[j+1][b];
                     s2 += (float)(sum2 - 8 * q_sum) * qd * l_k_scale[j+2][b];
                     s3 += (float)(sum3 - 8 * q_sum) * qd * l_k_scale[j+3][b];
+#endif
                 }
 #else
                 ACC_TYPE4 dot_acc0 = (ACC_TYPE4)(0.0f);
diff --git a/ggml/src/ggml-opencl/kernels/flash_attn_f32_q8_0.cl b/ggml/src/ggml-opencl/kernels/flash_attn_f32_q8_0.cl
index 7e89ed0bd..f50912d21 100644
--- a/ggml/src/ggml-opencl/kernels/flash_attn_f32_q8_0.cl
+++ b/ggml/src/ggml-opencl/kernels/flash_attn_f32_q8_0.cl
@@ -1393,8 +1393,31 @@ __kernel void flash_attn_f32_q8_0(
     float slope = get_alibi_slope(max_bias, head_idx, n_head_log2, m0, m1);
 
 #ifdef FA_HAVE_INT_DOT
+// Accessors so the staging code is layout-agnostic.
+#ifdef FA_K_LDS_T
+#define FA_K_PACKED(ROW, IDX) l_k_packed[IDX][ROW]
+#define FA_K_SCALE(ROW, BLK)  l_k_scale[BLK][ROW]
+#else
+#define FA_K_PACKED(ROW, IDX) l_k_packed[ROW][IDX]
+#define FA_K_SCALE(ROW, BLK)  l_k_scale[ROW][BLK]
+#endif
+
+#ifdef FA_K_LDS_T
+    // K tile transposed: [block*8 + g][kv row] instead of [kv row][block*8 + g].
+    //
+    // The QK loop walks 4 KV rows at a time against the same (b, g), so in the original
+    // layout those 4 values are BLOCK_N*8 uints apart and cost 4 separate 32-bit local
+    // reads. Transposed they are adjacent, so they are one 128-bit read -- 4x fewer LDS
+    // issues for the same bytes and no extra registers. That matters because the QK loop
+    // is LDS-read-issue-bound: a wrong-math probe that kept every dp4a but cut the LDS
+    // reads ran the whole kernel 41% faster (18.51 -> 10.91 ms/op), and deleting QK
+    // outright only reached 10.88 -- i.e. essentially ALL of QK's cost is these reads.
+    __local uint  l_k_packed[DK_Q8_BLOCKS_PREFILL * 8][BLOCK_N];
+    __local float l_k_scale [DK_Q8_BLOCKS_PREFILL][BLOCK_N];
+#else
     __local uint  l_k_packed[BLOCK_N][DK_Q8_BLOCKS_PREFILL * 8];
     __local float l_k_scale [BLOCK_N][DK_Q8_BLOCKS_PREFILL];
+#endif
 #else
     __local half4 l_k[BLOCK_N][DK_VEC];
 #endif
@@ -1427,7 +1450,7 @@ __kernel void flash_attn_f32_q8_0(
                     const global char * blk_ptr = k_base + k_row_off + blk * Q8_0_BLOCK_SIZE;
                     const float df = (float) vload_half(0, (const global half *) blk_ptr);
                     const global uchar * qs = (const global uchar *)(blk_ptr + 2);
-                    l_k_scale[row][blk] = df;
+                    FA_K_SCALE(row, blk) = df;
                     #pragma unroll
                     for (int j = 0; j < 8; ++j) {
                         uint k_packed =
@@ -1435,12 +1458,12 @@ __kernel void flash_attn_f32_q8_0(
                              ((uint) qs[j*4 + 1]) <<  8 |
                              ((uint) qs[j*4 + 2]) << 16 |
                              ((uint) qs[j*4 + 3]) << 24;
-                        l_k_packed[row][blk * 8 + j] = k_packed;
+                        FA_K_PACKED(row, blk * 8 + j) = k_packed;
                     }
                 } else {
-                    l_k_scale[row][blk] = 0.0f;
+                    FA_K_SCALE(row, blk) = 0.0f;
                     #pragma unroll
-                    for (int j = 0; j < 8; ++j) l_k_packed[row][blk * 8 + j] = 0u;
+                    for (int j = 0; j < 8; ++j) FA_K_PACKED(row, blk * 8 + j) = 0u;
                 }
             }
 #else
@@ -1556,6 +1579,19 @@ __kernel void flash_attn_f32_q8_0(
                 for (int b_local = 0; b_local < SPLIT_DK_Q8_BLOCKS; ++b_local) {
                     const int b = k_blk_base + b_local;
                     int sum0 = 0, sum1 = 0, sum2 = 0, sum3 = 0;
+#if defined(FA_K_LDS_T)
+                    // The 4 KV rows are adjacent in the transposed tile, so each (b, g)
+                    // step is ONE 128-bit local read instead of four 32-bit ones.
+                    #pragma unroll
+                    for (int g = 0; g < 8; ++g) {
+                        const uint qp = q_packed_pf[b_local * 8 + g];
+                        const uint4 kq4 = vload4(0, &l_k_packed[b * 8 + g][j]);
+                        sum0 = dot_acc_sat_4x8packed_ss_int(qp, kq4.s0, sum0);
+                        sum1 = dot_acc_sat_4x8packed_ss_int(qp, kq4.s1, sum1);
+                        sum2 = dot_acc_sat_4x8packed_ss_int(qp, kq4.s2, sum2);
+                        sum3 = dot_acc_sat_4x8packed_ss_int(qp, kq4.s3, sum3);
+                    }
+#else
                     #pragma unroll
                     for (int g = 0; g < 8; ++g) {
                         const uint qp = q_packed_pf[b_local * 8 + g];
@@ -1564,11 +1600,20 @@ __kernel void flash_attn_f32_q8_0(
                         sum2 = dot_acc_sat_4x8packed_ss_int(qp, l_k_packed[j+2][b * 8 + g], sum2);
                         sum3 = dot_acc_sat_4x8packed_ss_int(qp, l_k_packed[j+3][b * 8 + g], sum3);
                     }
+#endif
                     const float qd = q_d_pf[b_local];
+#ifdef FA_K_LDS_T
+                    const float4 ks4 = vload4(0, &l_k_scale[b][j]);
+                    s0 += (float)sum0 * qd * ks4.s0;
+                    s1 += (float)sum1 * qd * ks4.s1;
+                    s2 += (float)sum2 * qd * ks4.s2;
+                    s3 += (float)sum3 * qd * ks4.s3;
+#else
                     s0 += (float)sum0 * qd * l_k_scale[j  ][b];
                     s1 += (float)sum1 * qd * l_k_scale[j+1][b];
                     s2 += (float)sum2 * qd * l_k_scale[j+2][b];
                     s3 += (float)sum3 * qd * l_k_scale[j+3][b];
+#endif
                 }
 #else
                 ACC_TYPE4 dot_acc0 = (ACC_TYPE4)(0.0f);
diff --git a/ggml/src/ggml-openvino/ggml-openvino.cpp b/ggml/src/ggml-openvino/ggml-openvino.cpp
index 0e7501fef..dfe80e6c8 100644
--- a/ggml/src/ggml-openvino/ggml-openvino.cpp
+++ b/ggml/src/ggml-openvino/ggml-openvino.cpp
@@ -763,6 +763,7 @@ static void ggml_backend_openvino_device_get_props(ggml_backend_dev_t dev, ggml_
         /* .host_buffer           = */ false,
         /* .buffer_from_host_ptr  = */ false,
         /* .events                = */ false,
+        /* .mmap_support          = */ true,
     };
 }
 
diff --git a/ggml/src/ggml-rpc/ggml-rpc.cpp b/ggml/src/ggml-rpc/ggml-rpc.cpp
index 17c53a5f0..e9de0d0aa 100644
--- a/ggml/src/ggml-rpc/ggml-rpc.cpp
+++ b/ggml/src/ggml-rpc/ggml-rpc.cpp
@@ -1881,6 +1881,7 @@ static void ggml_backend_rpc_device_get_props(ggml_backend_dev_t dev, struct ggm
         /* .host_buffer           = */ false,
         /* .buffer_from_host_ptr  = */ false,
         /* .events                = */ false,
+        /* .mmap_support          = */ true,
     };
 }
 
diff --git a/ggml/src/ggml-sycl/common.hpp b/ggml/src/ggml-sycl/common.hpp
index 619933e0f..4fa34a526 100644
--- a/ggml/src/ggml-sycl/common.hpp
+++ b/ggml/src/ggml-sycl/common.hpp
@@ -1022,9 +1022,20 @@ static T block_reduce(T val, T * shared_vals, int block_size_template) {
 }
 
 static __dpct_inline__ float ggml_sycl_ue4m3_to_fp32(uint8_t x) {
-    const uint32_t bits = x * (x != 0x7F && x != 0xFF);
-    const __nv_fp8_e4m3 xf = *reinterpret_cast<const __nv_fp8_e4m3 *>(&bits);
-    return static_cast<float>(xf) / 2;
+    // UE4M3 is unsigned: 4 exp bits (bias 7), 3 mantissa bits, no sign, no NaN.
+    // exp == 0xF is a valid exponent (256-448 range), not NaN.
+    if (x == 0 || x == 0x7F) {
+        return 0.0f;
+    }
+    const int exp = (x >> 3) & 0xF;
+    const int man = x & 0x7;
+    float raw;
+    if (exp == 0) {
+        raw = man * (1.0f / 8.0f) * sycl::pow(2.0f, -6.0f);
+    } else {
+        raw = (1.0f + man / 8.0f) * sycl::pow(2.0f, (float) exp - 7.0f);
+    }
+    return raw * 0.5f;
 }
 
 #endif // GGML_SYCL_COMMON_HPP
diff --git a/ggml/src/ggml-sycl/concat.cpp b/ggml/src/ggml-sycl/concat.cpp
index 93e00d65f..1ad242fca 100644
--- a/ggml/src/ggml-sycl/concat.cpp
+++ b/ggml/src/ggml-sycl/concat.cpp
@@ -127,7 +127,15 @@ static void concat_T_sycl_non_cont(
     int64_t ne2, int64_t ne3, uint64_t nb0, uint64_t nb1, uint64_t nb2,
     uint64_t nb3, int32_t dim) {
   sycl::range<3> gridDim(ne3, ne2, ne1);
-  stream->parallel_for(sycl::nd_range<3>(gridDim, sycl::range<3>(1, 1, 1)), [=](sycl::nd_item<3> item_ct1) {
+
+  // Avoid oversubscribing device when there is not enough elements along the innermost dim to
+  // fill a full SYCL_CONCAT_BLOCK_SIZE. For larger # of elements, the full SYCL_CONCAT_BLOCK_SIZE
+  // is used.
+  const int64_t ne0_pad   = GGML_PAD(ne0, WARP_SIZE);
+  const int64_t block_ne0 = ne0_pad < SYCL_CONCAT_BLOCK_SIZE ? ne0_pad : (int64_t) SYCL_CONCAT_BLOCK_SIZE;
+  sycl::range<3> blockDim(1, 1, block_ne0);
+
+  stream->parallel_for(sycl::nd_range<3>(gridDim * blockDim, blockDim), [=](sycl::nd_item<3> item_ct1) {
       int64_t i3 = item_ct1.get_group(0);
       int64_t i2 = item_ct1.get_group(1);
       int64_t i1 = item_ct1.get_group(2);
diff --git a/ggml/src/ggml-sycl/dsv4-hc.cpp b/ggml/src/ggml-sycl/dsv4-hc.cpp
new file mode 100644
index 000000000..bb66e8c1b
--- /dev/null
+++ b/ggml/src/ggml-sycl/dsv4-hc.cpp
@@ -0,0 +1,280 @@
+#include "ggml-impl.h"
+#include "dsv4-hc.hpp"
+
+#include <cmath>
+
+static constexpr int DSV4_HC = 4;
+
+static void dsv4_hc_pre_f32_sycl(
+        const float * x, const float * weights, float * dst,
+        int64_t n_embd, int64_t hc, int64_t n_tokens,
+        int64_t sx0, int64_t sx1, int64_t sx2,
+        int64_t sw0, int64_t sw1,
+        int64_t sd0, int64_t sd1,
+        queue_ptr stream) {
+    const int64_t nr = n_embd * n_tokens;
+    const int64_t block_size = 256;
+    const int64_t num_blocks = (nr + block_size - 1) / block_size;
+
+    stream->parallel_for(
+        sycl::nd_range<1>(sycl::range<1>(num_blocks * block_size), sycl::range<1>(block_size)),
+        [=](sycl::nd_item<1> item) {
+            const int64_t ir = item.get_global_id(0);
+            if (ir >= nr) {
+                return;
+            }
+
+            const int64_t i0 = ir % n_embd;
+            const int64_t it = ir / n_embd;
+
+            float sum = x[i0*sx0 + it*sx2] * weights[it*sw1];
+            for (int64_t ih = 1; ih < hc; ++ih) {
+                const float xv = x[i0*sx0 + ih*sx1 + it*sx2];
+                const float wv = weights[ih*sw0 + it*sw1];
+                sum += xv * wv;
+            }
+
+            dst[i0*sd0 + it*sd1] = sum;
+        });
+}
+
+static void dsv4_hc_comb_norm_cols(float * comb, float eps) {
+    for (int idst = 0; idst < DSV4_HC; ++idst) {
+        float sum = eps;
+        for (int isrc = 0; isrc < DSV4_HC; ++isrc) {
+            sum += comb[idst + DSV4_HC*isrc];
+        }
+
+        const float inv_sum = 1.0f / sum;
+        for (int isrc = 0; isrc < DSV4_HC; ++isrc) {
+            comb[idst + DSV4_HC*isrc] *= inv_sum;
+        }
+    }
+}
+
+static void dsv4_hc_comb_norm_rows(float * comb, float eps) {
+    for (int isrc = 0; isrc < DSV4_HC; ++isrc) {
+        float sum = eps;
+        for (int idst = 0; idst < DSV4_HC; ++idst) {
+            sum += comb[idst + DSV4_HC*isrc];
+        }
+
+        const float inv_sum = 1.0f / sum;
+        for (int idst = 0; idst < DSV4_HC; ++idst) {
+            comb[idst + DSV4_HC*isrc] *= inv_sum;
+        }
+    }
+}
+
+static void dsv4_hc_comb_f32_sycl(
+        const float * mixes,
+        const float * scale,
+        const float * base,
+        float * dst,
+        int64_t n_tokens,
+        int64_t sm0,
+        int64_t sm1,
+        int64_t ss0,
+        int64_t sb0,
+        int64_t sd0,
+        int64_t sd1,
+        int64_t sd2,
+        float eps,
+        int32_t n_iter,
+        queue_ptr stream) {
+    constexpr int comb_offset = 2*DSV4_HC;
+
+    const int64_t block_size = 256;
+    const int64_t num_blocks = (n_tokens + block_size - 1) / block_size;
+
+    stream->parallel_for(
+        sycl::nd_range<1>(sycl::range<1>(num_blocks * block_size), sycl::range<1>(block_size)),
+        [=](sycl::nd_item<1> item_ct1) {
+            const int64_t it = item_ct1.get_global_id(0);
+
+            if (it >= n_tokens) {
+                return;
+            }
+
+            const float scale_comb = scale[2*ss0];
+            float comb[DSV4_HC*DSV4_HC];
+
+            for (int isrc = 0; isrc < DSV4_HC; ++isrc) {
+                float max = -INFINITY;
+                for (int idst = 0; idst < DSV4_HC; ++idst) {
+                    const int idx = idst + DSV4_HC*isrc;
+                    const float v = mixes[(comb_offset + idx)*sm0 + it*sm1] * scale_comb + base[(comb_offset + idx)*sb0];
+                    comb[idx] = v;
+                    max = fmaxf(max, v);
+                }
+
+                float sum = 0.0f;
+                for (int idst = 0; idst < DSV4_HC; ++idst) {
+                    const int idx = idst + DSV4_HC*isrc;
+                    const float v = expf(comb[idx] - max);
+                    comb[idx] = v;
+                    sum += v;
+                }
+
+                const float inv_sum = 1.0f / sum;
+                for (int idst = 0; idst < DSV4_HC; ++idst) {
+                    const int idx = idst + DSV4_HC*isrc;
+                    comb[idx] = comb[idx] * inv_sum + eps;
+                }
+            }
+
+            dsv4_hc_comb_norm_cols(comb, eps);
+            for (int32_t i = 1; i < n_iter; ++i) {
+                dsv4_hc_comb_norm_rows(comb, eps);
+                dsv4_hc_comb_norm_cols(comb, eps);
+            }
+
+            for (int isrc = 0; isrc < DSV4_HC; ++isrc) {
+                for (int idst = 0; idst < DSV4_HC; ++idst) {
+                    const int idx = idst + DSV4_HC*isrc;
+                    dst[idst*sd0 + isrc*sd1 + it*sd2] = comb[idx];
+                }
+            }
+        });
+}
+
+static void dsv4_hc_post_f32_sycl(
+        const float * x, const float * residual, const float * post, const float * comb, float * dst,
+        int64_t n_embd, int64_t hc, int64_t n_tokens,
+        int64_t sx0, int64_t sx1,
+        int64_t sr0, int64_t sr1, int64_t sr2,
+        int64_t sp0, int64_t sp1,
+        int64_t sc0, int64_t sc1, int64_t sc2,
+        int64_t sd0, int64_t sd1, int64_t sd2,
+        queue_ptr stream) {
+    const int64_t nr = n_embd * hc * n_tokens;
+    const int64_t block_size = 256;
+    const int64_t num_blocks = (nr + block_size - 1) / block_size;
+
+    stream->parallel_for(
+        sycl::nd_range<1>(sycl::range<1>(num_blocks * block_size), sycl::range<1>(block_size)),
+        [=](sycl::nd_item<1> item) {
+            const int64_t ir = item.get_global_id(0);
+            if (ir >= nr) {
+                return;
+            }
+
+            const int64_t i0   = ir % n_embd;
+            const int64_t idst = (ir / n_embd) % hc;
+            const int64_t it   = ir / (n_embd * hc);
+
+            float sum = x[i0*sx0 + it*sx1] * post[idst*sp0 + it*sp1];
+            for (int64_t isrc = 0; isrc < hc; ++isrc) {
+                sum += residual[i0*sr0 + isrc*sr1 + it*sr2] * comb[idst*sc0 + isrc*sc1 + it*sc2];
+            }
+
+            dst[i0*sd0 + idst*sd1 + it*sd2] = sum;
+        });
+}
+
+void ggml_sycl_op_dsv4_hc_pre(ggml_backend_sycl_context & ctx, ggml_tensor * dst) {
+    scope_op_debug_print scope_dbg_print(__func__, dst, /*num_src=*/2);
+    const ggml_tensor * x       = dst->src[0];
+    const ggml_tensor * weights = dst->src[1];
+
+    GGML_ASSERT(x->type == GGML_TYPE_F32);
+    GGML_ASSERT(weights->type == GGML_TYPE_F32);
+    GGML_ASSERT(dst->type == GGML_TYPE_F32);
+
+    GGML_TENSOR_LOCALS(size_t, nbx, x,       nb);
+    GGML_TENSOR_LOCALS(size_t, nbw, weights, nb);
+    GGML_TENSOR_LOCALS(size_t, nbd, dst,     nb);
+
+    const int64_t n_embd   = x->ne[0];
+    const int64_t hc       = x->ne[1];
+    const int64_t n_tokens = x->ne[2];
+
+    queue_ptr stream = ctx.stream();
+
+    dsv4_hc_pre_f32_sycl(
+            (const float *) x->data, (const float *) weights->data, (float *) dst->data,
+            n_embd, hc, n_tokens,
+            nbx0 / sizeof(float), nbx1 / sizeof(float), nbx2 / sizeof(float),
+            nbw0 / sizeof(float), nbw1 / sizeof(float),
+            nbd0 / sizeof(float), nbd1 / sizeof(float),
+            stream);
+}
+
+void ggml_sycl_op_dsv4_hc_comb(ggml_backend_sycl_context & ctx, ggml_tensor * dst) {
+    scope_op_debug_print scope_dbg_print(__func__, dst, /*num_src=*/3);
+
+    const ggml_tensor * mixes = dst->src[0];
+    const ggml_tensor * scale = dst->src[1];
+    const ggml_tensor * base  = dst->src[2];
+
+    GGML_ASSERT(mixes->type == GGML_TYPE_F32);
+    GGML_ASSERT(scale->type == GGML_TYPE_F32);
+    GGML_ASSERT(base->type == GGML_TYPE_F32);
+    GGML_ASSERT(dst->type == GGML_TYPE_F32);
+
+    constexpr int64_t hc_mix_dim = (2 + DSV4_HC)*DSV4_HC;
+
+    GGML_ASSERT(mixes->ne[0] == hc_mix_dim);
+    GGML_ASSERT(dst->ne[0] == DSV4_HC);
+    GGML_ASSERT(dst->ne[1] == DSV4_HC);
+    GGML_ASSERT(dst->ne[2] == mixes->ne[1]);
+    GGML_ASSERT(scale->ne[0] >= 3);
+    GGML_ASSERT(base->ne[0] == hc_mix_dim);
+
+    GGML_TENSOR_LOCALS(size_t, nbm, mixes, nb);
+    GGML_TENSOR_LOCALS(size_t, nbs, scale, nb);
+    GGML_TENSOR_LOCALS(size_t, nbb, base,  nb);
+    GGML_TENSOR_LOCALS(size_t, nbd, dst,   nb);
+
+    const int64_t n_tokens = mixes->ne[1];
+    const float eps = ggml_get_op_params_f32(dst, 0);
+    const int32_t n_iter = ggml_get_op_params_i32(dst, 1);
+
+    queue_ptr stream = ctx.stream();
+
+    dsv4_hc_comb_f32_sycl(
+            (const float *) mixes->data, (const float *) scale->data, (const float *) base->data, (float *) dst->data,
+            n_tokens,
+            nbm0 / sizeof(float), nbm1 / sizeof(float),
+            nbs0 / sizeof(float),
+            nbb0 / sizeof(float),
+            nbd0 / sizeof(float), nbd1 / sizeof(float), nbd2 / sizeof(float),
+            eps, n_iter, stream);
+}
+
+void ggml_sycl_op_dsv4_hc_post(ggml_backend_sycl_context & ctx, ggml_tensor * dst) {
+    scope_op_debug_print scope_dbg_print(__func__, dst, /*num_src=*/4);
+    const ggml_tensor * x        = dst->src[0];
+    const ggml_tensor * residual = dst->src[1];
+    const ggml_tensor * post     = dst->src[2];
+    const ggml_tensor * comb     = dst->src[3];
+
+    GGML_ASSERT(x->type == GGML_TYPE_F32);
+    GGML_ASSERT(residual->type == GGML_TYPE_F32);
+    GGML_ASSERT(post->type == GGML_TYPE_F32);
+    GGML_ASSERT(comb->type == GGML_TYPE_F32);
+    GGML_ASSERT(dst->type == GGML_TYPE_F32);
+
+    GGML_TENSOR_LOCALS(size_t, nbx, x,        nb);
+    GGML_TENSOR_LOCALS(size_t, nbr, residual, nb);
+    GGML_TENSOR_LOCALS(size_t, nbp, post,     nb);
+    GGML_TENSOR_LOCALS(size_t, nbc, comb,     nb);
+    GGML_TENSOR_LOCALS(size_t, nbd, dst,      nb);
+
+    const int64_t n_embd   = x->ne[0];
+    const int64_t n_tokens = x->ne[1];
+    const int64_t hc       = residual->ne[1];
+
+    queue_ptr stream = ctx.stream();
+
+    dsv4_hc_post_f32_sycl(
+            (const float *) x->data, (const float *) residual->data,
+            (const float *) post->data, (const float *) comb->data, (float *) dst->data,
+            n_embd, hc, n_tokens,
+            nbx0 / sizeof(float), nbx1 / sizeof(float),
+            nbr0 / sizeof(float), nbr1 / sizeof(float), nbr2 / sizeof(float),
+            nbp0 / sizeof(float), nbp1 / sizeof(float),
+            nbc0 / sizeof(float), nbc1 / sizeof(float), nbc2 / sizeof(float),
+            nbd0 / sizeof(float), nbd1 / sizeof(float), nbd2 / sizeof(float),
+            stream);
+}
diff --git a/ggml/src/ggml-sycl/dsv4-hc.hpp b/ggml/src/ggml-sycl/dsv4-hc.hpp
new file mode 100644
index 000000000..330518d8a
--- /dev/null
+++ b/ggml/src/ggml-sycl/dsv4-hc.hpp
@@ -0,0 +1,10 @@
+#ifndef GGML_SYCL_DSV4_HC_HPP
+#define GGML_SYCL_DSV4_HC_HPP
+
+#include "common.hpp"
+
+void ggml_sycl_op_dsv4_hc_pre(ggml_backend_sycl_context & ctx, ggml_tensor * dst);
+void ggml_sycl_op_dsv4_hc_comb(ggml_backend_sycl_context & ctx, ggml_tensor * dst);
+void ggml_sycl_op_dsv4_hc_post(ggml_backend_sycl_context & ctx, ggml_tensor * dst);
+
+#endif // GGML_SYCL_DSV4_HC_HPP
diff --git a/ggml/src/ggml-sycl/element_wise.cpp b/ggml/src/ggml-sycl/element_wise.cpp
index 3cd055494..0e707d531 100644
--- a/ggml/src/ggml-sycl/element_wise.cpp
+++ b/ggml/src/ggml-sycl/element_wise.cpp
@@ -420,53 +420,31 @@ static void clamp(const T * x, T * dst, const float min, const float max, const
     }
 }
 
-template<typename T>
-static void gated_op_fused_geglu(const T * x, const T * g, T * dst, const uint64_t k, const sycl::uint3 n_fd, const uint64_t o0, const uint64_t o1, const sycl::nd_item<1> &item_ct1) {
-    SYCL_GLOBAL_ID_LOOP(k, item_ct1) {
-        const sycl::uint2 rc = fast_div_modulo((uint32_t) i, n_fd);
-        const int64_t j0 = rc.x() * o0 + rc.y();
-        const int64_t j1 = o0 == o1 ? j0 : rc.x() * o1 + rc.y();
-        dst[i] = op_gelu(x[j0]) * g[j1];
-    }
-}
-
-template<typename T>
-static void gated_op_fused_reglu(const T * x, const T * g, T * dst, const uint64_t k, const sycl::uint3 n_fd, const uint64_t o0, const uint64_t o1, const sycl::nd_item<1> &item_ct1) {
+template<typename T, typename F>
+static void unary_gated_op_flat_kernel(const T * x, const T * g, T * dst, const uint64_t k, const sycl::nd_item<1> & item_ct1, F func) {
     SYCL_GLOBAL_ID_LOOP(k, item_ct1) {
-        const sycl::uint2 rc = fast_div_modulo((uint32_t) i, n_fd);
-        const int64_t j0 = rc.x() * o0 + rc.y();
-        const int64_t j1 = o0 == o1 ? j0 : rc.x() * o1 + rc.y();
-        dst[i] = op_relu(x[j0]) * g[j1];
+        dst[i] = func(x[i]) * g[i];
     }
 }
 
-template<typename T>
-static void gated_op_fused_swiglu(const T * x, const T * g, T * dst, const uint64_t k, const sycl::uint3 n_fd, const uint64_t o0, const uint64_t o1, const sycl::nd_item<1> &item_ct1) {
-    SYCL_GLOBAL_ID_LOOP(k, item_ct1)  {
-        const sycl::uint2 rc = fast_div_modulo((uint32_t) i, n_fd);
-        const int64_t j0 = rc.x() * o0 + rc.y();
-        const int64_t j1 = o0 == o1 ? j0 : rc.x() * o1 + rc.y();
-        dst[i] = op_silu(x[j0]) * g[j1];
-    }
-}
-
-template<typename T>
-static void gated_op_fused_geglu_erf(const T * x, const T * g, T * dst, const uint64_t k, const sycl::uint3 n_fd, const uint64_t o0, const uint64_t o1, const sycl::nd_item<1> &item_ct1) {
-    SYCL_GLOBAL_ID_LOOP(k, item_ct1) {
-        const sycl::uint2 rc = fast_div_modulo((uint32_t) i, n_fd);
-        const int64_t j0 = rc.x() * o0 + rc.y();
-        const int64_t j1 = o0 == o1 ? j0 : rc.x() * o1 + rc.y();
-        dst[i] = op_gelu_erf(x[j0]) * g[j1];
-    }
-}
+template<typename T, typename F>
+static void unary_gated_op_generic_kernel(
+        const T * x,
+        const T * g,
+        T * dst,
+        const uint64_t k,
+        const sycl::uint3 n_fd,
+        const uint64_t o0,
+        const uint64_t o1,
+        const sycl::nd_item<1> & item_ct1,
+        F func) {
 
-template<typename T>
-static void gated_op_fused_geglu_quick(const T * x, const T * g, T * dst, const uint64_t k, const sycl::uint3 n_fd, const uint64_t o0, const uint64_t o1, const sycl::nd_item<1> &item_ct1) {
+    // rows of n columns at strides o0 and o1: two halves of one fused tensor, or two tensors
     SYCL_GLOBAL_ID_LOOP(k, item_ct1) {
         const sycl::uint2 rc = fast_div_modulo((uint32_t) i, n_fd);
         const int64_t j0 = rc.x() * o0 + rc.y();
         const int64_t j1 = o0 == o1 ? j0 : rc.x() * o1 + rc.y();
-        dst[i] = op_gelu_quick(x[j0]) * g[j1];
+        dst[i] = func(x[j0]) * g[j1];
     }
 }
 
@@ -670,6 +648,35 @@ static inline void ggml_sycl_op_unary(
         });
 }
 
+template<typename F>
+static inline void ggml_sycl_op_unary_gated(
+        ggml_backend_sycl_context & ctx, ggml_tensor * dst, F func) {
+
+    dispatch_ggml_sycl_op_fused_glu(ctx, dst,
+        [func](const auto * x_ptr, const auto * g_ptr, auto * dst_ptr, uint64_t k, uint64_t n, uint64_t o0, uint64_t o1, queue_ptr main_stream) {
+
+            const uint32_t num_blocks = (uint32_t) ceil_div(k, SYCL_GLU_BLOCK_SIZE);
+            const sycl::nd_range<1> launch_range(num_blocks * sycl::range<1>(SYCL_GLU_BLOCK_SIZE),
+                                                 sycl::range<1>(SYCL_GLU_BLOCK_SIZE));
+
+            // o0 == n and o1 == n make the index math the identity, so index flat
+            // note: not ggml_is_contiguous - a fused [gate|up] src0 is contiguous with o0 == 2n
+            if (o0 == n && o1 == n) {
+                main_stream->parallel_for(launch_range,
+                    [=](sycl::nd_item<1> item_ct1) [[sycl::reqd_sub_group_size(WARP_SIZE)]] {
+                        unary_gated_op_flat_kernel(x_ptr, g_ptr, dst_ptr, k, item_ct1, func);
+                    });
+            } else {
+                // launch-invariant divisor, and only this path needs it
+                const sycl::uint3 n_fd = init_fastdiv_values((uint32_t) n);
+                main_stream->parallel_for(launch_range,
+                    [=](sycl::nd_item<1> item_ct1) [[sycl::reqd_sub_group_size(WARP_SIZE)]] {
+                        unary_gated_op_generic_kernel(x_ptr, g_ptr, dst_ptr, k, n_fd, o0, o1, item_ct1, func);
+                    });
+            }
+        });
+}
+
 
 static inline void ggml_sycl_op_arange(ggml_backend_sycl_context & ctx, ggml_tensor * dst) {
     GGML_ASSERT(dst->type == GGML_TYPE_F32);
@@ -967,42 +974,21 @@ static inline void ggml_sycl_op_acc(ggml_backend_sycl_context & ctx, ggml_tensor
 }
 
 static inline void ggml_sycl_op_geglu(ggml_backend_sycl_context & ctx, ggml_tensor * dst) {
-    ggml_sycl_detail::dispatch_ggml_sycl_op_fused_glu(ctx, dst,
-        [](const auto* x_ptr, const auto* g_ptr, auto* dst_ptr, uint64_t k, uint64_t n, uint64_t o0, uint64_t o1, queue_ptr main_stream) {
-            const uint32_t num_blocks = ceil_div(k, SYCL_GELU_BLOCK_SIZE);
-            const sycl::uint3 n_fd = init_fastdiv_values((uint32_t) n);
-            main_stream->parallel_for(
-                    sycl::nd_range<1>((num_blocks * sycl::range<1>(SYCL_GELU_BLOCK_SIZE)),
-                    sycl::range<1>(SYCL_GELU_BLOCK_SIZE)), [=](sycl::nd_item<1> item_ct1) [[sycl::reqd_sub_group_size(WARP_SIZE)]] {
-                gated_op_fused_geglu(x_ptr, g_ptr, dst_ptr, k, n_fd, o0, o1, item_ct1);
-            });
-        });
+    ggml_sycl_detail::ggml_sycl_op_unary_gated(ctx, dst, [](auto x) {
+        return op_gelu(x);
+    });
 }
 
 static inline void ggml_sycl_op_reglu(ggml_backend_sycl_context & ctx, ggml_tensor * dst) {
-    ggml_sycl_detail::dispatch_ggml_sycl_op_fused_glu(ctx, dst,
-        [](const auto* x_ptr, const auto* g_ptr, auto* dst_ptr, uint64_t k, uint64_t n, uint64_t o0, uint64_t o1, queue_ptr main_stream) {
-            const uint32_t num_blocks = ceil_div((uint32_t)k, SYCL_RELU_BLOCK_SIZE); // Using RELU block size for reglu
-            const sycl::uint3 n_fd = init_fastdiv_values((uint32_t) n);
-            main_stream->parallel_for(
-                    sycl::nd_range<1>((num_blocks * sycl::range<1>(SYCL_RELU_BLOCK_SIZE)),
-                    sycl::range<1>(SYCL_RELU_BLOCK_SIZE)), [=](sycl::nd_item<1> item_ct1) [[sycl::reqd_sub_group_size(WARP_SIZE)]] {
-                gated_op_fused_reglu(x_ptr, g_ptr, dst_ptr, k, n_fd, o0, o1, item_ct1);
-            });
-        });
+    ggml_sycl_detail::ggml_sycl_op_unary_gated(ctx, dst, [](auto x) {
+        return op_relu(x);
+    });
 }
 
 static inline void ggml_sycl_op_swiglu(ggml_backend_sycl_context & ctx, ggml_tensor * dst) {
-    ggml_sycl_detail::dispatch_ggml_sycl_op_fused_glu(ctx, dst,
-        [](const auto* x_ptr, const auto* g_ptr, auto* dst_ptr, uint64_t k, uint64_t n, uint64_t o0, uint64_t o1, queue_ptr main_stream) {
-            const uint32_t num_blocks = ceil_div((uint32_t)k, SYCL_SILU_BLOCK_SIZE); // Using SILU block size for swiglu
-            const sycl::uint3 n_fd = init_fastdiv_values((uint32_t) n);
-            main_stream->parallel_for(
-                    sycl::nd_range<1>((num_blocks * sycl::range<1>(SYCL_SILU_BLOCK_SIZE)),
-                    sycl::range<1>(SYCL_SILU_BLOCK_SIZE)), [=](sycl::nd_item<1> item_ct1) [[sycl::reqd_sub_group_size(WARP_SIZE)]] {
-                gated_op_fused_swiglu(x_ptr, g_ptr, dst_ptr, k, n_fd, o0, o1, item_ct1);
-            });
-        });
+    ggml_sycl_detail::ggml_sycl_op_unary_gated(ctx, dst, [](auto x) {
+        return op_silu(x);
+    });
 }
 
 __dpct_inline__ float ggml_sycl_op_swiglu_oai_single(float x, float g, float alpha = 1.702f, float limit = 7.0f) {
@@ -1097,29 +1083,15 @@ void ggml_sycl_op_swiglu_oai(ggml_backend_sycl_context & ctx, ggml_tensor * dst)
 }
 
 static inline void ggml_sycl_op_geglu_erf(ggml_backend_sycl_context & ctx, ggml_tensor * dst) {
-    ggml_sycl_detail::dispatch_ggml_sycl_op_fused_glu(ctx, dst,
-        [](const auto* x_ptr, const auto* g_ptr, auto* dst_ptr, uint64_t k, uint64_t n, uint64_t o0, uint64_t o1, queue_ptr main_stream) {
-            const uint32_t num_blocks = ceil_div(k, SYCL_GELU_BLOCK_SIZE);
-            const sycl::uint3 n_fd = init_fastdiv_values((uint32_t) n);
-            main_stream->parallel_for(
-                    sycl::nd_range<1>((num_blocks * sycl::range<1>(SYCL_GELU_BLOCK_SIZE)),
-                    sycl::range<1>(SYCL_GELU_BLOCK_SIZE)), [=](sycl::nd_item<1> item_ct1) [[sycl::reqd_sub_group_size(WARP_SIZE)]] {
-                gated_op_fused_geglu_erf(x_ptr, g_ptr, dst_ptr, k, n_fd, o0, o1, item_ct1);
-            });
-        });
+    ggml_sycl_detail::ggml_sycl_op_unary_gated(ctx, dst, [](auto x) {
+        return op_gelu_erf(x);
+    });
 }
 
 static inline void ggml_sycl_op_geglu_quick(ggml_backend_sycl_context & ctx, ggml_tensor * dst) {
-    ggml_sycl_detail::dispatch_ggml_sycl_op_fused_glu(ctx, dst,
-        [](const auto* x_ptr, const auto* g_ptr, auto* dst_ptr, uint64_t k, uint64_t n, uint64_t o0, uint64_t o1, queue_ptr main_stream) {
-            const uint32_t num_blocks = ceil_div(k, SYCL_GELU_BLOCK_SIZE);
-            const sycl::uint3 n_fd = init_fastdiv_values((uint32_t) n);
-            main_stream->parallel_for(
-                    sycl::nd_range<1>((num_blocks * sycl::range<1>(SYCL_GELU_BLOCK_SIZE)),
-                    sycl::range<1>(SYCL_GELU_BLOCK_SIZE)), [=](sycl::nd_item<1> item_ct1) [[sycl::reqd_sub_group_size(WARP_SIZE)]] {
-                gated_op_fused_geglu_quick(x_ptr, g_ptr, dst_ptr, k, n_fd, o0, o1, item_ct1);
-            });
-        });
+    ggml_sycl_detail::ggml_sycl_op_unary_gated(ctx, dst, [](auto x) {
+        return op_gelu_quick(x);
+    });
 }
 
 
diff --git a/ggml/src/ggml-sycl/fattn-onednn.cpp b/ggml/src/ggml-sycl/fattn-onednn.cpp
index 8465e1224..fd17a25d5 100644
--- a/ggml/src/ggml-sycl/fattn-onednn.cpp
+++ b/ggml/src/ggml-sycl/fattn-onednn.cpp
@@ -2,11 +2,13 @@
 #include <cstdio>
 #include <cstring>
 #include <string>
+#include <optional>
 #include <unordered_map>
 #include <vector>
 
 #include "fattn-onednn.hpp"
 #include "fattn-tile.hpp"
+#include "convert.hpp"
 
 // set minimum query length to treat as prefill (32)
 #define GGML_SYCL_FA_ONEDNN_MIN_Q 32
@@ -33,10 +35,30 @@ bool ggml_sycl_flash_attn_ext_onednn_supported(const ggml_tensor * dst) {
     const ggml_tensor * mask  = dst->src[3];
     const ggml_tensor * sinks = dst->src[4];
 
-    // gate for f16 KV only for now
-    // need to implement quantized KV
+    // F16 KV: native SDPA at any KV length.
+    // Non-F16: dequant to F16 then SDPA at prefill lengths. Only the
+    // standard quantized KV cache types (Q4_0-Q8_0) and F32 are accepted
+    // because their to_fp16_sycl conversion is verified. BF16 and IQ*
+    // are excluded: BF16 needs a strided conversion kernel that does not
+    // exist yet; IQ types are model-weight-only quants with no dequant
+    // registration and are never used as KV caches.
     if (K->type != GGML_TYPE_F16 || V->type != GGML_TYPE_F16) {
-        return false;
+        auto kt = K->type, vt = V->type;
+        bool k_ok = kt == GGML_TYPE_F32 || kt == GGML_TYPE_Q4_0 || kt == GGML_TYPE_Q4_1 ||
+                    kt == GGML_TYPE_Q5_0 || kt == GGML_TYPE_Q5_1 || kt == GGML_TYPE_Q8_0;
+        bool v_ok = vt == GGML_TYPE_F32 || vt == GGML_TYPE_Q4_0 || vt == GGML_TYPE_Q4_1 ||
+                    vt == GGML_TYPE_Q5_0 || vt == GGML_TYPE_Q5_1 || vt == GGML_TYPE_Q8_0;
+        if (!k_ok || !v_ok) {
+            return false;
+        }
+        if (Q->ne[1] < 32 || K->ne[1] < 1024) {
+            return false;
+        }
+        for (const ggml_tensor * t : {K, V}) {
+            if (t->type == GGML_TYPE_F16 && t->nb[1] % (t->ne[0] * 2) != 0) {
+                return false;
+            }
+        }
     }
     // Optional KV-length ceiling (GGML_SYCL_FA_ONEDNN_MAX_KV, 0 = unlimited). Escape hatch:
     // very long sequences make the fused SDPA slow enough to risk the xe driver watchdog on
@@ -205,13 +227,101 @@ void ggml_sycl_flash_attn_ext_onednn(ggml_backend_sycl_context & ctx, ggml_tenso
     dnnl::engine    eng    = ctx.engine_dnnl(stream);
     dnnl::stream    strm   = ctx.stream_dnnl(stream);
 
-    // cont/cast inputs to contiguous f16 (head-major) -- the layout the fast systolic path wants.
-    ggml_sycl_pool_alloc<sycl::half> Qf(ctx.pool(), (size_t) H   * q   * d);
-    ggml_sycl_pool_alloc<sycl::half> Kf(ctx.pool(), (size_t) Hkv * seq * d);
-    ggml_sycl_pool_alloc<sycl::half> Vf(ctx.pool(), (size_t) Hkv * seq * d);
-    cont_to_f16_sycl<float>     ((const char *) Q->data, Qf.get(), d, q,   H,   mb, Q->nb[1], Q->nb[2], Q->nb[3], stream);
-    cont_to_f16_sycl<sycl::half>((const char *) K->data, Kf.get(), d, seq, Hkv, mb, K->nb[1], K->nb[2], K->nb[3], stream);
-    cont_to_f16_sycl<sycl::half>((const char *) V->data, Vf.get(), d, seq, Hkv, mb, V->nb[1], V->nb[2], V->nb[3], stream);
+    // Q: always f32 -- copy to dense f16.
+    ggml_sycl_pool_alloc<sycl::half> Qf(ctx.pool(), (size_t) H * q * d);
+    cont_to_f16_sycl<float>((const char *) Q->data, Qf.get(), d, q, H, mb, Q->nb[1], Q->nb[2], Q->nb[3], stream);
+
+    // K/V: use pool-alloc for both F16 and dequant paths.
+    sycl::half * K_ptr = nullptr;
+    sycl::half * V_ptr = nullptr;
+    std::optional<ggml_sycl_pool_alloc<sycl::half>> Kf_pool;
+    std::optional<ggml_sycl_pool_alloc<sycl::half>> Vf_pool;
+
+    if (K->type == GGML_TYPE_F16 && V->type == GGML_TYPE_F16) {
+        Kf_pool.emplace(ctx.pool(), (size_t) Hkv * seq * d);
+        Vf_pool.emplace(ctx.pool(), (size_t) Hkv * seq * d);
+        cont_to_f16_sycl<sycl::half>((const char *) K->data, Kf_pool->get(), d, seq, Hkv, mb, K->nb[1], K->nb[2], K->nb[3], stream);
+        cont_to_f16_sycl<sycl::half>((const char *) V->data, Vf_pool->get(), d, seq, Hkv, mb, V->nb[1], V->nb[2], V->nb[3], stream);
+        K_ptr = Kf_pool->get();
+        V_ptr = Vf_pool->get();
+    } else if (ggml_is_quantized(K->type)) {
+        // Quantized K/V: dequant to dense F16 using pool, same lifetime as F16 path.
+        Kf_pool.emplace(ctx.pool(), ggml_nelements(K));
+        K_ptr = Kf_pool->get();
+        {
+            const char * K_data = (const char *)K->data;
+            const bool k_non_dense = ((int64_t)K->ne[1] * K->nb[1] != K->nb[2]) && K->ne[2] > 1;
+            const bool k_gemma = k_non_dense &&
+                ((int64_t)K->nb[2] < (int64_t)K->ne[1] * (int64_t)K->nb[1]);
+            if (ggml_is_contiguously_allocated(K) && !k_non_dense) {
+                to_fp16_sycl_t to_fp16 = ggml_get_to_fp16_sycl(K->type, dst);
+                to_fp16(K_data, K_ptr, ggml_nelements(K), stream);
+            } else {
+                const size_t bs = ggml_blck_size(K->type);
+                const size_t ts = ggml_type_size(K->type);
+                to_fp16_nc_sycl_t to_fp16 = ggml_get_to_fp16_nc_sycl(K->type);
+                int64_t s01, s02, s03;
+                if (k_gemma) {
+                    const int64_t blk_per_row = (int64_t)K->ne[0] / bs;
+                    s01 = (int64_t)Hkv * blk_per_row;
+                    s02 = blk_per_row;
+                    s03 = (int64_t)K->ne[1] * s01;
+                } else {
+                    s01 = (int64_t)K->nb[1] / ts;
+                    s02 = (int64_t)K->nb[2] / ts;
+                    s03 = (int64_t)K->nb[3] / ts;
+                }
+                to_fp16(K_data, K_ptr,
+                        K->ne[0], K->ne[1], K->ne[2], K->ne[3],
+                        s01, s02, s03, stream);
+            }
+        }
+        // Quantized V: always dequant separately. Even when K and V share
+        // the same underlying allocation (V is a view of K with the same
+        // data pointer), their logical values differ because the quantized
+        // elements at different positions/offsets represent different K/V
+        // data. Master's F16 path also never aliases K and V.
+        Vf_pool.emplace(ctx.pool(), ggml_nelements(V));
+        V_ptr = Vf_pool->get();
+        {
+            const char * V_data = (const char *)V->data;
+            const bool v_non_dense = ((int64_t)V->ne[1] * V->nb[1] != V->nb[2]) && V->ne[2] > 1;
+            const bool v_gemma = v_non_dense &&
+                ((int64_t)V->nb[2] < (int64_t)V->ne[1] * (int64_t)V->nb[1]);
+            if (ggml_is_contiguously_allocated(V) && !v_non_dense) {
+                to_fp16_sycl_t to_fp16 = ggml_get_to_fp16_sycl(V->type, dst);
+                to_fp16(V_data, V_ptr, ggml_nelements(V), stream);
+            } else {
+                const size_t bs = ggml_blck_size(V->type);
+                const size_t ts = ggml_type_size(V->type);
+                to_fp16_nc_sycl_t to_fp16 = ggml_get_to_fp16_nc_sycl(V->type);
+                int64_t s01, s02, s03;
+                if (v_gemma) {
+                    const int64_t blk_per_row = (int64_t)V->ne[0] / bs;
+                    s01 = (int64_t)V->ne[2] * blk_per_row;
+                    s02 = blk_per_row;
+                    s03 = (int64_t)V->ne[1] * s01;
+                } else {
+                    s01 = (int64_t)V->nb[1] / ts;
+                    s02 = (int64_t)V->nb[2] / ts;
+                    s03 = (int64_t)V->nb[3] / ts;
+                }
+                to_fp16(V_data, V_ptr,
+                        V->ne[0], V->ne[1], V->ne[2], V->ne[3],
+                        s01, s02, s03, stream);
+            }
+        }
+    } else {
+        // F32: strided copy to dense F16 via cont_to_f16_sycl<float>.
+        Kf_pool.emplace(ctx.pool(), ggml_nelements(K));
+        K_ptr = Kf_pool->get();
+        cont_to_f16_sycl<float>((const char *) K->data, K_ptr, K->ne[0], K->ne[1], K->ne[2], K->ne[3],
+                                K->nb[1], K->nb[2], K->nb[3], stream);
+        Vf_pool.emplace(ctx.pool(), ggml_nelements(V));
+        V_ptr = Vf_pool->get();
+        cont_to_f16_sycl<float>((const char *) V->data, V_ptr, V->ne[0], V->ne[1], V->ne[2], V->ne[3],
+                                V->nb[1], V->nb[2], V->nb[3], stream);
+    }
 
     // divide-by-(1/scale) reproduces ggml's score *= kq_scale on the proven probe graph.
     //
@@ -244,8 +354,8 @@ void ggml_sycl_flash_attn_ext_onednn(ggml_backend_sycl_context & ctx, ggml_tenso
 
     auto id2ptr = [&](size_t r) -> void * {
         if (r == E.id_q)     return Qf.get();
-        if (r == E.id_k)     return Kf.get();
-        if (r == E.id_v)     return Vf.get();
+        if (r == E.id_k)     return K_ptr;
+        if (r == E.id_v)     return V_ptr;
         if (r == E.id_scale) return scale_dev;
         if (r == E.id_mask)  return (void *) mask->data;
         return nullptr;
diff --git a/ggml/src/ggml-sycl/fattn-vec.hpp b/ggml/src/ggml-sycl/fattn-vec.hpp
index 04baac441..53ad0eaee 100644
--- a/ggml/src/ggml-sycl/fattn-vec.hpp
+++ b/ggml/src/ggml-sycl/fattn-vec.hpp
@@ -73,6 +73,7 @@ static void flash_attn_ext_vec(const char* __restrict__ Q,
                         const int32_t nb31,
                         const int32_t nb32,
                         const int64_t nb33) {
+
 #ifdef SYCL_FLASH_ATTN
     // Skip unused kernel variants for faster compilation:
 
@@ -469,7 +470,6 @@ static void flash_attn_ext_vec(const char* __restrict__ Q,
         }
     }
 
-
     item_ct1.barrier(sycl::access::fence_space::local_space);
 
 #pragma unroll
@@ -591,22 +591,24 @@ void ggml_sycl_flash_attn_ext_vec_case_impl(ggml_backend_sycl_context & ctx, ggm
 
     const auto arch = ggml_sycl_info().devices[ctx.device].hw_info.arch;
     const int nthreads = ggml_sycl_fattn_vec_get_nthreads_device(arch);
-    // 256 threads would overflow the 64 KB work-group local memory at D == 512, so keep 128 there.
-    if (D <= 256 && nthreads == 256) {
-        constexpr int nthreads_hw = 256;
-        constexpr int nwarps = nthreads_hw / warp_size;
-        launch_fattn<D, cols_per_block, 1,
-                     flash_attn_ext_vec<D, cols_per_block, type_K, type_V,
-                                        use_logit_softcap, warp_size, nthreads_hw>, warp_size>(
-            ctx, dst, nwarps, nbytes_shared, D, need_f16_K, need_f16_V, false);
-    } else {
-        constexpr int nthreads_hw = 128;
-        constexpr int nwarps = nthreads_hw / warp_size;
-        launch_fattn<D, cols_per_block, 1,
-                     flash_attn_ext_vec<D, cols_per_block, type_K, type_V,
-                                        use_logit_softcap, warp_size, nthreads_hw>, warp_size>(
-            ctx, dst, nwarps, nbytes_shared, D, need_f16_K, need_f16_V, false);
+    if constexpr (D <= 256) {
+        if (nthreads == 256) {
+            constexpr int nthreads_hw = 256;
+            constexpr int nwarps = nthreads_hw / warp_size;
+            launch_fattn<D, cols_per_block, 1,
+                         flash_attn_ext_vec<D, cols_per_block, type_K, type_V,
+                                            use_logit_softcap, warp_size, nthreads_hw>, warp_size>(
+                ctx, dst, nwarps, nbytes_shared, D, need_f16_K, need_f16_V, false);
+            return;
+        }
     }
+
+    constexpr int nthreads_hw = 128;
+    constexpr int nwarps = nthreads_hw / warp_size;
+    launch_fattn<D, cols_per_block, 1,
+                 flash_attn_ext_vec<D, cols_per_block, type_K, type_V,
+                                    use_logit_softcap, warp_size, nthreads_hw>, warp_size>(
+        ctx, dst, nwarps, nbytes_shared, D, need_f16_K, need_f16_V, false);
 }
 
 template <int D, int type_K, int type_V>
diff --git a/ggml/src/ggml-sycl/fattn.cpp b/ggml/src/ggml-sycl/fattn.cpp
index f8efa53ac..a85eb721f 100644
--- a/ggml/src/ggml-sycl/fattn.cpp
+++ b/ggml/src/ggml-sycl/fattn.cpp
@@ -97,7 +97,7 @@ static void ggml_sycl_flash_attn_ext_vec(ggml_backend_sycl_context & ctx, ggml_t
 enum best_fattn_kernel {
     BEST_FATTN_KERNEL_NONE     =   0,
     BEST_FATTN_KERNEL_VEC      = 100,
-    BEST_FATTN_KERNEL_ONEDNN   = 150, // added enum for onednn==150
+    BEST_FATTN_KERNEL_ONEDNN   = 150, // oneDNN SDPA: native F16 (PR #25222)
     BEST_FATTN_KERNEL_TILE     = 200,
     BEST_FATTN_KERNEL_MKL      = 300,
 };
@@ -130,6 +130,14 @@ static best_fattn_kernel ggml_sycl_get_best_fattn_kernel(const int device, const
 
     bool gqa_opt_applies = gqa_ratio >= 2 && mask && max_bias == 0.0f && K->ne[1] % FATTN_KQ_STRIDE == 0;
 
+    // XMX-accelerated path: oneDNN SDPA (native F16 and dequant+non-F16).
+    // ONEDNN requires min 32 query tokens — short-circuit decode to avoid
+    // calling _supported() on every decode FA call.
+    if (Q->ne[1] >= 32
+        && ggml_sycl_flash_attn_ext_onednn_supported(dst)) {
+        return BEST_FATTN_KERNEL_ONEDNN;
+    }
+
     // MKL path: XMX-accelerated GEMM for prompt processing (all KV cache types).
     // The MKL kernel converts non-F16 K/V to F16 via to_fp16_sycl before GEMM,
     // so quantized, F16, BF16, and F32 caches all benefit from XMX acceleration.
@@ -167,7 +175,6 @@ static best_fattn_kernel ggml_sycl_get_best_fattn_kernel(const int device, const
             return BEST_FATTN_KERNEL_MKL;
         }
     }
-
     for (const ggml_tensor * t : {Q, K, V, mask}) {
         if (t == nullptr || ggml_is_quantized(t->type)) {
             continue;
@@ -215,6 +222,7 @@ static best_fattn_kernel ggml_sycl_get_best_fattn_kernel(const int device, const
     switch (K->type) {
         case GGML_TYPE_F32:
         case GGML_TYPE_F16:
+        case GGML_TYPE_BF16:
             break;
         case GGML_TYPE_Q4_1:
         case GGML_TYPE_Q5_0:
@@ -233,8 +241,11 @@ static best_fattn_kernel ggml_sycl_get_best_fattn_kernel(const int device, const
         return BEST_FATTN_KERNEL_NONE;
     }
 
-    // For small batch sizes the vector kernel may be preferable over the kernels optimized for large batch sizes:
-    const bool can_use_vector_kernel = Q->ne[0] <= 512 && Q->ne[0] % 64 == 0 && K->ne[1] % FATTN_KQ_STRIDE == 0;
+    // For small batch sizes the vector kernel may be preferable over the kernels optimized for large batch sizes.
+    // BF16 is excluded: the VEC kernel has no BF16 template (it needs GGML_SYCL_FA_ALL_QUANTS for non-F16/Q4_0/Q8_0).
+    const bool has_bf16 = (K->type == GGML_TYPE_BF16 || V->type == GGML_TYPE_BF16);
+    const bool can_use_vector_kernel = Q->ne[0] <= 512 && Q->ne[0] % 64 == 0 && K->ne[1] % FATTN_KQ_STRIDE == 0
+        && !has_bf16;
 
     // Fused-XMX path: oneDNN Graph SDPA (flash attention). Strictly
     // additive -- taken only when statically supported, otherwise falls through to VEC/TILE below.
@@ -276,6 +287,7 @@ void ggml_sycl_flash_attn_ext(ggml_backend_sycl_context & ctx, ggml_tensor * dst
         const char * kname = "TILE";
         best_fattn_kernel k = ggml_sycl_get_best_fattn_kernel(ctx.device, dst);
         if (k == BEST_FATTN_KERNEL_MKL)  kname = "MKL";
+        if (k == BEST_FATTN_KERNEL_ONEDNN)  kname = "ONEDNN";
         if (k == BEST_FATTN_KERNEL_VEC)  kname = "VEC";
         int64_t delta = 0;
         if (Dk == 256) {
@@ -292,7 +304,8 @@ void ggml_sycl_flash_attn_ext(ggml_backend_sycl_context & ctx, ggml_tensor * dst
                 (long long)V_dbg->ne[1]);
     }
 
-    switch (ggml_sycl_get_best_fattn_kernel(ggml_sycl_get_device(), dst)) {
+    const best_fattn_kernel fk = ggml_sycl_get_best_fattn_kernel(ggml_sycl_get_device(), dst);
+    switch (fk) {
         case BEST_FATTN_KERNEL_NONE:
             GGML_ABORT("Not support Flash-Attention");
         case BEST_FATTN_KERNEL_ONEDNN:
@@ -331,6 +344,7 @@ void ggml_sycl_flash_attn_ext(ggml_backend_sycl_context & ctx, ggml_tensor * dst
             q->wait();
             const char * kname = "???";
             best_fattn_kernel kb = ggml_sycl_get_best_fattn_kernel(ctx.device, dst);
+            if (kb == BEST_FATTN_KERNEL_ONEDNN) kname = "ONEDNN";
             if (kb == BEST_FATTN_KERNEL_MKL) kname = "MKL";
             if (kb == BEST_FATTN_KERNEL_TILE) kname = "TILE";
             if (kb == BEST_FATTN_KERNEL_VEC) kname = "VEC";
@@ -354,6 +368,7 @@ void ggml_sycl_flash_attn_ext(ggml_backend_sycl_context & ctx, ggml_tensor * dst
             }
         }
     }
+
 }
 
 bool ggml_sycl_flash_attn_ext_supported(int device, const ggml_tensor * dst) {
diff --git a/ggml/src/ggml-sycl/ggml-sycl.cpp b/ggml/src/ggml-sycl/ggml-sycl.cpp
index d91e41f95..8a19f648b 100644
--- a/ggml/src/ggml-sycl/ggml-sycl.cpp
+++ b/ggml/src/ggml-sycl/ggml-sycl.cpp
@@ -62,6 +62,8 @@
 #include "ggml-sycl/repeat_back.hpp"
 #include "ggml-sycl/set_rows.hpp"
 #include "ggml-sycl/set.hpp"
+#include "ggml-sycl/dsv4-hc.hpp"
+#include "ggml-sycl/lightning-indexer.hpp"
 #include "ggml-sycl/conv2d.hpp"
 #include "ggml-sycl/conv2d-dw.hpp"
 #include "ggml-sycl/conv2d-transpose.hpp"
@@ -4942,6 +4944,18 @@ static bool ggml_sycl_compute_forward(ggml_backend_sycl_context & ctx, struct gg
         case GGML_OP_SET_ROWS:
             ggml_sycl_op_set_rows(ctx, dst);
             break;
+        case GGML_OP_DSV4_HC_PRE:
+            ggml_sycl_op_dsv4_hc_pre(ctx, dst);
+            break;
+        case GGML_OP_DSV4_HC_COMB:
+            ggml_sycl_op_dsv4_hc_comb(ctx, dst);
+            break;
+        case GGML_OP_DSV4_HC_POST:
+            ggml_sycl_op_dsv4_hc_post(ctx, dst);
+            break;
+        case GGML_OP_LIGHTNING_INDEXER:
+            ggml_sycl_op_lightning_indexer(ctx, dst);
+            break;
         case GGML_OP_DUP:
             ggml_sycl_dup(ctx, dst);
             break;
@@ -5635,6 +5649,7 @@ static void ggml_backend_sycl_device_get_props(ggml_backend_dev_t dev, ggml_back
         /* .host_buffer           = */ host_buffer,
         /* .buffer_from_host_ptr  = */ false,
         /* .events                = */ events,
+        /* .mmap_support          = */ true,
     };
 }
 
@@ -5795,17 +5810,33 @@ static bool do_ggml_backend_sycl_device_supports_op(ggml_backend_dev_t dev, cons
 
         case GGML_OP_SET_ROWS:
             {
-
-                auto res = ((op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_F16 || op->type == GGML_TYPE_BF16 ||
-                         op->type == GGML_TYPE_Q8_0 || op->type == GGML_TYPE_Q5_1 || op->type == GGML_TYPE_Q5_0 ||
-                         op->type == GGML_TYPE_Q1_0 ||
-                         op->type == GGML_TYPE_Q4_1 || op->type == GGML_TYPE_Q4_0 || op->type == GGML_TYPE_IQ4_NL ||
-                         op->type == GGML_TYPE_MXFP4 || op->type == GGML_TYPE_NVFP4) &&
-                        op->src[0]->type == GGML_TYPE_F32 &&
-                        (op->src[1]->type == GGML_TYPE_I64 || op->src[1]->type == GGML_TYPE_I32));
+                auto res = (op->src[0]->type == GGML_TYPE_F32 || op->src[0]->type == GGML_TYPE_F16 ||
+                            op->src[0]->type == GGML_TYPE_BF16) &&
+                           (op->src[1]->type == GGML_TYPE_I64 || op->src[1]->type == GGML_TYPE_I32);
                 return res;
             }
             break;
+        case GGML_OP_DSV4_HC_PRE:
+            return op->src[0]->type == GGML_TYPE_F32 && op->src[1]->type == GGML_TYPE_F32 &&
+                op->type == GGML_TYPE_F32;
+        case GGML_OP_DSV4_HC_COMB:
+            return op->src[0]->type == GGML_TYPE_F32 && op->src[1]->type == GGML_TYPE_F32 &&
+                op->src[2]->type == GGML_TYPE_F32 && op->type == GGML_TYPE_F32;
+        case GGML_OP_DSV4_HC_POST:
+            return op->src[0]->type == GGML_TYPE_F32 && op->src[1]->type == GGML_TYPE_F32 &&
+                op->src[2]->type == GGML_TYPE_F32 && op->src[3]->type == GGML_TYPE_F32 &&
+                op->type == GGML_TYPE_F32;
+        case GGML_OP_LIGHTNING_INDEXER:
+            return op->src[0]->type == GGML_TYPE_F32 &&
+                (op->src[1]->type == GGML_TYPE_F16 || op->src[1]->type == GGML_TYPE_F32 ||
+                 op->src[1]->type == GGML_TYPE_BF16 || op->src[1]->type == GGML_TYPE_Q8_0 ||
+                 op->src[1]->type == GGML_TYPE_Q5_1 || op->src[1]->type == GGML_TYPE_Q5_0 ||
+                 op->src[1]->type == GGML_TYPE_Q4_1 || op->src[1]->type == GGML_TYPE_Q4_0 ||
+                 op->src[1]->type == GGML_TYPE_IQ4_NL) &&
+                op->src[2]->type == GGML_TYPE_F32 &&
+                op->src[3]->type == GGML_TYPE_F16 &&
+                op->type == GGML_TYPE_F32 &&
+                op->src[0]->ne[0] == WARP_SIZE * 8;
         case GGML_OP_CPY:
             {
                 ggml_type src0_type = op->src[0]->type;
diff --git a/ggml/src/ggml-sycl/lightning-indexer.cpp b/ggml/src/ggml-sycl/lightning-indexer.cpp
new file mode 100644
index 000000000..823b713ca
--- /dev/null
+++ b/ggml/src/ggml-sycl/lightning-indexer.cpp
@@ -0,0 +1,197 @@
+#include "lightning-indexer.hpp"
+#include "dequantize.hpp"
+
+static void lightning_indexer_f32_sycl(
+        const char * q, const char * k, const char * w, const char * m, float * dst,
+        int64_t n_embd, int64_t n_head, int64_t n_batch, int64_t n_stream, int64_t n_kv,
+        int64_t nem3,
+        int64_t nbq1, int64_t nbq2, int64_t nbq3,
+        int64_t nbk2, int64_t nbk3,
+        int64_t nbw1, int64_t nbw3,
+        int64_t nbm1, int64_t nbm3,
+        int64_t nb1, int64_t nb3,
+        ggml_type k_type,
+        queue_ptr stream) {
+
+    constexpr int64_t LANES = WARP_SIZE;
+    constexpr int64_t ELEMS_PER_LANE = 8;
+    constexpr int64_t ROWS_PER_BLOCK = 4;
+    constexpr int64_t BLOCK_SIZE = ROWS_PER_BLOCK * LANES;
+
+    const int64_t n_rows = n_batch * n_stream * n_kv;
+    const int64_t n_blocks = (n_rows + ROWS_PER_BLOCK - 1) / ROWS_PER_BLOCK;
+
+    stream->parallel_for(
+        sycl::nd_range<1>(
+            sycl::range<1>(n_blocks * BLOCK_SIZE),
+            sycl::range<1>(BLOCK_SIZE)),
+        [=](sycl::nd_item<1> item) [[sycl::reqd_sub_group_size(WARP_SIZE)]] {
+            const int64_t ir   = item.get_global_id(0);
+            const int64_t lane = ir % LANES;
+            const int64_t row  = ir / LANES;
+            if (row >= n_rows) {
+                return;
+            }
+
+            const int64_t i_bs     = row / n_kv;
+            const int64_t i_kv     = row % n_kv;
+            const int64_t i_batch  = i_bs / n_stream;
+            const int64_t i_stream = i_bs % n_stream;
+
+            // load K row slice into registers (row is contiguous, nbk0 == type size)
+            const char * k_base = k + i_kv*nbk2 + i_stream*nbk3;
+            float k_local[ELEMS_PER_LANE];
+            if (k_type == GGML_TYPE_F16) {
+                const sycl::half * k_row = (const sycl::half *) k_base;
+#pragma unroll
+                for (int64_t j = 0; j < ELEMS_PER_LANE; ++j) {
+                    k_local[j] = static_cast<float>(k_row[lane*ELEMS_PER_LANE + j]);
+                }
+            } else if (k_type == GGML_TYPE_F32) {
+                const float * k_row = (const float *) k_base;
+#pragma unroll
+                for (int64_t j = 0; j < ELEMS_PER_LANE; ++j) {
+                    k_local[j] = k_row[lane*ELEMS_PER_LANE + j];
+                }
+            } else {
+                const int64_t lane_base = lane * ELEMS_PER_LANE;
+                switch (k_type) {
+                    case GGML_TYPE_BF16: {
+                        const sycl::ext::oneapi::bfloat16 * k_row = (const sycl::ext::oneapi::bfloat16 *) k_base;
+#pragma unroll
+                        for (int64_t j = 0; j < ELEMS_PER_LANE; ++j) {
+                            k_local[j] = static_cast<float>(k_row[lane_base + j]);
+                        }
+                    } break;
+                    case GGML_TYPE_Q4_0:
+                    case GGML_TYPE_Q4_1:
+                    case GGML_TYPE_Q5_0:
+                    case GGML_TYPE_Q5_1: {
+#pragma unroll
+                        for (int64_t j = 0; j < ELEMS_PER_LANE; ++j) {
+                            const int64_t idx = lane_base + j;
+                            const int64_t ib  = idx / QK4_0;
+                            const int iqs     = idx % (QK4_0/2);
+                            dfloat2 kv;
+                            if (k_type == GGML_TYPE_Q4_0) {
+                                dequantize_q4_0(k_base, ib, iqs, kv);
+                            } else if (k_type == GGML_TYPE_Q4_1) {
+                                dequantize_q4_1(k_base, ib, iqs, kv);
+                            } else if (k_type == GGML_TYPE_Q5_0) {
+                                dequantize_q5_0(k_base, ib, iqs, kv);
+                            } else {
+                                dequantize_q5_1(k_base, ib, iqs, kv);
+                            }
+                            k_local[j] = (idx % QK4_0) < (QK4_0/2) ? static_cast<float>(kv.x()) : static_cast<float>(kv.y());
+                        }
+                    } break;
+                    case GGML_TYPE_Q8_0: {
+#pragma unroll
+                        for (int64_t pair = 0; pair < ELEMS_PER_LANE / 2; ++pair) {
+                            const int64_t elem0 = lane_base + 2 * pair;
+                            dfloat2 kv;
+                            dequantize_q8_0(k_base, elem0 / QK8_0, elem0 % QK8_0, kv);
+                            k_local[2 * pair + 0] = static_cast<float>(kv.x());
+                            k_local[2 * pair + 1] = static_cast<float>(kv.y());
+                        }
+                    } break;
+                    case GGML_TYPE_IQ4_NL: {
+#pragma unroll
+                        for (int64_t pair = 0; pair < ELEMS_PER_LANE / 2; ++pair) {
+                            const int64_t elem0 = lane_base + 2 * pair;
+                            dfloat2 kv;
+                            dequantize_iq4_nl(k_base, elem0 / QK4_NL, elem0 % QK4_NL, kv);
+                            k_local[2 * pair + 0] = static_cast<float>(kv.x());
+                            k_local[2 * pair + 1] = static_cast<float>(kv.y());
+                        }
+                    } break;
+                    default:
+#pragma unroll
+                        for (int64_t j = 0; j < ELEMS_PER_LANE; ++j) {
+                            k_local[j] = 0.0f;
+                        }
+                        break;
+                }
+            }
+
+            const char  * q_base = q + i_batch*nbq2 + i_stream*nbq3;
+            const float * w_base = (const float *) (w + i_batch*nbw1 + i_stream*nbw3);
+
+            float score = 0.0f;
+            for (int64_t h = 0; h < n_head; ++h) {
+                const float * q_row = (const float *) (q_base + h*nbq1);
+                float dot = 0.0f;
+#pragma unroll
+                for (int64_t j = 0; j < ELEMS_PER_LANE; ++j) {
+                    const int64_t i = lane*ELEMS_PER_LANE + j;
+                    if (i < n_embd) {
+                        dot += q_row[i] * k_local[j];
+                    }
+                }
+                dot = sycl::reduce_over_group(item.get_sub_group(), dot, sycl::plus<float>());
+                if (lane == 0) {
+                    score += sycl::max(dot, 0.0f) * w_base[h];
+                }
+            }
+
+            if (lane == 0) {
+                const sycl::half * m_base = (const sycl::half *) (m + i_batch*nbm1 + (i_stream % nem3)*nbm3);
+                // flat-index store: storing through a strided base pointer
+                // hangs/misroutes writes on this stack when n_batch*n_stream > 1
+                const int64_t dst_idx = i_kv + i_batch*(nb1/sizeof(float)) + i_stream*(nb3/sizeof(float));
+                dst[dst_idx] = score + static_cast<float>(m_base[i_kv]);
+            }
+        });
+}
+
+void ggml_sycl_op_lightning_indexer(ggml_backend_sycl_context & ctx, ggml_tensor * dst) {
+    scope_op_debug_print scope_dbg_print(__func__, dst, /*num_src=*/4);
+    const ggml_tensor * q = dst->src[0];
+    const ggml_tensor * k = dst->src[1];
+    const ggml_tensor * w = dst->src[2]; // weights
+    const ggml_tensor * m = dst->src[3]; // mask
+
+    GGML_ASSERT(dst->type == GGML_TYPE_F32);
+    GGML_ASSERT(  q->type == GGML_TYPE_F32);
+    GGML_ASSERT(  w->type == GGML_TYPE_F32);
+    GGML_ASSERT(  m->type == GGML_TYPE_F16);
+    GGML_ASSERT(k->type == GGML_TYPE_F16 || k->type == GGML_TYPE_F32 || k->type == GGML_TYPE_BF16 ||
+                k->type == GGML_TYPE_Q8_0 || k->type == GGML_TYPE_Q5_1 || k->type == GGML_TYPE_Q5_0 ||
+                k->type == GGML_TYPE_Q4_1 || k->type == GGML_TYPE_Q4_0 || k->type == GGML_TYPE_IQ4_NL);
+
+    GGML_TENSOR_LOCALS(int64_t, neq, q, ne);
+    GGML_TENSOR_LOCALS(size_t,  nbq, q, nb);
+    GGML_TENSOR_LOCALS(int64_t, nek, k, ne);
+    GGML_TENSOR_LOCALS(size_t,  nbk, k, nb);
+    GGML_TENSOR_LOCALS(size_t,  nbw, w, nb);
+    GGML_TENSOR_LOCALS(int64_t, nem, m, ne);
+    GGML_TENSOR_LOCALS(size_t,  nbm, m, nb);
+    GGML_TENSOR_LOCALS(int64_t, ne, dst, ne);
+    GGML_TENSOR_LOCALS(size_t,  nb, dst, nb);
+
+    // input rows must be contiguous
+    GGML_ASSERT(nbq0 == ggml_type_size(q->type));
+    GGML_ASSERT(nbk0 == ggml_type_size(k->type));
+    GGML_ASSERT(nbm0 == ggml_type_size(m->type));
+    GGML_ASSERT(nb0  == ggml_type_size(dst->type));
+
+    const int64_t n_embd   = neq0;
+    const int64_t n_head   = neq1;
+    const int64_t n_batch  = neq2;
+    const int64_t n_stream = neq3;
+    const int64_t n_kv     = nek2;
+
+    GGML_ASSERT(n_embd == WARP_SIZE * 8);
+
+    lightning_indexer_f32_sycl(
+            (const char *) q->data, (const char *) k->data,
+            (const char *) w->data, (const char *) m->data, (float *) dst->data,
+            n_embd, n_head, n_batch, n_stream, n_kv, nem3,
+            nbq1, nbq2, nbq3,
+            nbk2, nbk3,
+            nbw1, nbw3,
+            nbm1, nbm3,
+            nb1, nb3,
+            k->type,
+            ctx.stream());
+}
diff --git a/ggml/src/ggml-sycl/lightning-indexer.hpp b/ggml/src/ggml-sycl/lightning-indexer.hpp
new file mode 100644
index 000000000..0b88c418e
--- /dev/null
+++ b/ggml/src/ggml-sycl/lightning-indexer.hpp
@@ -0,0 +1,8 @@
+#ifndef GGML_SYCL_LIGHTNING_INDEXER_HPP
+#define GGML_SYCL_LIGHTNING_INDEXER_HPP
+
+#include "common.hpp"
+
+void ggml_sycl_op_lightning_indexer(ggml_backend_sycl_context & ctx, ggml_tensor * dst);
+
+#endif // GGML_SYCL_LIGHTNING_INDEXER_HPP
diff --git a/ggml/src/ggml-sycl/presets.hpp b/ggml/src/ggml-sycl/presets.hpp
index 502e3b610..789f3ef0f 100644
--- a/ggml/src/ggml-sycl/presets.hpp
+++ b/ggml/src/ggml-sycl/presets.hpp
@@ -20,8 +20,6 @@
 #define MATRIX_ROW_PADDING 512 // last row of quant. matrices is a multiple of this to avoid out-of-bounds memory accesses
 
 #define SYCL_COL2IM_1D_BLOCK_SIZE 256
-#define SYCL_GELU_BLOCK_SIZE 256
-#define SYCL_SILU_BLOCK_SIZE 256
 #define SYCL_TANH_BLOCK_SIZE 256
 #define SYCL_RELU_BLOCK_SIZE 256
 #define SYCL_HARDSIGMOID_BLOCK_SIZE 256
diff --git a/ggml/src/ggml-sycl/set_rows.cpp b/ggml/src/ggml-sycl/set_rows.cpp
index 5fb977907..52a0bcb6e 100644
--- a/ggml/src/ggml-sycl/set_rows.cpp
+++ b/ggml/src/ggml-sycl/set_rows.cpp
@@ -1,6 +1,10 @@
 #include "set_rows.hpp"
 #include "cpy.hpp"
 
+#include "ggml-quants.h"
+
+#include <vector>
+
 namespace utils {
 template<typename T>
 static constexpr bool is_arithmetic_v() {
@@ -20,7 +24,17 @@ convert (const char* src, char* dst) {
    *reinterpret_cast<TOut*>(dst) = dst_val;
 }
 
-template <typename TIdx, typename blockType, int qk, cpy_kernel_t cpyblck>
+#ifdef GGML_SYCL_HAS_BF16
+// sycl::vec::convert does not provide a half -> bfloat16 path, so route through float.
+template<>
+inline void convert<sycl::half, sycl::ext::oneapi::bfloat16>(const char* src, char* dst) {
+    const float tmp = sycl::vec<sycl::half, 1>(*reinterpret_cast<const sycl::half*>(src))
+                          .template convert<float, sycl::rounding_mode::automatic>()[0];
+    *reinterpret_cast<sycl::ext::oneapi::bfloat16*>(dst) = sycl::ext::oneapi::bfloat16(tmp);
+}
+#endif
+
+template <typename TIn, typename TIdx, typename blockType, int qk, cpy_kernel_t cpyblck>
 static void set_rows_sycl_q(const char * __restrict__ src0_d,
                             const TIdx * __restrict__ src1_d,
                             blockType * __restrict__ dst_d,
@@ -68,13 +82,22 @@ static void set_rows_sycl_q(const char * __restrict__ src0_d,
         const int64_t i11         = i02 % ne11;
         const int64_t i10         = i01;
         const size_t  src_offset  = calculate_offset<3>({ nb01, nb02, nb03 }, { i01, i02, i03 });
-        const char *  src_block   = src0_d + src_offset + i00 * sizeof(float);
+        const char *  src_block   = src0_d + src_offset + i00 * sizeof(TIn);
         const size_t  src1_offset = calculate_offset<3>({ nb10, nb11, nb12 }, { i10, i11, i12 });
         const int64_t dst_row     = src1_d[src1_offset / sizeof(TIdx)];
         const size_t  dst_offset =
             calculate_offset<3>({ nb1, nb2, nb3 }, { dst_row, i02, i03 }) + (i00 / qk) * sizeof(blockType);
         char * dst_block = reinterpret_cast<char *>(reinterpret_cast<char *>(dst_d) + dst_offset);
-        cpyblck(src_block, dst_block);
+        if constexpr (std::is_same_v<TIn, float>) {
+            cpyblck(src_block, dst_block);
+        } else {
+            float src_block_f32[qk];
+            const TIn * src_block_t = reinterpret_cast<const TIn *>(src_block);
+            for (int j = 0; j < qk; ++j) {
+                src_block_f32[j] = (float) src_block_t[j];
+            }
+            cpyblck(reinterpret_cast<const char *>(src_block_f32), dst_block);
+        }
     });
     GGML_UNUSED(ne10);
     GGML_UNUSED(ne13);
@@ -82,6 +105,139 @@ static void set_rows_sycl_q(const char * __restrict__ src0_d,
     GGML_UNUSED(nb13);
 }
 
+template<typename blockType>
+using quantize_row_qk_t = void (*)(const float *, blockType *, int64_t);
+
+using quantize_rows_f_t = size_t (*)(const float *, void *, int64_t, int64_t, const float *);
+
+template <typename TIn, typename TIdx, typename blockType, int qk, quantize_row_qk_t<blockType> quantize_row>
+static void set_rows_sycl_qk_host(
+        const ggml_tensor * src0,
+        const ggml_tensor * src1,
+        ggml_tensor * dst,
+        const int64_t ne00,
+        const int64_t ne01,
+        const int64_t ne02,
+        const int64_t ne03,
+        const int64_t ne11,
+        const int64_t ne12,
+        const size_t nb01,
+        const size_t nb02,
+        const size_t nb03,
+        const size_t nb10,
+        const size_t nb11,
+        const size_t nb12,
+        const size_t nb1,
+        const size_t nb2,
+        const size_t nb3,
+        queue_ptr stream) {
+    GGML_ASSERT(ne00 % qk == 0);
+
+    const size_t src0_bytes = ggml_nbytes(src0);
+    const size_t src1_bytes = ggml_nbytes(src1);
+
+    std::vector<char> src0_host(src0_bytes);
+    std::vector<char> src1_host(src1_bytes);
+
+    stream->memcpy(src0_host.data(), src0->data, src0_bytes);
+    stream->memcpy(src1_host.data(), src1->data, src1_bytes);
+    stream->wait();
+
+    std::vector<float> src_row_f32(ne00);
+    const int64_t nblocks = ne00 / qk;
+    std::vector<blockType> dst_row_q(nblocks);
+
+    for (int64_t i03 = 0; i03 < ne03; ++i03) {
+        for (int64_t i02 = 0; i02 < ne02; ++i02) {
+            for (int64_t i01 = 0; i01 < ne01; ++i01) {
+                const int64_t i12 = i03 % ne12;
+                const int64_t i11 = i02 % ne11;
+                const int64_t i10 = i01;
+
+                const size_t src1_offset = calculate_offset<3>({ nb10, nb11, nb12 }, { i10, i11, i12 });
+                const int64_t dst_row = *(const TIdx *) (src1_host.data() + src1_offset);
+
+                const size_t src0_row_offset = calculate_offset<3>({ nb01, nb02, nb03 }, { i01, i02, i03 });
+                const TIn * src_row = reinterpret_cast<const TIn *>(src0_host.data() + src0_row_offset);
+
+                for (int64_t i00 = 0; i00 < ne00; ++i00) {
+                    src_row_f32[i00] = (float) src_row[i00];
+                }
+
+                quantize_row(src_row_f32.data(), dst_row_q.data(), ne00);
+
+                const size_t dst_offset = calculate_offset<3>({ nb1, nb2, nb3 }, { dst_row, i02, i03 });
+                stream->memcpy((char *) dst->data + dst_offset, dst_row_q.data(), nblocks * sizeof(blockType));
+                stream->wait();
+            }
+        }
+    }
+}
+
+template <typename TIn, typename TIdx, typename blockType, int qk, quantize_rows_f_t quantize_rows>
+static void set_rows_sycl_iq_host(
+        const ggml_tensor * src0,
+        const ggml_tensor * src1,
+        ggml_tensor * dst,
+        const int64_t ne00,
+        const int64_t ne01,
+        const int64_t ne02,
+        const int64_t ne03,
+        const int64_t ne11,
+        const int64_t ne12,
+        const size_t nb01,
+        const size_t nb02,
+        const size_t nb03,
+        const size_t nb10,
+        const size_t nb11,
+        const size_t nb12,
+        const size_t nb1,
+        const size_t nb2,
+        const size_t nb3,
+        queue_ptr stream) {
+    GGML_ASSERT(ne00 % qk == 0);
+
+    const size_t src0_bytes = ggml_nbytes(src0);
+    const size_t src1_bytes = ggml_nbytes(src1);
+
+    std::vector<char> src0_host(src0_bytes);
+    std::vector<char> src1_host(src1_bytes);
+
+    stream->memcpy(src0_host.data(), src0->data, src0_bytes);
+    stream->memcpy(src1_host.data(), src1->data, src1_bytes);
+    stream->wait();
+
+    std::vector<float> src_row_f32(ne00);
+    const int64_t nblocks = ne00 / qk;
+    std::vector<blockType> dst_row_q(nblocks);
+
+    for (int64_t i03 = 0; i03 < ne03; ++i03) {
+        for (int64_t i02 = 0; i02 < ne02; ++i02) {
+            for (int64_t i01 = 0; i01 < ne01; ++i01) {
+                const int64_t i12 = i03 % ne12;
+                const int64_t i11 = i02 % ne11;
+                const int64_t i10 = i01;
+
+                const size_t src1_offset = calculate_offset<3>({ nb10, nb11, nb12 }, { i10, i11, i12 });
+                const int64_t dst_row = *(const TIdx *) (src1_host.data() + src1_offset);
+
+                const size_t src0_row_offset = calculate_offset<3>({ nb01, nb02, nb03 }, { i01, i02, i03 });
+                const TIn * src_row = reinterpret_cast<const TIn *>(src0_host.data() + src0_row_offset);
+
+                for (int64_t i00 = 0; i00 < ne00; ++i00) {
+                    src_row_f32[i00] = (float) src_row[i00];
+                }
+
+                quantize_rows(src_row_f32.data(), dst_row_q.data(), 1, ne00, nullptr);
+
+                const size_t dst_offset = calculate_offset<3>({ nb1, nb2, nb3 }, { dst_row, i02, i03 });
+                stream->memcpy((char *) dst->data + dst_offset, dst_row_q.data(), nblocks * sizeof(blockType));
+                stream->wait();
+            }
+        }
+    }
+}
+
 template<typename TIn, typename TIdx, typename TOut>
 static void k_set_rows(
         const char * __restrict__ src0, const TIdx * __restrict__ src1, char * __restrict__ dst,
@@ -200,31 +356,194 @@ static void set_rows_sycl(ggml_backend_sycl_context & ctx, const ggml_tensor * s
             break;
 #endif
         case GGML_TYPE_Q8_0:
-            set_rows_sycl_q<TIdx, block_q8_0, QK8_0, cpy_blck_f32_q8_0>(src0_d, src1_d, (block_q8_0 *)dst->data, ne00, ne01, ne02, ne03, ne10, ne11, ne12, ne13, nb00, nb01, nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
+            set_rows_sycl_q<TIn, TIdx, block_q8_0, QK8_0, cpy_blck_f32_q8_0>(
+                src0_d, src1_d, (block_q8_0 *) dst->data, ne00, ne01, ne02, ne03,
+                ne10, ne11, ne12, ne13, nb00, nb01,
+                nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
             break;
         case GGML_TYPE_Q1_0:
-            set_rows_sycl_q<TIdx, block_q1_0, QK1_0, cpy_blck_f32_q1_0>(src0_d, src1_d, (block_q1_0 *)dst->data, ne00, ne01, ne02, ne03, ne10, ne11, ne12, ne13, nb00, nb01, nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
+            set_rows_sycl_q<TIn, TIdx, block_q1_0, QK1_0, cpy_blck_f32_q1_0>(
+                src0_d, src1_d, (block_q1_0 *) dst->data, ne00, ne01, ne02, ne03,
+                ne10, ne11, ne12, ne13, nb00, nb01,
+                nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
+            break;
+        case GGML_TYPE_Q2_0:
+            set_rows_sycl_q<TIn, TIdx, block_q2_0, QK2_0, cpy_blck_f32_q2_0>(
+                src0_d, src1_d, (block_q2_0 *) dst->data, ne00, ne01, ne02, ne03,
+                ne10, ne11, ne12, ne13, nb00, nb01,
+                nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
             break;
         case GGML_TYPE_Q5_1:
-            set_rows_sycl_q<TIdx, block_q5_1, QK5_1, cpy_blck_f32_q5_1>(src0_d, src1_d, (block_q5_1 *)dst->data, ne00, ne01, ne02, ne03, ne10, ne11, ne12, ne13, nb00, nb01, nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
+            set_rows_sycl_q<TIn, TIdx, block_q5_1, QK5_1, cpy_blck_f32_q5_1>(
+                src0_d, src1_d, (block_q5_1 *) dst->data, ne00, ne01, ne02, ne03,
+                ne10, ne11, ne12, ne13, nb00, nb01,
+                nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
             break;
         case GGML_TYPE_Q5_0:
-            set_rows_sycl_q<TIdx, block_q5_0, QK5_0, cpy_blck_f32_q5_0>(src0_d, src1_d, (block_q5_0 *)dst->data, ne00, ne01, ne02, ne03, ne10, ne11, ne12, ne13, nb00, nb01, nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
+            set_rows_sycl_q<TIn, TIdx, block_q5_0, QK5_0, cpy_blck_f32_q5_0>(
+                src0_d, src1_d, (block_q5_0 *) dst->data, ne00, ne01, ne02, ne03,
+                ne10, ne11, ne12, ne13, nb00, nb01,
+                nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
             break;
         case GGML_TYPE_Q4_1:
-            set_rows_sycl_q<TIdx, block_q4_1, QK4_1, cpy_blck_f32_q4_1>(src0_d, src1_d, (block_q4_1 *)dst->data, ne00, ne01, ne02, ne03, ne10, ne11, ne12, ne13, nb00, nb01, nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
+            set_rows_sycl_q<TIn, TIdx, block_q4_1, QK4_1, cpy_blck_f32_q4_1>(
+                src0_d, src1_d, (block_q4_1 *) dst->data, ne00, ne01, ne02, ne03,
+                ne10, ne11, ne12, ne13, nb00, nb01,
+                nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
             break;
         case GGML_TYPE_Q4_0:
-            set_rows_sycl_q<TIdx, block_q4_0, QK4_0, cpy_blck_f32_q4_0>(src0_d, src1_d, (block_q4_0 *)dst->data, ne00, ne01, ne02, ne03, ne10, ne11, ne12, ne13, nb00, nb01, nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
+            set_rows_sycl_q<TIn, TIdx, block_q4_0, QK4_0, cpy_blck_f32_q4_0>(
+                src0_d, src1_d, (block_q4_0 *) dst->data, ne00, ne01, ne02, ne03,
+                ne10, ne11, ne12, ne13, nb00, nb01,
+                nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
             break;
         case GGML_TYPE_IQ4_NL:
-            set_rows_sycl_q<TIdx, block_iq4_nl, QK4_NL, cpy_blck_f32_iq4_nl>(src0_d, src1_d, (block_iq4_nl *)dst->data, ne00, ne01, ne02, ne03, ne10, ne11, ne12, ne13, nb00, nb01, nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
+            set_rows_sycl_q<TIn, TIdx, block_iq4_nl, QK4_NL, cpy_blck_f32_iq4_nl>(
+                src0_d, src1_d, (block_iq4_nl *) dst->data, ne00, ne01, ne02, ne03,
+                ne10, ne11, ne12, ne13, nb00, nb01,
+                nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
             break;
         case GGML_TYPE_MXFP4:
-            set_rows_sycl_q<TIdx, block_mxfp4, QK_MXFP4, cpy_blck_f32_mxfp4>(src0_d, src1_d, (block_mxfp4 *)dst->data, ne00, ne01, ne02, ne03, ne10, ne11, ne12, ne13, nb00, nb01, nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
+            set_rows_sycl_q<TIn, TIdx, block_mxfp4, QK_MXFP4, cpy_blck_f32_mxfp4>(
+                src0_d, src1_d, (block_mxfp4 *) dst->data, ne00, ne01, ne02, ne03,
+                ne10, ne11, ne12, ne13, nb00, nb01,
+                nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
             break;
         case GGML_TYPE_NVFP4:
-            set_rows_sycl_q<TIdx, block_nvfp4, QK_NVFP4, cpy_blck_f32_nvfp4>(src0_d, src1_d, (block_nvfp4 *)dst->data, ne00, ne01, ne02, ne03, ne10, ne11, ne12, ne13, nb00, nb01, nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
+            set_rows_sycl_q<TIn, TIdx, block_nvfp4, QK_NVFP4, cpy_blck_f32_nvfp4>(
+                src0_d, src1_d, (block_nvfp4 *) dst->data, ne00, ne01, ne02, ne03,
+                ne10, ne11, ne12, ne13, nb00, nb01,
+                nb02, nb03, nb10, nb11, nb12, nb13, nb1, nb2, nb3, stream);
+            break;
+        case GGML_TYPE_Q2_K:
+            set_rows_sycl_qk_host<TIn, TIdx, block_q2_K, QK_K, quantize_row_q2_K_ref>(
+                src0, src1, dst,
+                ne00, ne01, ne02, ne03,
+                ne11, ne12,
+                nb01, nb02, nb03,
+                nb10, nb11, nb12,
+                nb1, nb2, nb3,
+                stream);
+            break;
+        case GGML_TYPE_Q3_K:
+            set_rows_sycl_qk_host<TIn, TIdx, block_q3_K, QK_K, quantize_row_q3_K_ref>(
+                src0, src1, dst,
+                ne00, ne01, ne02, ne03,
+                ne11, ne12,
+                nb01, nb02, nb03,
+                nb10, nb11, nb12,
+                nb1, nb2, nb3,
+                stream);
+            break;
+        case GGML_TYPE_Q4_K:
+            set_rows_sycl_qk_host<TIn, TIdx, block_q4_K, QK_K, quantize_row_q4_K_ref>(
+                src0, src1, dst,
+                ne00, ne01, ne02, ne03,
+                ne11, ne12,
+                nb01, nb02, nb03,
+                nb10, nb11, nb12,
+                nb1, nb2, nb3,
+                stream);
+            break;
+        case GGML_TYPE_Q5_K:
+            set_rows_sycl_qk_host<TIn, TIdx, block_q5_K, QK_K, quantize_row_q5_K_ref>(
+                src0, src1, dst,
+                ne00, ne01, ne02, ne03,
+                ne11, ne12,
+                nb01, nb02, nb03,
+                nb10, nb11, nb12,
+                nb1, nb2, nb3,
+                stream);
+            break;
+        case GGML_TYPE_Q6_K:
+            set_rows_sycl_qk_host<TIn, TIdx, block_q6_K, QK_K, quantize_row_q6_K_ref>(
+                src0, src1, dst,
+                ne00, ne01, ne02, ne03,
+                ne11, ne12,
+                nb01, nb02, nb03,
+                nb10, nb11, nb12,
+                nb1, nb2, nb3,
+                stream);
+            break;
+        case GGML_TYPE_IQ2_XXS:
+            set_rows_sycl_iq_host<TIn, TIdx, block_iq2_xxs, QK_K, quantize_iq2_xxs>(
+                src0, src1, dst,
+                ne00, ne01, ne02, ne03,
+                ne11, ne12,
+                nb01, nb02, nb03,
+                nb10, nb11, nb12,
+                nb1, nb2, nb3,
+                stream);
+            break;
+        case GGML_TYPE_IQ2_XS:
+            set_rows_sycl_iq_host<TIn, TIdx, block_iq2_xs, QK_K, quantize_iq2_xs>(
+                src0, src1, dst,
+                ne00, ne01, ne02, ne03,
+                ne11, ne12,
+                nb01, nb02, nb03,
+                nb10, nb11, nb12,
+                nb1, nb2, nb3,
+                stream);
+            break;
+        case GGML_TYPE_IQ2_S:
+            set_rows_sycl_iq_host<TIn, TIdx, block_iq2_s, QK_K, quantize_iq2_s>(
+                src0, src1, dst,
+                ne00, ne01, ne02, ne03,
+                ne11, ne12,
+                nb01, nb02, nb03,
+                nb10, nb11, nb12,
+                nb1, nb2, nb3,
+                stream);
+            break;
+        case GGML_TYPE_IQ3_XXS:
+            set_rows_sycl_qk_host<TIn, TIdx, block_iq3_xxs, QK_K, quantize_row_iq3_xxs_ref>(
+                src0, src1, dst,
+                ne00, ne01, ne02, ne03,
+                ne11, ne12,
+                nb01, nb02, nb03,
+                nb10, nb11, nb12,
+                nb1, nb2, nb3,
+                stream);
+            break;
+        case GGML_TYPE_IQ3_S:
+            set_rows_sycl_qk_host<TIn, TIdx, block_iq3_s, QK_K, quantize_row_iq3_s_ref>(
+                src0, src1, dst,
+                ne00, ne01, ne02, ne03,
+                ne11, ne12,
+                nb01, nb02, nb03,
+                nb10, nb11, nb12,
+                nb1, nb2, nb3,
+                stream);
+            break;
+        case GGML_TYPE_IQ1_S:
+            set_rows_sycl_iq_host<TIn, TIdx, block_iq1_s, QK_K, quantize_iq1_s>(
+                src0, src1, dst,
+                ne00, ne01, ne02, ne03,
+                ne11, ne12,
+                nb01, nb02, nb03,
+                nb10, nb11, nb12,
+                nb1, nb2, nb3,
+                stream);
+            break;
+        case GGML_TYPE_IQ1_M:
+            set_rows_sycl_iq_host<TIn, TIdx, block_iq1_m, QK_K, quantize_iq1_m>(
+                src0, src1, dst,
+                ne00, ne01, ne02, ne03,
+                ne11, ne12,
+                nb01, nb02, nb03,
+                nb10, nb11, nb12,
+                nb1, nb2, nb3,
+                stream);
+            break;
+        case GGML_TYPE_IQ4_XS:
+            set_rows_sycl_qk_host<TIn, TIdx, block_iq4_xs, QK_K, quantize_row_iq4_xs_ref>(
+                src0, src1, dst,
+                ne00, ne01, ne02, ne03,
+                ne11, ne12,
+                nb01, nb02, nb03,
+                nb10, nb11, nb12,
+                nb1, nb2, nb3,
+                stream);
             break;
         default:
             GGML_ABORT("Unsupported tensor type!");
@@ -237,12 +556,21 @@ void ggml_sycl_op_set_rows(ggml_backend_sycl_context & ctx, ggml_tensor * dst) {
     const ggml_tensor * src0 = dst->src[0];
     const ggml_tensor * src1 = dst->src[1];
 
-    GGML_ASSERT(dst->src[0]->type == GGML_TYPE_F32);
+    GGML_ASSERT(dst->src[0]->type == GGML_TYPE_F32 || dst->src[0]->type == GGML_TYPE_F16);
     GGML_ASSERT(dst->src[1]->type == GGML_TYPE_I64 || dst->src[1]->type == GGML_TYPE_I32);
 
-    if (src1->type == GGML_TYPE_I64) {
-        set_rows_sycl<float, int64_t>(ctx, src0, src1, dst);
+    // dispatch on the index type (src1) and the source value type (src0)
+    if (src0->type == GGML_TYPE_F16) {
+        if (src1->type == GGML_TYPE_I64) {
+            set_rows_sycl<sycl::half, int64_t>(ctx, src0, src1, dst);
+        } else {
+            set_rows_sycl<sycl::half, int32_t>(ctx, src0, src1, dst);
+        }
     } else {
-        set_rows_sycl<float, int32_t>(ctx, src0, src1, dst);
+        if (src1->type == GGML_TYPE_I64) {
+            set_rows_sycl<float, int64_t>(ctx, src0, src1, dst);
+        } else {
+            set_rows_sycl<float, int32_t>(ctx, src0, src1, dst);
+        }
     }
 }
diff --git a/ggml/src/ggml-sycl/ssm_conv.cpp b/ggml/src/ggml-sycl/ssm_conv.cpp
index e55223586..3eafa1a68 100644
--- a/ggml/src/ggml-sycl/ssm_conv.cpp
+++ b/ggml/src/ggml-sycl/ssm_conv.cpp
@@ -36,9 +36,13 @@ static void kernel_ssm_conv(
                     return;
                 }
 
-                const int channel = static_cast<int>(idx % d_inner);
-                const int token   = static_cast<int>((idx / d_inner) % n_t);
-                const int seq     = static_cast<int>(idx / (static_cast<size_t>(d_inner) * static_cast<size_t>(n_t)));
+                // src has the tokens of one channel contiguous, dst has the channels of one
+                // token contiguous, so either the loads or the store must be strided. Indexing
+                // token-fastest coalesces the d_conv loads, which measured faster except for
+                // short, cache-resident rows.
+                const int token   = static_cast<int>(idx % n_t);
+                const int channel = static_cast<int>((idx / n_t) % d_inner);
+                const int seq     = static_cast<int>(idx / (static_cast<size_t>(n_t) * static_cast<size_t>(d_inner)));
 
                 const float *s = src_data
                     + static_cast<size_t>(seq) * static_cast<size_t>(src_stride_seq)
diff --git a/ggml/src/ggml-virtgpu/backend/backend-dispatched-device.cpp b/ggml/src/ggml-virtgpu/backend/backend-dispatched-device.cpp
index c7acb8b51..87872df1c 100644
--- a/ggml/src/ggml-virtgpu/backend/backend-dispatched-device.cpp
+++ b/ggml/src/ggml-virtgpu/backend/backend-dispatched-device.cpp
@@ -111,6 +111,7 @@ uint32_t backend_device_get_props(apir_encoder * enc, apir_decoder * dec, virgl_
     apir_encode_bool_t(enc, &props.caps.host_buffer);
     apir_encode_bool_t(enc, &props.caps.buffer_from_host_ptr);
     apir_encode_bool_t(enc, &props.caps.events);
+    apir_encode_bool_t(enc, &props.caps.mmap_support);
 
     return 0;
 }
diff --git a/ggml/src/ggml-virtgpu/backend/shared/api_remoting.h b/ggml/src/ggml-virtgpu/backend/shared/api_remoting.h
index 6bf97e8a3..a5ef3ea47 100644
--- a/ggml/src/ggml-virtgpu/backend/shared/api_remoting.h
+++ b/ggml/src/ggml-virtgpu/backend/shared/api_remoting.h
@@ -7,7 +7,7 @@
 #include <cstdint>
 
 #define APIR_PROTOCOL_MAJOR 0
-#define APIR_PROTOCOL_MINOR 1
+#define APIR_PROTOCOL_MINOR 2
 
 #define APIR_HANDSHAKE_MAGIC 0xab1e
 
diff --git a/ggml/src/ggml-virtgpu/ggml-backend-buffer-type.cpp b/ggml/src/ggml-virtgpu/ggml-backend-buffer-type.cpp
index 8fa20ff43..d5bdc993b 100644
--- a/ggml/src/ggml-virtgpu/ggml-backend-buffer-type.cpp
+++ b/ggml/src/ggml-virtgpu/ggml-backend-buffer-type.cpp
@@ -11,9 +11,9 @@ static ggml_backend_buffer_t ggml_backend_remoting_buffer_type_alloc_buffer(ggml
 
     context->gpu = gpu;
 
-    bool async__unused, host_buffer__unused, events__unused;
+    bool async__unused, host_buffer__unused, events__unused, mmap_support__unused;
     bool buffer_from_host_ptr;
-    apir_device_get_props(gpu, &async__unused, &host_buffer__unused, &buffer_from_host_ptr, &events__unused);
+    apir_device_get_props(gpu, &async__unused, &host_buffer__unused, &buffer_from_host_ptr, &events__unused, &mmap_support__unused);
 
     if (buffer_from_host_ptr) {
         context->apir_context = apir_device_buffer_from_ptr(gpu, size, size);
diff --git a/ggml/src/ggml-virtgpu/ggml-backend-device.cpp b/ggml/src/ggml-virtgpu/ggml-backend-device.cpp
index a978812cd..987ce9dd1 100644
--- a/ggml/src/ggml-virtgpu/ggml-backend-device.cpp
+++ b/ggml/src/ggml-virtgpu/ggml-backend-device.cpp
@@ -65,7 +65,7 @@ static void ggml_backend_remoting_device_get_props(ggml_backend_dev_t dev, ggml_
 
     virtgpu * gpu = DEV_TO_GPU(dev);
     apir_device_get_props(gpu, &props->caps.async, &props->caps.host_buffer, &props->caps.buffer_from_host_ptr,
-                          &props->caps.events);
+                          &props->caps.events, &props->caps.mmap_support);
 
     props->caps.buffer_from_host_ptr = false;
     props->caps.async                = false;
diff --git a/ggml/src/ggml-virtgpu/virtgpu-forward-device.cpp b/ggml/src/ggml-virtgpu/virtgpu-forward-device.cpp
index 9f513c138..864264f21 100644
--- a/ggml/src/ggml-virtgpu/virtgpu-forward-device.cpp
+++ b/ggml/src/ggml-virtgpu/virtgpu-forward-device.cpp
@@ -144,7 +144,8 @@ void apir_device_get_props(virtgpu * gpu,
                            bool *    async,
                            bool *    host_buffer,
                            bool *    buffer_from_host_ptr,
-                           bool *    events) {
+                           bool *    events,
+                           bool *    mmap_support) {
     apir_encoder *        encoder;
     apir_decoder *        decoder;
     ApirForwardReturnCode ret;
@@ -157,6 +158,7 @@ void apir_device_get_props(virtgpu * gpu,
     apir_decode_bool_t(decoder, host_buffer);
     apir_decode_bool_t(decoder, buffer_from_host_ptr);
     apir_decode_bool_t(decoder, events);
+    apir_decode_bool_t(decoder, mmap_support);
 
     remote_call_finish(gpu, encoder, decoder);
 
diff --git a/ggml/src/ggml-virtgpu/virtgpu-forward.gen.h b/ggml/src/ggml-virtgpu/virtgpu-forward.gen.h
index 44b0ad1ff..da28aa5f9 100644
--- a/ggml/src/ggml-virtgpu/virtgpu-forward.gen.h
+++ b/ggml/src/ggml-virtgpu/virtgpu-forward.gen.h
@@ -13,7 +13,8 @@ void                           apir_device_get_props(struct virtgpu * gpu,
                                                      bool *           async,
                                                      bool *           host_buffer,
                                                      bool *           buffer_from_host_ptr,
-                                                     bool *           events);
+                                                     bool *           events,
+                                                     bool *           mmap_support);
 apir_buffer_context_t          apir_device_buffer_from_ptr(struct virtgpu * gpu, size_t size, size_t max_tensor_size);
 
 /* buffer-type */
diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp
index 510fb6892..45fa97f81 100644
--- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp
+++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp
@@ -186,13 +186,22 @@ static bool is_pow2(uint32_t x) { return x > 1 && (x & (x-1)) == 0; }
 
 #define VK_DEVICE_DESCRIPTOR_POOL_SIZE 256
 
-#define VK_CHECK(err, msg)                                          \
+#define VK_CHECK(err, msg, dev)                                     \
     do {                                                            \
-        vk::Result err_ = (err);                                    \
+        vk::Result err_;                                            \
+        try {                                                       \
+            err_ = (err);                                           \
+        } catch (vk::DeviceLostError &) {                           \
+            ggml_vk_print_device_lost_info(dev);                    \
+            GGML_LOG_ERROR("ggml_vulkan: %s at %s:%d\n",            \
+                #err, __FILE__, __LINE__);                          \
+            throw;                                                  \
+        }                                                           \
         if (err_ != vk::Result::eSuccess) {                         \
-            fprintf(stderr, "ggml_vulkan: %s error %s at %s:%d\n",  \
+            GGML_LOG_ERROR("ggml_vulkan: %s error %s at %s:%d\n",   \
                 #err, to_string(err_).c_str(), __FILE__, __LINE__); \
-            exit(1);                                                \
+            throw vk::SystemError(vk::make_error_code(err_),        \
+                "ggml_vulkan: " msg);                               \
         }                                                           \
     } while (0)
 
@@ -302,9 +311,13 @@ struct vk_command_pool {
     }
 };
 
+static void ggml_vk_print_device_fault_info(const vk_device& device);
+static void ggml_vk_print_device_lost_info(const vk_device& device);
+
 // Prevent simultaneous submissions to the same queue.
 struct vk_queue_handle {
     vk::Queue queue;
+    vk_device_ref device;
     virtual void submit(vk::ArrayProxy<const vk::SubmitInfo> submits, vk::Fence fence) = 0;
     virtual void lock()   {}   // no-op by default (internally synchronized case)
     virtual void unlock() {}
@@ -315,7 +328,14 @@ struct vk_queue_handle_synchronized : vk_queue_handle {
     std::mutex mutex;
     void submit(vk::ArrayProxy<const vk::SubmitInfo> submits, vk::Fence fence) override {
         std::lock_guard<std::mutex> guard(mutex);
-        queue.submit(submits, fence);
+        try {
+            queue.submit(submits, fence);
+        } catch (vk::DeviceLostError &) {
+            if (auto dev = device.lock()) {
+                ggml_vk_print_device_lost_info(dev);
+            }
+            throw;
+        }
     }
     void lock()   override { mutex.lock(); }
     void unlock() override { mutex.unlock(); }
@@ -324,7 +344,14 @@ struct vk_queue_handle_synchronized : vk_queue_handle {
 struct vk_queue_handle_unsynchronized : vk_queue_handle {
     void submit(vk::ArrayProxy<const vk::SubmitInfo> submits, vk::Fence fence) override {
         // Driver guarantees internal synchronization via VK_KHR_internally_synchronized_queues
-        queue.submit(submits, fence);
+        try {
+            queue.submit(submits, fence);
+        } catch (vk::DeviceLostError &) {
+            if (auto dev = device.lock()) {
+                ggml_vk_print_device_lost_info(dev);
+            }
+            throw;
+        }
     }
     // lock()/unlock() inherited no-ops
 };
@@ -835,6 +862,15 @@ struct vk_device_struct {
 
     bool pipeline_executable_properties_support {};
 
+    bool device_fault {};
+    PFN_vkGetDeviceFaultInfoEXT pfn_vkGetDeviceFaultInfoEXT {};
+
+    bool serialize_submissions {};
+
+    const ggml_cgraph * diag_cgraph {};
+    int diag_prev_start = -1;
+    int diag_prev_end = -1;
+
     size_t idx;
 
     bool mul_mat_l[GGML_TYPE_COUNT];
@@ -1026,6 +1062,7 @@ struct vk_device_struct {
     vk_pipeline pipeline_pool2d_f32;
     vk_pipeline pipeline_rwkv_wkv6_f32;
     vk_pipeline pipeline_rwkv_wkv7_f32;
+    vk_pipeline pipeline_gated_linear_attn_f32;
     // [size_idx][kda] where size_idx: 0=d16, 1=d32, 2=d64, 3=d128
     vk_pipeline pipeline_gated_delta_net[4][2];
     vk_pipeline pipeline_ssm_scan_f32_d128;
@@ -1117,6 +1154,57 @@ void vk_command_pool::destroy(vk::Device& device) {
     cmd_buffers.clear();
 }
 
+static void ggml_vk_print_device_fault_info(const vk_device& device) {
+    if (!device->device_fault || !device->pfn_vkGetDeviceFaultInfoEXT) {
+        return;
+    }
+
+    VkDeviceFaultCountsEXT fault_counts {};
+    fault_counts.sType = VK_STRUCTURE_TYPE_DEVICE_FAULT_COUNTS_EXT;
+    VkResult res = device->pfn_vkGetDeviceFaultInfoEXT(device->device, &fault_counts, nullptr);
+    if (res != VK_SUCCESS) {
+        GGML_LOG_ERROR("ggml_vulkan: vkGetDeviceFaultInfoEXT (counts) failed: %d\n", res);
+        return;
+    }
+
+    std::vector<VkDeviceFaultAddressInfoEXT> address_infos(fault_counts.addressInfoCount);
+    std::vector<VkDeviceFaultVendorInfoEXT> vendor_infos(fault_counts.vendorInfoCount);
+
+    VkDeviceFaultInfoEXT fault_info {};
+    fault_info.sType = VK_STRUCTURE_TYPE_DEVICE_FAULT_INFO_EXT;
+    fault_info.pAddressInfos = address_infos.data();
+    fault_info.pVendorInfos = vendor_infos.data();
+
+    res = device->pfn_vkGetDeviceFaultInfoEXT(device->device, &fault_counts, &fault_info);
+    if (res != VK_SUCCESS) {
+        GGML_LOG_ERROR("ggml_vulkan: vkGetDeviceFaultInfoEXT (info) failed: %d\n", res);
+        return;
+    }
+
+    if (fault_counts.addressInfoCount == 0 && fault_counts.vendorInfoCount == 0 && fault_info.description[0] == '\0') {
+        return;
+    }
+
+    if (fault_info.description[0] != '\0') {
+        GGML_LOG_ERROR("ggml_vulkan: device fault on %s: %s\n", device->name.c_str(), fault_info.description);
+    }
+
+    for (uint32_t i = 0; i < fault_counts.addressInfoCount; i++) {
+        const auto& info = address_infos[i];
+        GGML_LOG_CONT("  address fault %u: type=%d address=0x%llx precision=0x%llx\n",
+                i, (int)info.addressType,
+                (unsigned long long)info.reportedAddress,
+                (unsigned long long)info.addressPrecision);
+    }
+    for (uint32_t i = 0; i < fault_counts.vendorInfoCount; i++) {
+        const auto& info = vendor_infos[i];
+        GGML_LOG_CONT("  vendor fault %u: %s (code=0x%llx data=0x%llx)\n",
+                i, info.description,
+                (unsigned long long)info.vendorFaultCode,
+                (unsigned long long)info.vendorFaultData);
+    }
+}
+
 struct vk_buffer_struct {
     vk::Buffer buffer = VK_NULL_HANDLE;
     vk::DeviceMemory device_memory = VK_NULL_HANDLE;
@@ -1747,6 +1835,13 @@ struct vk_op_rwkv_wkv7_push_constants {
     uint32_t C;
     uint32_t H;
 };
+struct vk_op_gated_linear_attn_push_constants {
+    uint32_t B;
+    uint32_t T;
+    uint32_t C;
+    uint32_t H;
+    float scale;
+};
 struct vk_op_gated_delta_net_push_constants {
     uint32_t H;
     uint32_t n_tokens;
@@ -2051,6 +2146,36 @@ static uint64_t ggml_vk_get_node_flops(const ggml_tensor * node) {
     return 0;
 }
 
+static void ggml_vk_print_node_list(const ggml_cgraph * cgraph, int start, int end) {
+    uint64_t total_flops = 0;
+    int n_ops = 0;
+    for (int j = start; j <= end && j < cgraph->n_nodes; j++) {
+        uint64_t flops = ggml_vk_get_node_flops(cgraph->nodes[j]);
+        total_flops += flops;
+        n_ops++;
+        if (flops > 0) {
+            GGML_LOG_CONT("  node %d: %s (%s) [%.2f GFLOP]\n",
+                    j, cgraph->nodes[j]->name, ggml_op_name(cgraph->nodes[j]->op),
+                    flops / 1e9);
+        } else {
+            GGML_LOG_CONT("  node %d: %s (%s)\n",
+                    j, cgraph->nodes[j]->name, ggml_op_name(cgraph->nodes[j]->op));
+        }
+    }
+    GGML_LOG_CONT("  total: %d ops, %.2f GFLOP\n", n_ops, total_flops / 1e9);
+}
+
+static void ggml_vk_print_device_lost_info(const vk_device& device) {
+    ggml_vk_print_device_fault_info(device);
+    if (device->serialize_submissions && device->diag_cgraph != nullptr && device->diag_prev_start >= 0) {
+        GGML_LOG_ERROR("ggml_vulkan: device lost on %s, likely caused by previous submission (nodes %d to %d):\n",
+                device->name.c_str(), device->diag_prev_start, device->diag_prev_end);
+        ggml_vk_print_node_list(device->diag_cgraph, device->diag_prev_start, device->diag_prev_end);
+    } else {
+        GGML_LOG_ERROR("ggml_vulkan: device lost on %s\n", device->name.c_str());
+    }
+}
+
 class vk_perf_logger {
   public:
     void print_timings(bool force = false) {
@@ -2463,17 +2588,27 @@ static void ggml_vk_wait_for_fence(ggml_backend_vk_context * ctx) {
     // Use waitForFences while most of the graph executes. Hopefully the CPU can sleep
     // during this wait.
     if (ctx->almost_ready_fence_pending) {
-        VK_CHECK(ctx->device->device.waitForFences({ ctx->almost_ready_fence }, true, UINT64_MAX), "almost_ready_fence");
+        VK_CHECK(ctx->device->device.waitForFences({ ctx->almost_ready_fence }, true, UINT64_MAX), "almost_ready_fence", ctx->device);
         ctx->device->device.resetFences({ ctx->almost_ready_fence });
         ctx->almost_ready_fence_pending = false;
     }
 
     // Spin (w/pause) waiting for the graph to finish executing.
     vk::Result result;
-    while ((result = ctx->device->device.getFenceStatus(ctx->fence)) != vk::Result::eSuccess) {
+    for (;;) {
+        try {
+            result = ctx->device->device.getFenceStatus(ctx->fence);
+        } catch (vk::DeviceLostError &) {
+            ggml_vk_print_device_lost_info(ctx->device);
+            GGML_LOG_ERROR("ggml_vulkan: getFenceStatus at %s:%d\n", __FILE__, __LINE__);
+            throw;
+        }
+        if (result == vk::Result::eSuccess) {
+            break;
+        }
         if (result != vk::Result::eNotReady) {
-            fprintf(stderr, "ggml_vulkan: error %s at %s:%d\n", to_string(result).c_str(), __FILE__, __LINE__);
-            exit(1);
+            GGML_LOG_ERROR("ggml_vulkan: error %s at %s:%d\n", to_string(result).c_str(), __FILE__, __LINE__);
+            throw vk::SystemError(vk::make_error_code(result), "ggml_vulkan: getFenceStatus");
         }
         for (uint32_t i = 0; i < 100; ++i) {
             YIELD();
@@ -3164,6 +3299,7 @@ static std::unique_ptr<vk_queue> ggml_vk_create_queue(vk_device& device, uint32_
     }
 
     h->queue = device->device.getQueue2(queue_info2);
+    h->device = device;
     q->handle = h;
 
     q->cmd_pool.init(device, q.get());
@@ -5665,6 +5801,8 @@ static void ggml_vk_load_shaders(vk_device& device, vk_pipeline requested) {
 
     ggml_vk_create_pipeline(device, device->pipeline_rwkv_wkv7_f32, "rwkv_wkv7_f32", rwkv_wkv7_f32_len, rwkv_wkv7_f32_data, "main", 8, sizeof(vk_op_rwkv_wkv7_push_constants), {1, 1, 1}, {device->subgroup_size}, 1);
 
+    ggml_vk_create_pipeline(device, device->pipeline_gated_linear_attn_f32, "gated_linear_attn_f32", gated_linear_attn_f32_len, gated_linear_attn_f32_data, "main", 6, sizeof(vk_op_gated_linear_attn_push_constants), {1, 1, 1}, {}, 1);
+
     {
         const uint32_t gdn_sizes[] = {16, 32, 64, 128};
         const char * gdn_names[][2] = {
@@ -6107,6 +6245,8 @@ static vk_device ggml_vk_get_device(size_t idx) {
 #endif
             } else if (strcmp(VK_KHR_INTERNALLY_SYNCHRONIZED_QUEUES_EXTENSION_NAME, properties.extensionName) == 0) {
                 internally_sync_support = true;
+            } else if (strcmp("VK_EXT_device_fault", properties.extensionName) == 0) {
+                device->device_fault = true;
             }
         }
 
@@ -6461,8 +6601,18 @@ static vk_device ggml_vk_get_device(size_t idx) {
         }
 #endif
 
+        VkPhysicalDeviceFaultFeaturesEXT fault_features {};
+        fault_features.sType = VK_STRUCTURE_TYPE_PHYSICAL_DEVICE_FAULT_FEATURES_EXT;
+        if (device->device_fault) {
+            last_struct->pNext = (VkBaseOutStructure *)&fault_features;
+            last_struct = (VkBaseOutStructure *)&fault_features;
+            device_extensions.push_back("VK_EXT_device_fault");
+        }
+
         vkGetPhysicalDeviceFeatures2(device->physical_device, &device_features2);
 
+        device->device_fault = device->device_fault && fault_features.deviceFault;
+
         device->has_internally_synchronized_queues = internally_synchronized_queues_features.internallySynchronizedQueues;
 
         // Build queue create infos only after querying whether internally synchronized queues are enabled.
@@ -6761,6 +6911,11 @@ static vk_device ggml_vk_get_device(size_t idx) {
         device_create_info.setPNext(&device_features2);
         device->device = device->physical_device.createDevice(device_create_info);
 
+        if (device->device_fault) {
+            device->pfn_vkGetDeviceFaultInfoEXT = (PFN_vkGetDeviceFaultInfoEXT)
+                vkGetDeviceProcAddr(device->device, "vkGetDeviceFaultInfoEXT");
+        }
+
         // Queues
         device->compute_queue = ggml_vk_create_queue(device, compute_queue_family_index, 0, { vk::PipelineStageFlagBits::eComputeShader | vk::PipelineStageFlagBits::eTransfer }, false);
 
@@ -6883,6 +7038,8 @@ static vk_device ggml_vk_get_device(size_t idx) {
 
         device->idx = idx;
 
+        device->serialize_submissions = getenv("GGML_VK_SERIALIZE_SUBMISSIONS") != nullptr;
+
         device->disable_fusion = getenv("GGML_VK_DISABLE_FUSION") != nullptr;
 
         device->add_rms_fusion = !device->disable_fusion &&
@@ -8309,7 +8466,7 @@ static void ggml_vk_buffer_write_2d(vk_buffer& dst, size_t offset, const void *
         }
 
         ggml_vk_submit(subctx, dst->device->fence);
-        VK_CHECK(dst->device->device.waitForFences({ dst->device->fence }, true, UINT64_MAX), "vk_buffer_write_2d waitForFences");
+        VK_CHECK(dst->device->device.waitForFences({ dst->device->fence }, true, UINT64_MAX), "vk_buffer_write_2d waitForFences", dst->device);
         dst->device->device.resetFences({ dst->device->fence });
         ggml_vk_queue_command_pools_cleanup(dst->device);
     }
@@ -8421,7 +8578,7 @@ static void ggml_vk_buffer_read_2d(vk_buffer& src, size_t offset, void * dst, si
         ggml_vk_ctx_end(subctx);
         ggml_vk_submit(subctx, src->device->fence);
         VK_CHECK(src->device->device.waitForFences({ src->device->fence }, true, UINT64_MAX),
-                 "vk_buffer_read_2d uma waitForFences");
+                 "vk_buffer_read_2d uma waitForFences", src->device);
         src->device->device.resetFences({ src->device->fence });
         ggml_vk_queue_command_pools_cleanup(src->device);
 
@@ -8442,7 +8599,7 @@ static void ggml_vk_buffer_read_2d(vk_buffer& src, size_t offset, void * dst, si
         ggml_vk_ctx_end(subctx);
 
         ggml_vk_submit(subctx, src->device->fence);
-        VK_CHECK(src->device->device.waitForFences({ src->device->fence }, true, UINT64_MAX), "vk_buffer_read_2d waitForFences");
+        VK_CHECK(src->device->device.waitForFences({ src->device->fence }, true, UINT64_MAX), "vk_buffer_read_2d waitForFences", src->device);
         src->device->device.resetFences({ src->device->fence });
         ggml_vk_queue_command_pools_cleanup(src->device);
 
@@ -8477,7 +8634,7 @@ static void ggml_vk_buffer_copy(vk_buffer& dst, size_t dst_offset, vk_buffer& sr
         ggml_vk_buffer_copy_async(subctx, dst, dst_offset, src, src_offset, size);
         ggml_vk_ctx_end(subctx);
         ggml_vk_submit(subctx, src->device->fence);
-        VK_CHECK(src->device->device.waitForFences({ src->device->fence }, true, UINT64_MAX), "vk_buffer_copy waitForFences");
+        VK_CHECK(src->device->device.waitForFences({ src->device->fence }, true, UINT64_MAX), "vk_buffer_copy waitForFences", src->device);
         src->device->device.resetFences({ src->device->fence });
         ggml_vk_queue_command_pools_cleanup(src->device);
     } else {
@@ -8521,7 +8678,7 @@ static void ggml_vk_buffer_memset(vk_buffer& dst, size_t offset, uint32_t c, siz
     ggml_vk_ctx_end(subctx);
 
     ggml_vk_submit(subctx, dst->device->fence);
-    VK_CHECK(dst->device->device.waitForFences({ dst->device->fence }, true, UINT64_MAX), "vk_memset waitForFences");
+    VK_CHECK(dst->device->device.waitForFences({ dst->device->fence }, true, UINT64_MAX), "vk_memset waitForFences", dst->device);
     dst->device->device.resetFences({ dst->device->fence });
     ggml_vk_queue_command_pools_cleanup(dst->device);
 }
@@ -11392,6 +11549,11 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const
             return ctx->device->pipeline_rwkv_wkv7_f32;
         }
         return nullptr;
+    case GGML_OP_GATED_LINEAR_ATTN:
+        if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) {
+            return ctx->device->pipeline_gated_linear_attn_f32;
+        }
+        return nullptr;
     case GGML_OP_GATED_DELTA_NET:
         if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) {
             const uint32_t S_v = dst->src[2]->ne[0];
@@ -12422,6 +12584,41 @@ static void ggml_vk_rwkv_wkv7(ggml_backend_vk_context * ctx, vk_context& subctx,
     );
 }
 
+static void ggml_vk_gated_linear_attn(ggml_backend_vk_context * ctx, vk_context& subctx, ggml_tensor * dst) {
+    const size_t seq_length = dst->src[0]->ne[2];
+    const size_t n_embed    = dst->ne[0];
+    const size_t n_heads    = dst->src[0]->ne[1];
+    const size_t n_seqs     = dst->src[4]->ne[1];
+
+    float scale;
+    memcpy(&scale, dst->op_params, sizeof(float));
+
+    GGML_ASSERT(dst->buffer != nullptr);
+
+    vk_pipeline pipeline = ggml_vk_op_get_pipeline(ctx, dst->src[0], dst->src[1], dst->src[2], dst, dst->op);
+    GGML_ASSERT(pipeline != nullptr);
+
+    ggml_pipeline_request_descriptor_sets(ctx, pipeline, 1);
+
+    vk_subbuffer dst_buf = ggml_vk_tensor_subbuffer(ctx, dst);
+    vk_subbuffer src_buf[5] = {};
+    for (int i = 0; i < 5; i++) {
+        src_buf[i] = ggml_vk_tensor_subbuffer(ctx, dst->src[i]);
+    }
+
+    const vk_op_gated_linear_attn_push_constants pc = {
+        (uint32_t)n_seqs,
+        (uint32_t)seq_length,
+        (uint32_t)n_embed,
+        (uint32_t)n_heads,
+        scale,
+    };
+
+    ggml_vk_dispatch_pipeline(ctx, subctx, pipeline,
+        {src_buf[0], src_buf[1], src_buf[2], src_buf[3], src_buf[4], dst_buf},
+        pc, { (uint32_t)(n_seqs * n_heads), 1, 1 });
+}
+
 static void ggml_vk_gated_delta_net(ggml_backend_vk_context * ctx, vk_context& subctx, ggml_tensor * dst) {
     const ggml_tensor * src_q     = dst->src[0];
     const ggml_tensor * src_v     = dst->src[2];
@@ -14216,7 +14413,7 @@ static void ggml_vk_test_matmul(ggml_backend_vk_context * ctx, size_t m, size_t
 
     auto begin = std::chrono::high_resolution_clock::now();
     ggml_vk_submit(subctx, ctx->fence);
-    VK_CHECK(ctx->device->device.waitForFences({ ctx->fence }, true, UINT64_MAX), "ggml_vk_test_matmul waitForFences");
+    VK_CHECK(ctx->device->device.waitForFences({ ctx->fence }, true, UINT64_MAX), "ggml_vk_test_matmul waitForFences", ctx->device);
     ctx->device->device.resetFences({ ctx->fence });
     ggml_vk_queue_command_pools_cleanup(ctx->device);
 
@@ -14418,7 +14615,7 @@ static void ggml_vk_test_dequant(ggml_backend_vk_context * ctx, size_t ne, ggml_
     auto begin = std::chrono::high_resolution_clock::now();
 
     ggml_vk_submit(subctx, ctx->fence);
-    VK_CHECK(ctx->device->device.waitForFences({ ctx->fence }, true, UINT64_MAX), "ggml_vk_test_dequant waitForFences");
+    VK_CHECK(ctx->device->device.waitForFences({ ctx->fence }, true, UINT64_MAX), "ggml_vk_test_dequant waitForFences", ctx->device);
     ctx->device->device.resetFences({ ctx->fence });
     ggml_vk_queue_command_pools_cleanup(ctx->device);
 
@@ -14704,7 +14901,7 @@ static void ggml_vk_test_dequant_matmul(ggml_backend_vk_context * ctx, size_t m,
     auto begin = std::chrono::high_resolution_clock::now();
 
     ggml_vk_submit(subctx, ctx->fence);
-    VK_CHECK(ctx->device->device.waitForFences({ ctx->fence }, true, UINT64_MAX), "ggml_vk_test_dequant waitForFences");
+    VK_CHECK(ctx->device->device.waitForFences({ ctx->fence }, true, UINT64_MAX), "ggml_vk_test_dequant waitForFences", ctx->device);
     ctx->device->device.resetFences({ ctx->fence });
     ggml_vk_queue_command_pools_cleanup(ctx->device);
 
@@ -15421,6 +15618,11 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr
 
         break;
 
+    case GGML_OP_GATED_LINEAR_ATTN:
+        ggml_vk_gated_linear_attn(ctx, compute_ctx, node);
+
+        break;
+
     case GGML_OP_GATED_DELTA_NET:
         ggml_vk_gated_delta_net(ctx, compute_ctx, node);
 
@@ -15498,7 +15700,9 @@ static void ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_cgraph *
             memset(mset.dst, mset.val, mset.n);
         }
 
-        if (almost_ready && !ctx->almost_ready_fence_pending) {
+        if (ctx->device->serialize_submissions) {
+            ggml_vk_submit(subctx, ctx->fence);
+        } else if (almost_ready && !ctx->almost_ready_fence_pending) {
             ggml_vk_submit(subctx, ctx->almost_ready_fence);
             ctx->almost_ready_fence_pending = true;
         } else {
@@ -16109,12 +16313,20 @@ static void ggml_vk_synchronize(ggml_backend_vk_context * ctx) {
             memcpy(cpy.dst, cpy.src, cpy.n);
         }
 
-        ggml_vk_submit(compute_ctx, {});
+        if (ctx->device->serialize_submissions) {
+            ggml_vk_submit(compute_ctx, ctx->fence);
+            VK_CHECK(ctx->device->device.waitForFences({ ctx->fence }, true, UINT64_MAX), "synchronize waitForFences", ctx->device);
+            ctx->device->device.resetFences({ ctx->fence });
+        } else {
+            ggml_vk_submit(compute_ctx, {});
+        }
         ctx->submit_pending = true;
     }
 
     if (ctx->submit_pending) {
-        if (ctx->device->async_use_transfer_queue && ctx->transfer_semaphore_last_submitted < ctx->transfer_semaphore.value) {
+        if (ctx->device->serialize_submissions) {
+            ctx->submit_pending = false;
+        } else if (ctx->device->async_use_transfer_queue && ctx->transfer_semaphore_last_submitted < ctx->transfer_semaphore.value) {
             vk::TimelineSemaphoreSubmitInfo tl_info{
                 1, &ctx->transfer_semaphore.value,
                 0, nullptr,
@@ -16131,7 +16343,9 @@ static void ggml_vk_synchronize(ggml_backend_vk_context * ctx) {
         } else {
             ctx->device->compute_queue->handle->submit({}, ctx->fence);
         }
-        ggml_vk_wait_for_fence(ctx);
+        if (!ctx->device->serialize_submissions) {
+            ggml_vk_wait_for_fence(ctx);
+        }
         ctx->submit_pending = false;
         if (cmd_buf) {
             cmd_buf->in_use = false;
@@ -16703,6 +16917,10 @@ static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backend, ggml_cg
     VK_LOG_DEBUG("ggml_backend_vk_graph_compute(" << cgraph->n_nodes << " nodes)");
     ggml_backend_vk_context * ctx = (ggml_backend_vk_context *)backend->context;
 
+    ctx->device->diag_cgraph = nullptr;
+    ctx->device->diag_prev_start = -1;
+    ctx->device->diag_prev_end = -1;
+
     if (vk_instance.debug_utils_support) {
         vk::DebugUtilsLabelEXT dul = {};
         dul.pLabelName = "ggml_backend_vk_graph_compute";
@@ -16794,6 +17012,36 @@ static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backend, ggml_cg
     }
     uint64_t flops_per_submit = std::min(flops_cap, ctx->last_total_flops / 40u);
 
+    auto const submit_after = [&](int start, int end) {
+        if (ctx->device->serialize_submissions) {
+            try {
+                auto res = ctx->device->device.waitForFences({ ctx->fence }, true, UINT64_MAX);
+                if (res != vk::Result::eSuccess) {
+                    GGML_LOG_ERROR("ggml_vulkan: waitForFences error during serialized submission\n");
+                    throw vk::SystemError(vk::make_error_code(res), "ggml_vulkan: waitForFences during serialized submission");
+                }
+            } catch (vk::DeviceLostError &) {
+                ggml_vk_print_device_fault_info(ctx->device);
+                GGML_LOG_ERROR("ggml_vulkan: device lost on %s waiting for submission (nodes %d to %d):\n",
+                        ctx->device->name.c_str(), start, end);
+                ggml_vk_print_node_list(cgraph, start, end);
+                throw;
+            }
+            ctx->device->device.resetFences({ ctx->fence });
+            ctx->submit_pending = false;
+            ctx->device->diag_cgraph = cgraph;
+            ctx->device->diag_prev_start = start;
+            ctx->device->diag_prev_end = end;
+        }
+        first_node_in_batch = true;
+        submitted_nodes = 0;
+        batch_flops = 0;
+        if (submit_count < 3) {
+            flops_per_submit *= 2;
+        }
+        submit_count++;
+    };
+
     for (int i = 0; i < cgraph->n_nodes; i++) {
         if (first_node_in_batch) {
             submit_node_idx = i;
@@ -16801,8 +17049,20 @@ static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backend, ggml_cg
 
         {
             auto node_flops = ggml_vk_get_node_flops(cgraph->nodes[i]);
-            batch_flops += node_flops;
             total_flops += node_flops;
+
+            // Flush the current batch before recording a node that would push it over the flop threshold
+            if (flops_per_submit != 0 && submitted_nodes > 0 && batch_flops + node_flops >= flops_per_submit) {
+                vk_context flush_ctx = ggml_vk_get_compute_ctx(ctx);
+                ggml_vk_ctx_end(flush_ctx);
+                flush_ctx->exit_tensor_idx = -1;
+                ctx->compute_ctx.reset();
+                ggml_vk_compute_forward(ctx, cgraph, cgraph->nodes[submit_node_idx], submit_node_idx, false);
+                submit_after(submit_node_idx, i - 1);
+                submit_node_idx = i;
+            }
+
+            batch_flops += node_flops;
         }
 
         // op_srcs_fused_elementwise indicates whether an op's srcs all contribute to
@@ -17056,13 +17316,7 @@ static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backend, ggml_cg
         }
 
         if (submit && enqueued) {
-            first_node_in_batch = true;
-            submitted_nodes = 0;
-            batch_flops = 0;
-            if (submit_count < 3) {
-                flops_per_submit *= 2;
-            }
-            submit_count++;
+            submit_after(submit_node_idx, i + (int)ctx->num_additional_fused_ops);
         }
         i += ctx->num_additional_fused_ops;
         ctx->num_additional_fused_ops = 0;
@@ -17078,13 +17332,13 @@ static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backend, ggml_cg
         ggml_vk_ctx_end(compute_ctx);
 
         ggml_vk_submit(compute_ctx, ctx->device->fence);
-        VK_CHECK(ctx->device->device.waitForFences({ ctx->device->fence }, true, UINT64_MAX), "GGML_VULKAN_PERF waitForFences");
+        VK_CHECK(ctx->device->device.waitForFences({ ctx->device->fence }, true, UINT64_MAX), "GGML_VULKAN_PERF waitForFences", ctx->device);
         ctx->device->device.resetFences({ ctx->device->fence });
         ctx->compute_ctx.reset();
 
         // Get the results and pass them to the logger
         std::vector<uint64_t> timestamps(cgraph->n_nodes + 1);
-        VK_CHECK(ctx->device->device.getQueryPoolResults(ctx->query_pool, 0, ctx->query_idx, (cgraph->n_nodes + 1)*sizeof(uint64_t), timestamps.data(), sizeof(uint64_t), vk::QueryResultFlagBits::e64 | vk::QueryResultFlagBits::eWait), "get timestamp results");
+        VK_CHECK(ctx->device->device.getQueryPoolResults(ctx->query_pool, 0, ctx->query_idx, (cgraph->n_nodes + 1)*sizeof(uint64_t), timestamps.data(), sizeof(uint64_t), vk::QueryResultFlagBits::e64 | vk::QueryResultFlagBits::eWait), "get timestamp results", ctx->device);
         if (!vk_perf_logger_concurrent) {
             // Log each op separately
             for (int i = 1; i < ctx->query_idx; i++) {
@@ -17637,6 +17891,7 @@ static void ggml_backend_vk_device_get_props(ggml_backend_dev_t dev, struct ggml
         /* .host_buffer           = */ true,
         /* .buffer_from_host_ptr  = */ false,
         /* .events                = */ true,
+        /* .mmap_support          = */ !ctx->is_integrated_gpu,
     };
 }
 
@@ -18128,6 +18383,9 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm
         case GGML_OP_RWKV_WKV6:
         case GGML_OP_RWKV_WKV7:
             return true; // all inputs are contiguous, see ggml.c
+        case GGML_OP_GATED_LINEAR_ATTN:
+            // the shader block size is hardcoded to head_size 64
+            return op->src[0]->type == GGML_TYPE_F32 && op->type == GGML_TYPE_F32 && op->src[0]->ne[0] == 64;
         case GGML_OP_GATED_DELTA_NET:
             {
                 const uint32_t S_v = op->src[2]->ne[0];
@@ -18308,7 +18566,7 @@ static void ggml_backend_vk_device_event_synchronize(ggml_backend_dev_t dev, ggm
         vk::Semaphore sem = vkev->tl_semaphore.s;
         uint64_t val = vkev->tl_semaphore.value;
         vk::SemaphoreWaitInfo swi{vk::SemaphoreWaitFlags{}, sem, val};
-        VK_CHECK(device->device.waitSemaphores(swi, UINT64_MAX), "event_synchronize");
+        VK_CHECK(device->device.waitSemaphores(swi, UINT64_MAX), "event_synchronize", device);
 
         // Reset and move submitted events
         for (auto& event : vkev->events_submitted) {
@@ -19117,6 +19375,10 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_cgraph *
         } else if (tensor->op == GGML_OP_RWKV_WKV7) {
             tensor_clone = ggml_rwkv_wkv7(ggml_ctx, src_clone[0], src_clone[1], src_clone[2], src_clone[3],
             src_clone[4], src_clone[5], src_clone[6]);
+        } else if (tensor->op == GGML_OP_GATED_LINEAR_ATTN) {
+            const float * op_params = (const float *)tensor->op_params;
+            tensor_clone = ggml_gated_linear_attn(ggml_ctx, src_clone[0], src_clone[1],
+            src_clone[2], src_clone[3], src_clone[4], op_params[0]);
         } else if (tensor->op == GGML_OP_GATED_DELTA_NET) {
             tensor_clone = ggml_gated_delta_net(ggml_ctx, src_clone[0], src_clone[1],
             src_clone[2], src_clone[3], src_clone[4], src_clone[5],
diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/gla.comp b/ggml/src/ggml-vulkan/vulkan-shaders/gla.comp
new file mode 100644
index 000000000..b3387616b
--- /dev/null
+++ b/ggml/src/ggml-vulkan/vulkan-shaders/gla.comp
@@ -0,0 +1,82 @@
+#version 450
+
+#extension GL_EXT_control_flow_attributes : require
+
+#define BLOCK_SIZE 64
+layout(local_size_x = BLOCK_SIZE, local_size_y = 1, local_size_z = 1) in;
+
+layout(push_constant) uniform Parameters {
+    uint B;
+    uint T;
+    uint C;
+    uint H;
+    float scale;
+};
+
+layout(binding = 0) readonly buffer KBuf { A_TYPE k[]; };
+layout(binding = 1) readonly buffer VBuf { A_TYPE v[]; };
+layout(binding = 2) readonly buffer QBuf { A_TYPE q[]; };
+layout(binding = 3) readonly buffer GBuf { A_TYPE g[]; };
+layout(binding = 4) readonly buffer StateBuf { A_TYPE state_in[]; };
+layout(binding = 5) buffer DstBuf { A_TYPE dst[]; };
+
+shared A_TYPE _k[BLOCK_SIZE], _q[BLOCK_SIZE], _g[BLOCK_SIZE];
+
+void main() {
+    const uint head_size = BLOCK_SIZE;
+    const uint batch_id = gl_WorkGroupID.x / H;
+    const uint head_id = gl_WorkGroupID.x % H;
+    const uint tid = gl_LocalInvocationID.x;
+
+    const uint state_size = C * head_size;
+    const uint n_seq_tokens = T / B;
+
+    if (batch_id >= B || head_id >= H) {
+        return;
+    }
+
+    // state[i] holds column tid of this head's state matrix: S[i][tid]
+    A_TYPE state[BLOCK_SIZE];
+    [[unroll]] for (uint i = 0; i < head_size; i++) {
+        state[i] = state_in[batch_id * state_size + head_id * head_size * head_size
+                          + i * head_size + tid];
+    }
+
+    const uint start_t = batch_id * n_seq_tokens * C + head_id * head_size + tid;
+    const uint end_t = (batch_id + 1) * n_seq_tokens * C + head_id * head_size + tid;
+
+    for (uint t = start_t; t < end_t; t += C) {
+        barrier();
+        _k[tid] = k[t];
+        _q[tid] = q[t];
+        _g[tid] = g[t];
+        barrier();
+
+        const A_TYPE v_val = v[t];
+        A_TYPE y = 0.0;
+
+        [[unroll]] for (uint i = 0; i < head_size; i += 4) {
+            vec4 k_vec = vec4(_k[i], _k[i+1], _k[i+2], _k[i+3]);
+            vec4 q_vec = vec4(_q[i], _q[i+1], _q[i+2], _q[i+3]);
+            vec4 g_vec = vec4(_g[i], _g[i+1], _g[i+2], _g[i+3]);
+            vec4 s_vec = vec4(state[i], state[i+1], state[i+2], state[i+3]);
+
+            vec4 kv = k_vec * v_val;
+
+            s_vec = s_vec * g_vec + kv;
+            y += dot(q_vec, s_vec);
+
+            state[i]   = s_vec.x;
+            state[i+1] = s_vec.y;
+            state[i+2] = s_vec.z;
+            state[i+3] = s_vec.w;
+        }
+
+        dst[t] = y * scale;
+    }
+
+    [[unroll]] for (uint i = 0; i < head_size; i++) {
+        dst[T * C + batch_id * state_size + head_id * head_size * head_size
+            + i * head_size + tid] = state[i];
+    }
+}
diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp b/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp
index 0223d2e01..c93d6eece 100644
--- a/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp
+++ b/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp
@@ -1057,6 +1057,8 @@ void process_shaders() {
 
     string_to_spv("rwkv_wkv6_f32", "wkv6.comp", merge_maps(base_dict, {{"A_TYPE", "float"}}));
 
+    string_to_spv("gated_linear_attn_f32", "gla.comp", merge_maps(base_dict, {{"A_TYPE", "float"}}));
+
     string_to_spv("rwkv_wkv7_f32", "wkv7.comp", merge_maps(base_dict, {{"A_TYPE", "float"}}));
 
     string_to_spv("gated_delta_net_f32", "gated_delta_net.comp", merge_maps(base_dict, {{"FLOAT_TYPE", "float"}, {"USE_SUBGROUP_ADD", "1"}, {"USE_SUBGROUP_CLUSTERED", "1"}}));
diff --git a/ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp b/ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
index 66c1c3c89..0604e1c2b 100644
--- a/ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
+++ b/ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
@@ -2815,11 +2815,25 @@ class ggml_webgpu_shader_lib {
         key.common.v_direct &= decisions.use_sg_matrix && key.common.v_type == GGML_TYPE_F16;
         key.use_sg_matrix = decisions.use_sg_matrix;
 
-        const uint32_t max_kv_tile = ggml_webgpu_flash_attn_max_kv_tile(
+        uint32_t max_kv_tile = ggml_webgpu_flash_attn_max_kv_tile(
             context.wg_mem_limit_bytes, decisions.q_tile, decisions.use_sg_matrix ? context.sg_mat_n : 1u,
             key.common.head_dim_qk, key.common.head_dim_v, key.common.has_mask,
             key.common.k_direct || key.common.v_direct);
-        GGML_ASSERT(max_kv_tile > 0);
+
+        // WorkGroup storage size isn't enough for some params with subgroup matrices path (ref. https://github.com/ggml-org/llama.cpp/pull/26566)
+        if (max_kv_tile == 0) {
+            GGML_ASSERT(decisions.use_sg_matrix);
+            // switch to flash_attn_reg_tile path
+            decisions.use_sg_matrix = false;
+            decisions.q_tile        = GGML_WEBGPU_FLASH_ATTN_TILE_Q_TILE;
+            key.common.k_direct     = false;
+            key.common.v_direct     = false;
+            key.use_sg_matrix       = false;
+            max_kv_tile             = ggml_webgpu_flash_attn_max_kv_tile(
+                context.wg_mem_limit_bytes, decisions.q_tile, 1u, key.common.head_dim_qk, key.common.head_dim_v,
+                key.common.has_mask, key.common.k_direct || key.common.v_direct);
+            GGML_ASSERT(max_kv_tile > 0);
+        }
 
         decisions.kv_tile = decisions.use_sg_matrix ?
                                 std::min(max_kv_tile, context.sg_mat_n * GGML_WEBGPU_FLASH_ATTN_PREFERRED_KV_SG_TILES) :
@@ -2993,6 +3007,10 @@ class ggml_webgpu_shader_lib {
                 defines.push_back("SRC_F16");
                 variant += "_f16";
                 break;
+            case GGML_TYPE_I32:
+                defines.push_back("SRC_I32");
+                variant += "_i32";
+                break;
             default:
                 GGML_ABORT("Unsupported src type for cpy shader");
         }
@@ -3221,17 +3239,17 @@ class ggml_webgpu_shader_lib {
         auto push_type_defines = [&](const char * prefix, ggml_type type) {
             std::string s_prefix = prefix;
             if (type == GGML_TYPE_F32) {
-                defines.push_back(s_prefix + "_F32");
+                defines.push_back(s_prefix + "=f32");
             } else if (type == GGML_TYPE_F16) {
-                defines.push_back(s_prefix + "_F16");
+                defines.push_back(s_prefix + "=f16");
             } else {
                 GGML_ABORT("Unsupported type for CONV_2D shader");
             }
         };
 
-        push_type_defines("WEIGHT", key.weight_type);
-        push_type_defines("INPUT", key.input_type);
-        push_type_defines("OUTPUT", key.output_type);
+        push_type_defines("WEIGHT_TYPE", key.weight_type);
+        push_type_defines("INPUT_TYPE", key.input_type);
+        push_type_defines("OUTPUT_TYPE", key.output_type);
 
         defines.push_back(std::string("WG_SIZE=") + std::to_string(context.max_wg_size));
 
@@ -3263,17 +3281,18 @@ class ggml_webgpu_shader_lib {
         auto push_type_defines = [&](const char * prefix, ggml_type type) {
             std::string s_prefix = prefix;
             if (type == GGML_TYPE_F32) {
-                defines.push_back(s_prefix + "_F32");
+                defines.push_back(s_prefix + "=f32");
             } else if (type == GGML_TYPE_F16) {
-                defines.push_back(s_prefix + "_F16");
+                defines.push_back(s_prefix + "=f16");
             } else {
-                GGML_ABORT("Unsupported type for CONV_2D_DW shader");
+                GGML_ABORT("Unsupported type for CONV_2D shader");
             }
         };
 
-        push_type_defines("WEIGHT", key.weight_type);
-        push_type_defines("INPUT", key.input_type);
-        push_type_defines("OUTPUT", key.output_type);
+        push_type_defines("WEIGHT_TYPE", key.weight_type);
+        push_type_defines("INPUT_TYPE", key.input_type);
+        push_type_defines("OUTPUT_TYPE", key.output_type);
+
         if (whcn) {
             defines.push_back("WHCN");
         }
@@ -3304,16 +3323,16 @@ class ggml_webgpu_shader_lib {
         auto push_type_defines = [&](const char * prefix, ggml_type type) {
             std::string s_prefix = prefix;
             if (type == GGML_TYPE_F32) {
-                defines.push_back(s_prefix + "_F32");
+                defines.push_back(s_prefix + "=f32");
             } else if (type == GGML_TYPE_F16) {
-                defines.push_back(s_prefix + "_F16");
+                defines.push_back(s_prefix + "=f16");
             } else {
                 GGML_ABORT("Unsupported type for IM2COL shader");
             }
         };
 
-        push_type_defines("INPUT", key.input_type);
-        push_type_defines("OUTPUT", key.output_type);
+        push_type_defines("INPUT_TYPE", key.input_type);
+        push_type_defines("OUTPUT_TYPE", key.output_type);
 
         defines.push_back(std::string("WG_SIZE=") + std::to_string(context.max_wg_size));
 
diff --git a/ggml/src/ggml-webgpu/ggml-webgpu.cpp b/ggml/src/ggml-webgpu/ggml-webgpu.cpp
index c001cda7d..6741752b3 100644
--- a/ggml/src/ggml-webgpu/ggml-webgpu.cpp
+++ b/ggml/src/ggml-webgpu/ggml-webgpu.cpp
@@ -930,7 +930,6 @@ static webgpu_encoded_op ggml_webgpu_solve_tri(webgpu_context & ctx,
 
         (uint32_t) src1->ne[0],
         (uint32_t) dst->ne[2],
-        (uint32_t) dst->ne[3],
     };
 
     std::vector<wgpu::BindGroupEntry> entries = {
@@ -1039,7 +1038,6 @@ static webgpu_encoded_op ggml_webgpu_conv_2d_dw(webgpu_context & ctx,
 
         (uint32_t) ggml_nelements(dst),
         (uint32_t) dst->ne[2],
-        (uint32_t) dst->ne[3],
         (uint32_t) dst->ne[0],
         (uint32_t) dst->ne[1],
         (uint32_t) src1->ne[0],
@@ -1328,7 +1326,6 @@ static webgpu_encoded_op ggml_webgpu_ssm_scan(webgpu_context & ctx,
         (uint32_t) src0->ne[2],
         (uint32_t) src4->ne[1],
         (uint32_t) src1->ne[2],
-        (uint32_t) src1->ne[3],
         (uint32_t) ggml_nelements(src1),
     };
 
@@ -1921,25 +1918,20 @@ static bool ggml_webgpu_flash_attn_use_vec_path(const webgpu_global_context & gl
                                                 const ggml_tensor *           K,
                                                 const ggml_tensor *           V) {
     const size_t storage_offset_alignment = global_ctx->capabilities.limits.minStorageBufferOffsetAlignment;
-    const bool   k_float_vec4_aligned     = (K->type != GGML_TYPE_F16 && K->type != GGML_TYPE_F32) ||
-                                            ggml_webgpu_flash_attn_float_vec4_aligned(K, storage_offset_alignment);
-    const bool   v_float_vec4_aligned     = (V->type != GGML_TYPE_F16 && V->type != GGML_TYPE_F32) ||
-                                            ggml_webgpu_flash_attn_float_vec4_aligned(V, storage_offset_alignment);
-    const bool   k_vec_type_supported =
-        K->type == GGML_TYPE_F32 || K->type == GGML_TYPE_F16 || K->type == GGML_TYPE_Q4_0 || K->type == GGML_TYPE_Q8_0;
-    const bool v_vec_type_supported =
-        V->type == GGML_TYPE_F32 || V->type == GGML_TYPE_F16 || V->type == GGML_TYPE_Q4_0 || V->type == GGML_TYPE_Q8_0;
-    const uint32_t k_vec_head_align         = (K->type == GGML_TYPE_F32 || K->type == GGML_TYPE_F16) ?
-                                                  GGML_WEBGPU_FLASH_ATTN_TILE_KV_VEC_WIDTH :
-                                                  (uint32_t) ggml_blck_size(K->type);
-    const uint32_t v_vec_head_align         = (V->type == GGML_TYPE_F32 || V->type == GGML_TYPE_F16) ?
-                                                  GGML_WEBGPU_FLASH_ATTN_TILE_KV_VEC_WIDTH :
-                                                  (uint32_t) ggml_blck_size(V->type);
-    const bool     kv_vec_head_dims_aligned = Q->ne[0] % k_vec_head_align == 0 && V->ne[0] % v_vec_head_align == 0;
+
+    const bool k_float_vec4_aligned = (K->type != GGML_TYPE_F16 && K->type != GGML_TYPE_F32) ||
+                                      ggml_webgpu_flash_attn_float_vec4_aligned(K, storage_offset_alignment);
+    const bool v_float_vec4_aligned = (V->type != GGML_TYPE_F16 && V->type != GGML_TYPE_F32) ||
+                                      ggml_webgpu_flash_attn_float_vec4_aligned(V, storage_offset_alignment);
+
+    const uint32_t k_vec_head_align =
+        ggml_is_quantized(K->type) ? ggml_blck_size(K->type) : GGML_WEBGPU_FLASH_ATTN_TILE_KV_VEC_WIDTH;
+    const uint32_t v_vec_head_align =
+        ggml_is_quantized(V->type) ? ggml_blck_size(V->type) : GGML_WEBGPU_FLASH_ATTN_TILE_KV_VEC_WIDTH;
+    const bool kv_vec_head_dims_aligned = Q->ne[0] % k_vec_head_align == 0 && V->ne[0] % v_vec_head_align == 0;
 
     return global_ctx->capabilities.supports_subgroups && (Q->ne[1] < GGML_WEBGPU_FLASH_ATTN_VEC_MAX_SEQ_LEN) &&
-           kv_vec_head_dims_aligned && k_vec_type_supported && v_vec_type_supported && k_float_vec4_aligned &&
-           v_float_vec4_aligned;
+           kv_vec_head_dims_aligned && k_float_vec4_aligned && v_float_vec4_aligned;
 }
 
 static ggml_webgpu_flash_attn_op ggml_webgpu_flash_attn_prepare(webgpu_context & ctx,
@@ -2514,7 +2506,6 @@ static webgpu_encoded_op ggml_webgpu_concat(webgpu_context & ctx,
                                      (uint32_t) dst->ne[0],
                                      (uint32_t) dst->ne[1],
                                      (uint32_t) dst->ne[2],
-                                     (uint32_t) dst->ne[3],
                                      dim,
                                      (uint32_t) src0->ne[dim] };
 
@@ -2610,7 +2601,6 @@ static std::optional<webgpu_encoded_op> ggml_webgpu_rms_norm_mul(webgpu_context
         (uint32_t) dst->ne[0],
         (uint32_t) dst->ne[1],
         (uint32_t) dst->ne[2],
-        (uint32_t) dst->ne[3],
         ggml_webgpu_u32_from_f32(ggml_get_op_params_f32(rn_dst, 0))  // epsilon, treated as f32 in the shader
     };
 
@@ -2666,7 +2656,6 @@ static webgpu_encoded_op ggml_webgpu_row_norm(webgpu_context & ctx, ggml_tensor
         (uint32_t) src->ne[0],
         (uint32_t) src->ne[1],
         (uint32_t) src->ne[2],
-        (uint32_t) src->ne[3],
         ggml_webgpu_u32_from_f32(ggml_get_op_params_f32(dst, 0))  // epsilon, treated as f32 in the shader
     };
 
@@ -2925,7 +2914,6 @@ static webgpu_encoded_op ggml_webgpu_soft_max(webgpu_context & ctx,
         (uint32_t) (dst->nb[1] / ggml_type_size(dst->type)),
         (uint32_t) (dst->nb[2] / ggml_type_size(dst->type)),
         (uint32_t) (dst->nb[3] / ggml_type_size(dst->type)),
-        (uint32_t) ggml_nelements(dst),
         (uint32_t) src0->ne[0],
         (uint32_t) src0->ne[1],
         (uint32_t) src0->ne[2],
@@ -3954,6 +3942,7 @@ static void ggml_backend_webgpu_device_get_props(ggml_backend_dev_t dev, struct
         /* .host_buffer           = */ false,
         /* .buffer_from_host_ptr  = */ false,
         /* .events                = */ false,
+        /* .mmap_support          = */ true,
     };
 }
 
@@ -4295,9 +4284,8 @@ static bool ggml_backend_webgpu_device_supports_op(ggml_backend_dev_t dev, const
             break;
         case GGML_OP_CPY:
         case GGML_OP_CONT:
-            supports_op = ((op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_F16) &&
-                           (src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_F16)) ||
-                          (op->type == GGML_TYPE_I32 && src0->type == GGML_TYPE_F32);
+            supports_op = (op->type == GGML_TYPE_F16 || op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_I32) &&
+                          (src0->type == GGML_TYPE_F16 || src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_I32);
             break;
         case GGML_OP_SET:
             supports_op = src0->type == src1->type && src0->type == op->type &&
diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/concat.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/concat.wgsl
index eb901bf05..7ccad73f4 100644
--- a/ggml/src/ggml-webgpu/wgsl-shaders/concat.wgsl
+++ b/ggml/src/ggml-webgpu/wgsl-shaders/concat.wgsl
@@ -18,7 +18,6 @@ struct Params {
     ne0: u32,
     ne1: u32,
     ne2: u32,
-    ne3: u32,
 
     dim: u32,
     src0_nedim: u32
diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/conv2d.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/conv2d.wgsl
index 9eb131dc2..38c714ba5 100644
--- a/ggml/src/ggml-webgpu/wgsl-shaders/conv2d.wgsl
+++ b/ggml/src/ggml-webgpu/wgsl-shaders/conv2d.wgsl
@@ -2,25 +2,11 @@
 enable f16;
 
 @group(0) @binding(0)
-#if defined(WEIGHT_F32)
-var<storage, read_write> weights: array<f32>;
-#elif defined(WEIGHT_F16)
-var<storage, read_write> weights: array<f16>;
-#endif
-
+var<storage, read_write> weights: array<WEIGHT_TYPE>;
 @group(0) @binding(1)
-#if defined(INPUT_F32)
-var<storage, read_write> input: array<f32>;
-#elif defined(INPUT_F16)
-var<storage, read_write> input: array<f16>;
-#endif
-
+var<storage, read_write> input: array<INPUT_TYPE>;
 @group(0) @binding(2)
-#if defined(OUTPUT_F32)
-var<storage, read_write> output: array<f32>;
-#elif defined(OUTPUT_F16)
-var<storage, read_write> output: array<f16>;
-#endif
+var<storage, read_write> output: array<OUTPUT_TYPE>;
 
 struct Params {
     offset_w: u32,
@@ -50,30 +36,6 @@ struct Params {
 @group(0) @binding(3)
 var<uniform> params: Params;
 
-fn load_weight(idx: u32) -> f32 {
-    #if defined(WEIGHT_F32)
-        return weights[idx];
-    #elif defined(WEIGHT_F16)
-        return f32(weights[idx]);
-    #endif
-}
-
-fn load_input(idx: u32) -> f32 {
-    #if defined(INPUT_F32)
-        return input[idx];
-    #elif defined(INPUT_F16)
-        return f32(input[idx]);
-    #endif
-}
-
-fn store_output(idx: u32, val: f32) {
-    #if defined(OUTPUT_F32)
-        output[idx] = val;
-    #elif defined(OUTPUT_F16)
-        output[idx] = f16(val);
-    #endif
-}
-
 fn ceil_div_u32(x: u32, y: u32) -> u32 {
     return (x + y - 1) / y;
 }
@@ -136,7 +98,7 @@ fn main(
     // entire receptive field is out of bounds
     if (kw_begin >= kw_end || kh_begin >= kh_end) {
         let out_idx = params.offset_o + ow * params.so0 + oh * params.so1 + oc * params.so2 + n * params.so3;
-        store_output(out_idx, 0.0);
+        output[out_idx] = OUTPUT_TYPE(0.0);
         return;
     }
 
@@ -155,11 +117,11 @@ fn main(
                 let iw = u32(ow_base + i32(kw * params.d0));
                 let w_idx = w_row_base + kw * params.sw0;
                 let in_idx = in_row_base + iw * params.si0;
-                sum += load_weight(w_idx) * load_input(in_idx);
+                sum += f32(weights[w_idx]) * f32(input[in_idx]);
             }
         }
     }
 
     let out_idx = params.offset_o + ow * params.so0 + oh * params.so1 + oc * params.so2 + n * params.so3;
-    store_output(out_idx, sum);
+    output[out_idx] = OUTPUT_TYPE(sum);
 }
diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/conv2d_dw.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/conv2d_dw.wgsl
index 42d6f027c..fc028e429 100644
--- a/ggml/src/ggml-webgpu/wgsl-shaders/conv2d_dw.wgsl
+++ b/ggml/src/ggml-webgpu/wgsl-shaders/conv2d_dw.wgsl
@@ -6,25 +6,11 @@ enable f16;
 // weight (src0) is [KW,KH,1,C]; output matches the input layout.
 
 @group(0) @binding(0)
-#if defined(WEIGHT_F32)
-var<storage, read_write> weights: array<f32>;
-#elif defined(WEIGHT_F16)
-var<storage, read_write> weights: array<f16>;
-#endif
-
+var<storage, read_write> weights: array<WEIGHT_TYPE>;
 @group(0) @binding(1)
-#if defined(INPUT_F32)
-var<storage, read_write> input: array<f32>;
-#elif defined(INPUT_F16)
-var<storage, read_write> input: array<f16>;
-#endif
-
+var<storage, read_write> input: array<INPUT_TYPE>;
 @group(0) @binding(2)
-#if defined(OUTPUT_F32)
-var<storage, read_write> output: array<f32>;
-#elif defined(OUTPUT_F16)
-var<storage, read_write> output: array<f16>;
-#endif
+var<storage, read_write> output: array<OUTPUT_TYPE>;
 
 struct Params {
     offset_w: u32,
@@ -33,7 +19,6 @@ struct Params {
 
     ne: u32,
     channels: u32,
-    batches: u32,
     dst_w: u32, dst_h: u32,
     src_w: u32, src_h: u32,
     knl_w: u32, knl_h: u32,
@@ -46,28 +31,6 @@ struct Params {
 @group(0) @binding(3)
 var<uniform> params: Params;
 
-fn load_weight(idx: u32) -> f32 {
-    #if defined(WEIGHT_F32)
-        return weights[idx];
-    #elif defined(WEIGHT_F16)
-        return f32(weights[idx]);
-    #endif
-}
-fn load_input(idx: u32) -> f32 {
-    #if defined(INPUT_F32)
-        return input[idx];
-    #elif defined(INPUT_F16)
-        return f32(input[idx]);
-    #endif
-}
-fn store_output(idx: u32, val: f32) {
-    #if defined(OUTPUT_F32)
-        output[idx] = val;
-    #elif defined(OUTPUT_F16)
-        output[idx] = f16(val);
-    #endif
-}
-
 #if defined(WHCN)
 // Input/output/kernel contiguous in [W, H, C, N] order (kernel [KW,KH,C]).
 fn conv_2d_dw(idx: u32) -> f32 {
@@ -89,8 +52,8 @@ fn conv_2d_dw(idx: u32) -> f32 {
         for (var kx: u32 = 0u; kx < params.knl_w; kx += 1u) {
             let src_x = i32(dst_x) * params.stride_x + i32(kx) * params.dilation_x - params.pad_x;
             if (src_x < 0 || src_x >= i32(params.src_w)) { continue; }
-            let v = load_input(src_i + u32(src_y) * params.src_w + u32(src_x));
-            let k = load_weight(knl_i + ky * params.knl_w + kx);
+            let v = f32(input[src_i + u32(src_y) * params.src_w + u32(src_x)]);
+            let k = f32(weights[knl_i + ky * params.knl_w + kx]);
             sum += v * k;
         }
     }
@@ -117,8 +80,8 @@ fn conv_2d_dw(idx: u32) -> f32 {
         for (var kx: u32 = 0u; kx < params.knl_w; kx += 1u) {
             let src_x = i32(dst_x) * params.stride_x + i32(kx) * params.dilation_x - params.pad_x;
             if (src_x < 0 || src_x >= i32(params.src_w)) { continue; }
-            let v = load_input(src_i + u32(src_y) * src_row + u32(src_x) * params.channels + c);
-            let k = load_weight(params.offset_w + ky * knl_row + kx * params.channels + c);
+            let v = f32(input[src_i + u32(src_y) * src_row + u32(src_x) * params.channels + c]);
+            let k = f32(weights[params.offset_w + ky * knl_row + kx * params.channels + c]);
             sum += v * k;
         }
     }
@@ -133,5 +96,5 @@ fn main(
 ) {
     let idx = gid.x + (num_wg.x * u32(WG_SIZE)) * gid.y;
     if (idx >= params.ne) { return; }
-    store_output(params.offset_o + idx, conv_2d_dw(idx));
+    output[params.offset_o + idx] = OUTPUT_TYPE(conv_2d_dw(idx));
 }
diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/cpy.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/cpy.wgsl
index 67f1dc092..0d0d81ab6 100644
--- a/ggml/src/ggml-webgpu/wgsl-shaders/cpy.wgsl
+++ b/ggml/src/ggml-webgpu/wgsl-shaders/cpy.wgsl
@@ -4,6 +4,8 @@ enable f16;
 #define SRC_TYPE f32
 #elif defined(SRC_F16)
 #define SRC_TYPE f16
+#elif defined(SRC_I32)
+#define SRC_TYPE i32
 #endif
 
 #ifdef DST_F32
diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn.wgsl
index 75f33e68a..d5bf2af8d 100644
--- a/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn.wgsl
+++ b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn.wgsl
@@ -7,32 +7,18 @@ enable chromium_experimental_subgroup_matrix;
 #define BYTE_HELPERS
 #include "common_decls.tmpl"
 
-#ifdef K_F32
-#define K_TYPE f32
-#elif defined(K_Q4_0) || defined(K_Q8_0)
-#define K_TYPE u32
-#else
-#define K_TYPE f16
-#endif
-
-#ifdef V_F32
-#define V_TYPE f32
-#elif defined(V_Q4_0) || defined(V_Q8_0)
-#define V_TYPE u32
-#else
-#define V_TYPE f16
-#endif
+#define FLASH_ATTN_SCALAR_KV
+#include "flash_attn_decls.tmpl"
 
 // Default values
+// The actual values are defined in shader-lib.
 #define HEAD_DIM_QK 64
 #define HEAD_DIM_V 64
-
 // The number of rows/columns/k in a subgroup matrix. MxK * KxN = MxN
 // Note that the "K" here does not correspond to the K in attention's Q/K/V, it's just the common dimension.
 #define SG_MAT_M 8
 #define SG_MAT_N 8
 #define SG_MAT_K 8
-
 // Each workgroup processes one subgroup matrix of Q rows
 #define Q_TILE SG_MAT_M
 #define KV_TILE 16
@@ -41,104 +27,13 @@ enable chromium_experimental_subgroup_matrix;
 // Number of subgroup-matrix-width blocks that span the KV tile. SG_MAT_N must divide KV_TILE.
 #define KV_BLOCKS (KV_TILE / SG_MAT_N)
 
-struct Params {
-    offset_q: u32,
-    offset_k: u32,
-    offset_v: u32,
-    offset_mask: u32,
-    offset_sinks: u32,
-    offset_dst: u32,
-
-    // shapes of Q/K/V
-    n_heads: u32,
-    seq_len_q: u32,
-    seq_len_kv: u32,
-
-    // strides (in elements)
-    stride_q1: u32,
-    stride_q2: u32,
-    stride_q3: u32,
-    stride_k1: u32,
-    stride_k2: u32,
-    stride_k3: u32,
-    stride_v1: u32,
-    stride_v2: u32,
-    stride_v3: u32,
-    stride_mask3: u32,
-
-    // repeat factors for K/V, e.g., MHA vs. MQA vs. GQA
-    q_per_kv: u32,
-
-    // softmax params
-    scale: f32,
-    max_bias: f32,
-    logit_softcap: f32,
-    n_head_log2: f32,
-    m0: f32,
-    m1: f32,
-};
-
-@group(0) @binding(0) var<storage, read_write> Q: array<f32>;
-#ifdef KV_OVERLAP
-@group(0) @binding(1) var<storage, read_write> K: array<K_TYPE>;
-#define V K
-#else
-@group(0) @binding(1) var<storage, read_write> K: array<K_TYPE>;
-@group(0) @binding(2) var<storage, read_write> V: array<V_TYPE>;
-#endif
-
-#if defined(MASK) && defined(SINKS)
-#ifdef KV_OVERLAP
-@group(0) @binding(2) var<storage, read_write> mask: array<f16>;
-@group(0) @binding(3) var<storage, read_write> sinks: array<f32>;
-#define DST_BINDING 4
-#define PARAMS_BINDING 5
-#else
-@group(0) @binding(3) var<storage, read_write> mask: array<f16>;
-@group(0) @binding(4) var<storage, read_write> sinks: array<f32>;
-#define DST_BINDING 5
-#define PARAMS_BINDING 6
-#endif
-#elif defined(MASK)
-#ifdef KV_OVERLAP
-@group(0) @binding(2) var<storage, read_write> mask: array<f16>;
-#define DST_BINDING 3
-#define PARAMS_BINDING 4
-#else
-@group(0) @binding(3) var<storage, read_write> mask: array<f16>;
-#define DST_BINDING 4
-#define PARAMS_BINDING 5
-#endif
-#elif defined(SINKS)
-#ifdef KV_OVERLAP
-@group(0) @binding(2) var<storage, read_write> sinks: array<f32>;
-#define DST_BINDING 3
-#define PARAMS_BINDING 4
-#else
-@group(0) @binding(3) var<storage, read_write> sinks: array<f32>;
-#define DST_BINDING 4
-#define PARAMS_BINDING 5
-#endif
-#else
-#ifdef KV_OVERLAP
-#define DST_BINDING 2
-#define PARAMS_BINDING 3
-#else
-#define DST_BINDING 3
-#define PARAMS_BINDING 4
-#endif
-#endif
-
-@group(0) @binding(DST_BINDING) var<storage, read_write> dst: array<vec4<f32>>;
-@group(0) @binding(PARAMS_BINDING) var<uniform> params: Params;
-
-// Just a very small float value.
-const FLOAT_MIN: f32 = -1.0e9;
-
 // The number of Q rows processed per workgroup
 var<workgroup> q_shmem: array<f16, Q_TILE * HEAD_DIM_QK>;
 
 #if !defined(K_DIRECT) || !defined(V_DIRECT)
+#define STAGING_SHMEM kv_shmem
+#define STAGING_OUT_TYPE f16
+#include "flash_attn_staging.tmpl"
 const kv_shmem_size = KV_TILE * max(HEAD_DIM_QK, HEAD_DIM_V);
 // we can reuse the same shmem for K and V since we only need one at a time
 var<workgroup> kv_shmem: array<f16, kv_shmem_size>;
@@ -175,50 +70,6 @@ fn calc_softmax_term(kv_idx: u32, q_tile_row: u32, slope: f32) -> f32 {
     return v;
 }
 
-fn load_f32x4(buf: ptr<storage, array<vec4<f32>>, read_write>, scalar_index: u32) -> vec4<f32> {
-    return (*buf)[scalar_index >> 2u];
-}
-
-fn load_kx4(buf: ptr<storage, array<vec4<K_TYPE>>, read_write>, scalar_index: u32) -> vec4<K_TYPE> {
-    return (*buf)[scalar_index >> 2u];
-}
-
-#if !defined(K_DIRECT) || !defined(V_DIRECT)
-#define QUANT_SHMEM kv_shmem
-#define QUANT_OUT_TYPE f16
-#include "flash_attn_quant_staging.tmpl"
-
-#if !defined(K_DIRECT) && !defined(K_Q4_0) && !defined(K_Q8_0)
-fn load_k_tile_block(local_x: u32, kv_count: u32, kv_tile: u32, k_head_offset: u32) {
-    for (var elem_idx = local_x; elem_idx < KV_TILE * HEAD_DIM_QK; elem_idx += WG_SIZE) {
-        let k_row = elem_idx / HEAD_DIM_QK;
-        let k_col = elem_idx % HEAD_DIM_QK;
-        let global_k_row = kv_tile + k_row;
-        let global_k_row_offset = k_head_offset + global_k_row * params.stride_k1;
-        kv_shmem[elem_idx] = f16(select(
-            0.0,
-            K[global_k_row_offset + k_col],
-            global_k_row < params.seq_len_kv && k_col < HEAD_DIM_QK));
-    }
-}
-#endif
-
-#if !defined(V_DIRECT) && !defined(V_Q4_0) && !defined(V_Q8_0)
-fn load_v_tile_block(local_x: u32, kv_count: u32, kv_tile: u32, v_head_offset: u32) {
-    for (var elem_idx = local_x; elem_idx < KV_TILE * HEAD_DIM_V; elem_idx += WG_SIZE) {
-        let v_row = elem_idx / HEAD_DIM_V;
-        let v_col = elem_idx % HEAD_DIM_V;
-        let global_v_row = kv_tile + v_row;
-        let global_v_row_offset = v_head_offset + global_v_row * params.stride_v1;
-        kv_shmem[elem_idx] = f16(select(
-            0.0,
-            V[global_v_row_offset + v_col],
-            global_v_row < params.seq_len_kv && v_col < HEAD_DIM_V));
-    }
-}
-#endif
-#endif
-
 @compute @workgroup_size(WG_SIZE)
 fn main(@builtin(workgroup_id) wg_id: vec3<u32>,
     @builtin(local_invocation_id) local_id: vec3<u32>,
diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_decls.tmpl b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_decls.tmpl
new file mode 100644
index 000000000..48a79b6ce
--- /dev/null
+++ b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_decls.tmpl
@@ -0,0 +1,134 @@
+#ifdef Q_F32
+#define Q_TYPE f32
+#else
+#define Q_TYPE f16
+#endif
+
+#ifdef K_F32
+#define K_TYPE f32
+#elif defined(K_Q4_0) || defined(K_Q8_0)
+#define K_TYPE u32
+#else
+#define K_TYPE f16
+#endif
+
+#ifdef V_F32
+#define V_TYPE f32
+#elif defined(V_Q4_0) || defined(V_Q8_0)
+#define V_TYPE u32
+#else
+#define V_TYPE f16
+#endif
+
+#ifdef DST_F32
+#define DST_TYPE f32
+#else
+#define DST_TYPE f16
+#endif
+
+#if defined(FLASH_ATTN_SCALAR_KV) || defined(K_Q4_0) || defined(K_Q8_0)
+#define K_STORAGE_TYPE K_TYPE
+#else
+#define K_STORAGE_TYPE vec4<K_TYPE>
+#endif
+
+#if defined(FLASH_ATTN_SCALAR_KV) || defined(V_Q4_0) || defined(V_Q8_0)
+#define V_STORAGE_TYPE V_TYPE
+#else
+#define V_STORAGE_TYPE vec4<V_TYPE>
+#endif
+
+// Just a very small float value.
+const FLOAT_MIN: f32 = -1.0e9;
+
+struct Params {
+    offset_q: u32,
+    offset_k: u32,
+    offset_v: u32,
+    offset_mask: u32,
+    offset_sinks: u32,
+    offset_dst: u32,
+
+    // shapes of Q/K/V
+    n_heads: u32,
+    seq_len_q: u32,
+    seq_len_kv: u32,
+
+    // strides (in elements)
+    stride_q1: u32,
+    stride_q2: u32,
+    stride_q3: u32,
+    stride_k1: u32,
+    stride_k2: u32,
+    stride_k3: u32,
+    stride_v1: u32,
+    stride_v2: u32,
+    stride_v3: u32,
+    stride_mask3: u32,
+
+    // repeat factors for K/V, e.g., MHA vs. MQA vs. GQA
+    q_per_kv: u32,
+
+    // softmax params
+    scale: f32,
+    max_bias: f32,
+    logit_softcap: f32,
+    n_head_log2: f32,
+    m0: f32,
+    m1: f32,
+
+#ifdef FLASH_ATTN_VEC_SPLIT
+#ifdef BLK
+    blk_base: u32,
+    blk_nblk0: u32,
+    blk_nblk1: u32,
+#endif
+
+    tmp_data_base: u32,
+    tmp_stats_base: u32,
+    nwg: u32,
+#endif
+};
+
+@group(0) @binding(0) var<storage, read_write> Q: array<Q_TYPE>;
+@group(0) @binding(1) var<storage, read_write> K: array<K_STORAGE_TYPE>;
+#ifdef KV_OVERLAP
+#define V K
+#define MASK_BINDING 2
+#else
+@group(0) @binding(2) var<storage, read_write> V: array<V_STORAGE_TYPE>;
+#define MASK_BINDING 3
+#endif // KV_OVERLAP
+
+#ifdef MASK
+@group(0) @binding(MASK_BINDING) var<storage, read_write> mask: array<f16>;
+#define SINKS_BINDING (MASK_BINDING + 1)
+#else
+#define SINKS_BINDING MASK_BINDING
+#endif
+
+#ifdef SINKS
+@group(0) @binding(SINKS_BINDING) var<storage, read_write> sinks: array<f32>;
+#define BLK_BINDING (SINKS_BINDING + 1)
+#else
+#define BLK_BINDING SINKS_BINDING
+#endif
+
+#ifdef FLASH_ATTN_VEC_SPLIT
+#ifdef BLK
+@group(0) @binding(BLK_BINDING) var<storage, read_write> blk: array<u32>;
+#define TMP_BINDING (BLK_BINDING + 1)
+#else
+#define TMP_BINDING BLK_BINDING
+#endif
+
+@group(0) @binding(TMP_BINDING) var<storage, read_write> tmp: array<f32>;
+#define DST_BINDING (TMP_BINDING + 1)
+#else
+#define DST_BINDING BLK_BINDING
+#endif // FLASH_ATTN_VEC_SPLIT
+
+@group(0) @binding(DST_BINDING) var<storage, read_write> dst: array<vec4<DST_TYPE>>;
+
+#define PARAMS_BINDING (DST_BINDING + 1)
+@group(0) @binding(PARAMS_BINDING) var<uniform> params: Params;
diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_quant_staging.tmpl b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_quant_staging.tmpl
deleted file mode 100644
index 1c23260df..000000000
--- a/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_quant_staging.tmpl
+++ /dev/null
@@ -1,83 +0,0 @@
-#include "quant_inner_loops.tmpl"
-
-#define BLOCK_SIZE 32
-#define BLOCKS_K ((HEAD_DIM_QK + BLOCK_SIZE - 1) / BLOCK_SIZE)
-#define BLOCKS_V ((HEAD_DIM_V + BLOCK_SIZE - 1) / BLOCK_SIZE)
-
-#if defined(K_Q4_0)
-#define K_NQ 16
-#define K_BLOCK_SIZE_BYTES 18u
-#define K_BYTES_PER_THREAD 8u
-#define K_BYTES_PER_INNER_LOOP 4u
-#elif defined(K_Q8_0)
-#define K_NQ 16
-#define K_BLOCK_SIZE_BYTES 34u
-#define K_BYTES_PER_THREAD 16u
-#define K_BYTES_PER_INNER_LOOP 4u
-#endif
-
-#if defined(V_Q4_0)
-#define V_NQ 16
-#define V_BLOCK_SIZE_BYTES 18u
-#define V_BYTES_PER_THREAD 8u
-#define V_BYTES_PER_INNER_LOOP 4u
-#elif defined(V_Q8_0)
-#define V_NQ 16
-#define V_BLOCK_SIZE_BYTES 34u
-#define V_BYTES_PER_THREAD 16u
-#define V_BYTES_PER_INNER_LOOP 4u
-#endif
-
-#if defined(K_Q4_0) || defined(K_Q8_0)
-fn load_k_tile_block(local_x: u32, kv_count: u32, kv_tile: u32, k_head_offset: u32) {
-    for (var elem_idx = local_x * K_NQ; elem_idx < kv_count * HEAD_DIM_QK; elem_idx += WG_SIZE * K_NQ) {
-        let blck_idx = elem_idx / BLOCK_SIZE;
-        let block_offset = (elem_idx % BLOCK_SIZE) / K_NQ;
-        let k_row = blck_idx / BLOCKS_K;
-        let global_k_row = kv_tile + k_row;
-        let block_k = blck_idx % BLOCKS_K;
-        let row_offset = k_row * HEAD_DIM_QK;
-        let global_block_idx = k_head_offset + global_k_row * params.stride_k1 + block_k;
-        let block_byte_base = global_block_idx * K_BLOCK_SIZE_BYTES;
-        let d = f16_from_u16(load_k_u16_at(block_byte_base));
-        let thread_byte_offset = block_offset * K_BYTES_PER_THREAD;
-        let shmem_idx = row_offset + block_k * BLOCK_SIZE + thread_byte_offset;
-        for (var j = 0u; j < K_BYTES_PER_THREAD / K_BYTES_PER_INNER_LOOP; j += 1u) {
-            let q_byte_offset = block_byte_base + 2u + thread_byte_offset + j * K_BYTES_PER_INNER_LOOP;
-            let q_packed = load_k_u32_at(q_byte_offset);
-#if defined(K_Q4_0)
-            dequant_q4_0_packed_to_shmem(q_packed, d, shmem_idx + j * K_BYTES_PER_INNER_LOOP);
-#elif defined(K_Q8_0)
-            dequant_q8_0_packed_to_shmem(q_packed, d, shmem_idx + j * K_BYTES_PER_INNER_LOOP);
-#endif
-        }
-    }
-}
-#endif
-
-#if defined(V_Q4_0) || defined(V_Q8_0)
-fn load_v_tile_block(local_x: u32, kv_count: u32, kv_tile: u32, v_head_offset: u32) {
-    for (var elem_idx = local_x * V_NQ; elem_idx < kv_count * HEAD_DIM_V; elem_idx += WG_SIZE * V_NQ) {
-        let blck_idx = elem_idx / BLOCK_SIZE;
-        let block_offset = (elem_idx % BLOCK_SIZE) / V_NQ;
-        let v_row = blck_idx / BLOCKS_V;
-        let global_v_row = kv_tile + v_row;
-        let block_k = blck_idx % BLOCKS_V;
-        let row_offset = v_row * HEAD_DIM_V;
-        let global_block_idx = v_head_offset + global_v_row * params.stride_v1 + block_k;
-        let block_byte_base = global_block_idx * V_BLOCK_SIZE_BYTES;
-        let d = f16_from_u16(load_v_u16_at(block_byte_base));
-        let thread_byte_offset = block_offset * V_BYTES_PER_THREAD;
-        let shmem_idx = row_offset + block_k * BLOCK_SIZE + thread_byte_offset;
-        for (var j = 0u; j < V_BYTES_PER_THREAD / V_BYTES_PER_INNER_LOOP; j += 1u) {
-            let q_byte_offset = block_byte_base + 2u + thread_byte_offset + j * V_BYTES_PER_INNER_LOOP;
-            let q_packed = load_v_u32_at(q_byte_offset);
-#if defined(V_Q4_0)
-            dequant_q4_0_packed_to_shmem(q_packed, d, shmem_idx + j * V_BYTES_PER_INNER_LOOP);
-#elif defined(V_Q8_0)
-            dequant_q8_0_packed_to_shmem(q_packed, d, shmem_idx + j * V_BYTES_PER_INNER_LOOP);
-#endif
-        }
-    }
-}
-#endif
diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_staging.tmpl b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_staging.tmpl
new file mode 100644
index 000000000..457df07ff
--- /dev/null
+++ b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_staging.tmpl
@@ -0,0 +1,136 @@
+#if defined(K_Q4_0) || defined(K_Q8_0) || defined(V_Q4_0) || defined(V_Q8_0)
+#define QUANT_SHMEM STAGING_SHMEM
+#define QUANT_OUT_TYPE STAGING_OUT_TYPE
+#include "quant_inner_loops.tmpl"
+#undef QUANT_SHMEM
+#undef QUANT_OUT_TYPE
+#define BLOCK_SIZE 32
+#define BLOCKS_K ((HEAD_DIM_QK + BLOCK_SIZE - 1) / BLOCK_SIZE)
+#define BLOCKS_V ((HEAD_DIM_V + BLOCK_SIZE - 1) / BLOCK_SIZE)
+#endif
+
+#if defined(K_Q4_0)
+#define K_NQ 16
+#define K_BLOCK_SIZE_BYTES 18u
+#define K_BYTES_PER_THREAD 8u
+#define K_BYTES_PER_INNER_LOOP 4u
+#define DEQUANT_K_PACKED_TO_SHMEM dequant_q4_0_packed_to_shmem
+#elif defined(K_Q8_0)
+#define K_NQ 16
+#define K_BLOCK_SIZE_BYTES 34u
+#define K_BYTES_PER_THREAD 16u
+#define K_BYTES_PER_INNER_LOOP 4u
+#define DEQUANT_K_PACKED_TO_SHMEM dequant_q8_0_packed_to_shmem
+#endif
+
+#if defined(V_Q4_0)
+#define V_NQ 16
+#define V_BLOCK_SIZE_BYTES 18u
+#define V_BYTES_PER_THREAD 8u
+#define V_BYTES_PER_INNER_LOOP 4u
+#define DEQUANT_V_PACKED_TO_SHMEM dequant_q4_0_packed_to_shmem
+#elif defined(V_Q8_0)
+#define V_NQ 16
+#define V_BLOCK_SIZE_BYTES 34u
+#define V_BYTES_PER_THREAD 16u
+#define V_BYTES_PER_INNER_LOOP 4u
+#define DEQUANT_V_PACKED_TO_SHMEM dequant_q8_0_packed_to_shmem
+#endif
+
+#ifndef K_DIRECT
+fn load_k_tile_block(local_x: u32, kv_count: u32, kv_tile: u32, k_head_offset: u32) {
+#if defined(K_Q4_0) || defined(K_Q8_0)
+    for (var elem_idx = local_x * K_NQ; elem_idx < kv_count * HEAD_DIM_QK; elem_idx += WG_SIZE * K_NQ) {
+        let blck_idx = elem_idx / BLOCK_SIZE;
+        let block_offset = (elem_idx % BLOCK_SIZE) / K_NQ;
+        let k_row = blck_idx / BLOCKS_K;
+        let global_k_row = kv_tile + k_row;
+        let block_k = blck_idx % BLOCKS_K;
+        let row_offset = k_row * HEAD_DIM_QK;
+        let global_block_idx = k_head_offset + global_k_row * params.stride_k1 + block_k;
+        let block_byte_base = global_block_idx * K_BLOCK_SIZE_BYTES;
+        let d = f16_from_u16(load_k_u16_at(block_byte_base));
+        let thread_byte_offset = block_offset * K_BYTES_PER_THREAD;
+        let shmem_idx = row_offset + block_k * BLOCK_SIZE + thread_byte_offset;
+        for (var j = 0u; j < K_BYTES_PER_THREAD / K_BYTES_PER_INNER_LOOP; j += 1u) {
+            let q_byte_offset = block_byte_base + 2u + thread_byte_offset + j * K_BYTES_PER_INNER_LOOP;
+            let q_packed = load_k_u32_at(q_byte_offset);
+            DEQUANT_K_PACKED_TO_SHMEM(q_packed, d, shmem_idx + j * K_BYTES_PER_INNER_LOOP);
+        }
+    }
+#elif defined(FLASH_ATTN_SCALAR_KV)
+    for (var elem_idx = local_x; elem_idx < KV_TILE * HEAD_DIM_QK; elem_idx += WG_SIZE) {
+        let k_row = elem_idx / HEAD_DIM_QK;
+        let k_col = elem_idx % HEAD_DIM_QK;
+        let global_k_row = kv_tile + k_row;
+        let global_k_row_offset = k_head_offset + global_k_row * params.stride_k1;
+        STAGING_SHMEM[elem_idx] = STAGING_OUT_TYPE(select(
+            0.0,
+            K[global_k_row_offset + k_col],
+            global_k_row < params.seq_len_kv && k_col < HEAD_DIM_QK));
+    }
+#else
+    for (var vec_idx_local = local_x; vec_idx_local < kv_count * Q_CHUNKS; vec_idx_local += WG_SIZE) {
+        let kv_local = vec_idx_local / Q_CHUNKS;
+        let chunk = vec_idx_local % Q_CHUNKS;
+        let global_k_row = kv_tile + kv_local;
+        let k_vec_index = (k_head_offset + global_k_row * params.stride_k1 + chunk * 4u) >> 2u;
+        let k4 = K[k_vec_index];
+        let kv_off = kv_local * HEAD_DIM_QK + chunk * 4u;
+        STAGING_SHMEM[kv_off + 0u] = STAGING_OUT_TYPE(k4.x);
+        STAGING_SHMEM[kv_off + 1u] = STAGING_OUT_TYPE(k4.y);
+        STAGING_SHMEM[kv_off + 2u] = STAGING_OUT_TYPE(k4.z);
+        STAGING_SHMEM[kv_off + 3u] = STAGING_OUT_TYPE(k4.w);
+    }
+#endif
+}
+#endif // !defined(K_DIRECT)
+
+#ifndef V_DIRECT
+fn load_v_tile_block(local_x: u32, kv_count: u32, kv_tile: u32, v_head_offset: u32) {
+#if defined(V_Q4_0) || defined(V_Q8_0)
+    for (var elem_idx = local_x * V_NQ; elem_idx < kv_count * HEAD_DIM_V; elem_idx += WG_SIZE * V_NQ) {
+        let blck_idx = elem_idx / BLOCK_SIZE;
+        let block_offset = (elem_idx % BLOCK_SIZE) / V_NQ;
+        let v_row = blck_idx / BLOCKS_V;
+        let global_v_row = kv_tile + v_row;
+        let block_k = blck_idx % BLOCKS_V;
+        let row_offset = v_row * HEAD_DIM_V;
+        let global_block_idx = v_head_offset + global_v_row * params.stride_v1 + block_k;
+        let block_byte_base = global_block_idx * V_BLOCK_SIZE_BYTES;
+        let d = f16_from_u16(load_v_u16_at(block_byte_base));
+        let thread_byte_offset = block_offset * V_BYTES_PER_THREAD;
+        let shmem_idx = row_offset + block_k * BLOCK_SIZE + thread_byte_offset;
+        for (var j = 0u; j < V_BYTES_PER_THREAD / V_BYTES_PER_INNER_LOOP; j += 1u) {
+            let q_byte_offset = block_byte_base + 2u + thread_byte_offset + j * V_BYTES_PER_INNER_LOOP;
+            let q_packed = load_v_u32_at(q_byte_offset);
+            DEQUANT_V_PACKED_TO_SHMEM(q_packed, d, shmem_idx + j * V_BYTES_PER_INNER_LOOP);
+        }
+    }
+#elif defined(FLASH_ATTN_SCALAR_KV)
+    for (var elem_idx = local_x; elem_idx < KV_TILE * HEAD_DIM_V; elem_idx += WG_SIZE) {
+        let v_row = elem_idx / HEAD_DIM_V;
+        let v_col = elem_idx % HEAD_DIM_V;
+        let global_v_row = kv_tile + v_row;
+        let global_v_row_offset = v_head_offset + global_v_row * params.stride_v1;
+        STAGING_SHMEM[elem_idx] = STAGING_OUT_TYPE(select(
+            0.0,
+            V[global_v_row_offset + v_col],
+            global_v_row < params.seq_len_kv && v_col < HEAD_DIM_V));
+    }
+#else
+    for (var vec_idx_local = local_x; vec_idx_local < kv_count * V_CHUNKS; vec_idx_local += WG_SIZE) {
+        let kv_local = vec_idx_local / V_CHUNKS;
+        let chunk = vec_idx_local % V_CHUNKS;
+        let global_v_row = kv_tile + kv_local;
+        let v_vec_index = (v_head_offset + global_v_row * params.stride_v1 + chunk * 4u) >> 2u;
+        let v4 = V[v_vec_index];
+        let kv_off = kv_local * HEAD_DIM_V + chunk * 4u;
+        STAGING_SHMEM[kv_off + 0u] = STAGING_OUT_TYPE(v4.x);
+        STAGING_SHMEM[kv_off + 1u] = STAGING_OUT_TYPE(v4.y);
+        STAGING_SHMEM[kv_off + 2u] = STAGING_OUT_TYPE(v4.z);
+        STAGING_SHMEM[kv_off + 3u] = STAGING_OUT_TYPE(v4.w);
+    }
+#endif
+}
+#endif // !defined(V_DIRECT)
diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_tile.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_tile.wgsl
index 43f4fe7ca..8cd18b921 100644
--- a/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_tile.wgsl
+++ b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_tile.wgsl
@@ -3,191 +3,31 @@ enable subgroups;
 
 #define BYTE_HELPERS
 #include "common_decls.tmpl"
+#include "flash_attn_decls.tmpl"
 
-#ifdef Q_F16
-#define Q_TYPE f16
-#else
-#define Q_TYPE f32
-#endif
-
-#ifdef K_F32
-#define K_TYPE f32
-#elif defined(K_Q4_0) || defined(K_Q8_0)
-#define K_TYPE u32
-#else
-#define K_TYPE f16
-#endif
-
-#ifdef V_F32
-#define V_TYPE f32
-#elif defined(V_Q4_0) || defined(V_Q8_0)
-#define V_TYPE u32
-#else
-#define V_TYPE f16
-#endif
-
-#ifdef DST_F16
-#define DST_TYPE f16
-#else
-#define DST_TYPE f32
-#endif
-
+// Default values
+// The actual values are defined in shader-lib.
 #define HEAD_DIM_QK 64
 #define HEAD_DIM_V 64
 #define Q_TILE 4
 #define KV_TILE 64
 #define WG_SIZE 128
-#ifndef MIN_SUBGROUP_SIZE
-#define MIN_SUBGROUP_SIZE MAX_SUBGROUP_SIZE
-#endif
 
-struct Params {
-    offset_q: u32,
-    offset_k: u32,
-    offset_v: u32,
-    offset_mask: u32,
-    offset_sinks: u32,
-    offset_dst: u32,
-
-    n_heads: u32,
-    seq_len_q: u32,
-    seq_len_kv: u32,
-
-    stride_q1: u32,
-    stride_q2: u32,
-    stride_q3: u32,
-    stride_k1: u32,
-    stride_k2: u32,
-    stride_k3: u32,
-    stride_v1: u32,
-    stride_v2: u32,
-    stride_v3: u32,
-    stride_mask3: u32,
-
-    q_per_kv: u32,
-
-    scale: f32,
-    max_bias: f32,
-    logit_softcap: f32,
-    n_head_log2: f32,
-    m0: f32,
-    m1: f32,
-};
-
-@group(0) @binding(0) var<storage, read_write> Q: array<Q_TYPE>;
-#ifdef KV_OVERLAP
-#if defined(K_Q4_0) || defined(K_Q8_0)
-@group(0) @binding(1) var<storage, read_write> K: array<K_TYPE>;
-#else
-@group(0) @binding(1) var<storage, read_write> K: array<vec4<K_TYPE>>;
-#endif
-#define V K
-#else
-#if defined(K_Q4_0) || defined(K_Q8_0)
-@group(0) @binding(1) var<storage, read_write> K: array<K_TYPE>;
-#else
-@group(0) @binding(1) var<storage, read_write> K: array<vec4<K_TYPE>>;
-#endif
-#if defined(V_Q4_0) || defined(V_Q8_0)
-@group(0) @binding(2) var<storage, read_write> V: array<V_TYPE>;
-#else
-@group(0) @binding(2) var<storage, read_write> V: array<vec4<V_TYPE>>;
-#endif
-#endif
-
-#if defined(MASK) && defined(SINKS)
-#ifdef KV_OVERLAP
-@group(0) @binding(2) var<storage, read_write> mask: array<f16>;
-@group(0) @binding(3) var<storage, read_write> sinks: array<f32>;
-#define DST_BINDING 4
-#define PARAMS_BINDING 5
-#else
-@group(0) @binding(3) var<storage, read_write> mask: array<f16>;
-@group(0) @binding(4) var<storage, read_write> sinks: array<f32>;
-#define DST_BINDING 5
-#define PARAMS_BINDING 6
-#endif
-#elif defined(MASK)
-#ifdef KV_OVERLAP
-@group(0) @binding(2) var<storage, read_write> mask: array<f16>;
-#define DST_BINDING 3
-#define PARAMS_BINDING 4
-#else
-@group(0) @binding(3) var<storage, read_write> mask: array<f16>;
-#define DST_BINDING 4
-#define PARAMS_BINDING 5
-#endif
-#elif defined(SINKS)
-#ifdef KV_OVERLAP
-@group(0) @binding(2) var<storage, read_write> sinks: array<f32>;
-#define DST_BINDING 3
-#define PARAMS_BINDING 4
-#else
-@group(0) @binding(3) var<storage, read_write> sinks: array<f32>;
-#define DST_BINDING 4
-#define PARAMS_BINDING 5
-#endif
-#else
-#ifdef KV_OVERLAP
-#define DST_BINDING 2
-#define PARAMS_BINDING 3
-#else
-#define DST_BINDING 3
-#define PARAMS_BINDING 4
-#endif
-#endif
-
-@group(0) @binding(DST_BINDING) var<storage, read_write> dst: array<vec4<DST_TYPE>>;
-@group(0) @binding(PARAMS_BINDING) var<uniform> params: Params;
-
-const FLOAT_MIN: f32 = -1.0e9;
 const Q_CHUNKS: u32 = HEAD_DIM_QK / 4u;
 const V_CHUNKS: u32 = HEAD_DIM_V / 4u;
 const SCORE_REGS_PER_LANE: u32 = (KV_TILE + MIN_SUBGROUP_SIZE - 1u) / MIN_SUBGROUP_SIZE;
 const OUT_REGS_PER_LANE: u32 = (V_CHUNKS + MIN_SUBGROUP_SIZE - 1u) / MIN_SUBGROUP_SIZE;
-const kv_shmem_size = KV_TILE * max(HEAD_DIM_QK, HEAD_DIM_V);
 
-var<workgroup> q_shmem: array<Q_TYPE, Q_TILE * HEAD_DIM_QK>;
+#if !defined(K_DIRECT) || !defined(V_DIRECT)
+#define STAGING_SHMEM kv_shmem
+#define STAGING_OUT_TYPE f16
+#include "flash_attn_staging.tmpl"
+const kv_shmem_size = KV_TILE * max(HEAD_DIM_QK, HEAD_DIM_V);
 var<workgroup> kv_shmem: array<f16, kv_shmem_size>;
-var<workgroup> p_shmem: array<f16, Q_TILE * KV_TILE>;
-
-#define QUANT_SHMEM kv_shmem
-#define QUANT_OUT_TYPE f16
-#include "flash_attn_quant_staging.tmpl"
-
-#if !defined(K_Q4_0) && !defined(K_Q8_0)
-fn load_k_tile_block(local_x: u32, kv_count: u32, kv_tile: u32, k_head_offset: u32) {
-    for (var vec_idx_local = local_x; vec_idx_local < kv_count * Q_CHUNKS; vec_idx_local += WG_SIZE) {
-        let kv_local = vec_idx_local / Q_CHUNKS;
-        let chunk = vec_idx_local % Q_CHUNKS;
-        let global_k_row = kv_tile + kv_local;
-        let k_vec_index = (k_head_offset + global_k_row * params.stride_k1 + chunk * 4u) >> 2u;
-        let k4 = K[k_vec_index];
-        let kv_off = kv_local * HEAD_DIM_QK + chunk * 4u;
-        kv_shmem[kv_off + 0u] = f16(k4.x);
-        kv_shmem[kv_off + 1u] = f16(k4.y);
-        kv_shmem[kv_off + 2u] = f16(k4.z);
-        kv_shmem[kv_off + 3u] = f16(k4.w);
-    }
-}
 #endif
 
-#if !defined(V_Q4_0) && !defined(V_Q8_0)
-fn load_v_tile_block(local_x: u32, kv_count: u32, kv_tile: u32, v_head_offset: u32) {
-    for (var vec_idx_local = local_x; vec_idx_local < kv_count * V_CHUNKS; vec_idx_local += WG_SIZE) {
-        let kv_local = vec_idx_local / V_CHUNKS;
-        let chunk = vec_idx_local % V_CHUNKS;
-        let global_v_row = kv_tile + kv_local;
-        let v_vec_index = (v_head_offset + global_v_row * params.stride_v1 + chunk * 4u) >> 2u;
-        let v4 = V[v_vec_index];
-        let kv_off = kv_local * HEAD_DIM_V + chunk * 4u;
-        kv_shmem[kv_off + 0u] = f16(v4.x);
-        kv_shmem[kv_off + 1u] = f16(v4.y);
-        kv_shmem[kv_off + 2u] = f16(v4.z);
-        kv_shmem[kv_off + 3u] = f16(v4.w);
-    }
-}
-#endif
+var<workgroup> q_shmem: array<Q_TYPE, Q_TILE * HEAD_DIM_QK>;
+var<workgroup> p_shmem: array<f16, Q_TILE * KV_TILE>;
 
 @compute @workgroup_size(WG_SIZE)
 fn main(@builtin(workgroup_id) wg_id: vec3<u32>,
diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_vec_split.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_vec_split.wgsl
index b8e0be90d..42f3b1089 100644
--- a/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_vec_split.wgsl
+++ b/ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_vec_split.wgsl
@@ -4,210 +4,20 @@ enable subgroups;
 
 #define BYTE_HELPERS
 #include "common_decls.tmpl"
+#define FLASH_ATTN_VEC_SPLIT
+#include "flash_attn_decls.tmpl"
 
-#ifdef K_F32
-#define K_TYPE f32
-#elif defined(K_Q4_0) || defined(K_Q8_0)
-#define K_TYPE u32
-#else
-#define K_TYPE f16
-#endif
-
-#ifdef V_F32
-#define V_TYPE f32
-#elif defined(V_Q4_0) || defined(V_Q8_0)
-#define V_TYPE u32
-#else
-#define V_TYPE f16
-#endif
-
-#ifdef Q_F16
-#define Q_TYPE f16
-#else
-#define Q_TYPE f32
-#endif
-
-#ifdef DST_F16
-#define DST_TYPE f16
-#else
-#define DST_TYPE f32
-#endif
-
+// Default values
+// The actual values are defined in shader-lib.
 #define HEAD_DIM_QK 64
 #define HEAD_DIM_V 64
-
-#define KV_GRANULARITY 8
 #define KV_TILE 16
 #define WG_SIZE 64
 
-#define KV_BLOCKS (KV_TILE / KV_GRANULARITY)
-
-struct Params {
-    offset_q: u32,
-    offset_k: u32,
-    offset_v: u32,
-    offset_mask: u32,
-    offset_sinks: u32,
-    offset_dst: u32,
-
-    // shapes of Q/K/V
-    n_heads: u32,
-    seq_len_q: u32,
-    seq_len_kv: u32,
-
-    // strides (in elements)
-    stride_q1: u32,
-    stride_q2: u32,
-    stride_q3: u32,
-    stride_k1: u32,
-    stride_k2: u32,
-    stride_k3: u32,
-    stride_v1: u32,
-    stride_v2: u32,
-    stride_v3: u32,
-    stride_mask3: u32,
-
-    // repeat factors for K/V, e.g., MHA vs. MQA vs. GQA
-    q_per_kv: u32,
-
-    // softmax params
-    scale: f32,
-    max_bias: f32,
-    logit_softcap: f32,
-    n_head_log2: f32,
-    m0: f32,
-    m1: f32,
-
-#ifdef BLK
-    blk_base: u32,
-    blk_nblk0: u32,
-    blk_nblk1: u32,
-#endif
-
-    tmp_data_base: u32,
-    tmp_stats_base: u32,
-    nwg: u32,
-};
-
-@group(0) @binding(0) var<storage, read_write> Q: array<Q_TYPE>;
-#ifdef KV_OVERLAP
-#if defined(K_Q4_0) || defined(K_Q8_0)
-@group(0) @binding(1) var<storage, read_write> K: array<K_TYPE>;
-#else
-@group(0) @binding(1) var<storage, read_write> K: array<vec4<K_TYPE>>;
-#endif
-#define V K
-#else
-#if defined(K_Q4_0) || defined(K_Q8_0)
-@group(0) @binding(1) var<storage, read_write> K: array<K_TYPE>;
-#else
-@group(0) @binding(1) var<storage, read_write> K: array<vec4<K_TYPE>>;
-#endif
-#if defined(V_Q4_0) || defined(V_Q8_0)
-@group(0) @binding(2) var<storage, read_write> V: array<V_TYPE>;
-#else
-@group(0) @binding(2) var<storage, read_write> V: array<vec4<V_TYPE>>;
-#endif
-#endif
-#if defined(MASK) && defined(SINKS)
-#ifdef KV_OVERLAP
-@group(0) @binding(2) var<storage, read_write> mask: array<f16>;
-@group(0) @binding(3) var<storage, read_write> sinks: array<f32>;
-#ifdef BLK
-#define BLK_BINDING 4
-#define TMP_BINDING 5
-#define DST_BINDING 6
-#define PARAMS_BINDING 7
-#else
-#define TMP_BINDING 4
-#define DST_BINDING 5
-#define PARAMS_BINDING 6
-#endif
-#else
-@group(0) @binding(3) var<storage, read_write> mask: array<f16>;
-@group(0) @binding(4) var<storage, read_write> sinks: array<f32>;
-#ifdef BLK
-#define BLK_BINDING 5
-#define TMP_BINDING 6
-#define DST_BINDING 7
-#define PARAMS_BINDING 8
-#else
-#define TMP_BINDING 5
-#define DST_BINDING 6
-#define PARAMS_BINDING 7
-#endif
-#endif
-#elif defined(MASK)
-#ifdef KV_OVERLAP
-@group(0) @binding(2) var<storage, read_write> mask: array<f16>;
-#ifdef BLK
-#define BLK_BINDING 3
-#define TMP_BINDING 4
-#define DST_BINDING 5
-#define PARAMS_BINDING 6
-#else
-#define TMP_BINDING 3
-#define DST_BINDING 4
-#define PARAMS_BINDING 5
-#endif
-#else
-@group(0) @binding(3) var<storage, read_write> mask: array<f16>;
-#ifdef BLK
-#define BLK_BINDING 4
-#define TMP_BINDING 5
-#define DST_BINDING 6
-#define PARAMS_BINDING 7
-#else
-#define TMP_BINDING 4
-#define DST_BINDING 5
-#define PARAMS_BINDING 6
-#endif
-#endif
-#elif defined(SINKS)
-#ifdef KV_OVERLAP
-@group(0) @binding(2) var<storage, read_write> sinks: array<f32>;
-#define TMP_BINDING 3
-#define DST_BINDING 4
-#define PARAMS_BINDING 5
-#else
-@group(0) @binding(3) var<storage, read_write> sinks: array<f32>;
-#define TMP_BINDING 4
-#define DST_BINDING 5
-#define PARAMS_BINDING 6
-#endif
-#else
-#ifdef KV_OVERLAP
-#define TMP_BINDING 2
-#define DST_BINDING 3
-#define PARAMS_BINDING 4
-#else
-#define TMP_BINDING 3
-#define DST_BINDING 4
-#define PARAMS_BINDING 5
-#endif
-#endif
-
-#ifdef BLK
-@group(0) @binding(BLK_BINDING) var<storage, read_write> blk: array<u32>;
-#endif
-@group(0) @binding(TMP_BINDING) var<storage, read_write> tmp: array<f32>;
-@group(0) @binding(DST_BINDING) var<storage, read_write> dst: array<vec4<DST_TYPE>>;
-@group(0) @binding(PARAMS_BINDING) var<uniform> params: Params;
-
-// Just a very small float value.
-const FLOAT_MIN: f32 = -1.0e9;
+const Q_CHUNKS: u32 = HEAD_DIM_QK / 4u;
+const V_CHUNKS: u32 = HEAD_DIM_V / 4u;
 const kv_shmem_size = KV_TILE * max(HEAD_DIM_QK, HEAD_DIM_V);
 
-var<workgroup> q_shmem: array<f32, HEAD_DIM_QK>;
-var<workgroup> o_shmem: array<f32, HEAD_DIM_V>;
-// note that we reuse the same storage for both since we only need one at a time
-var<workgroup> inter_shmem: array<f32, KV_TILE>;
-
-#ifdef MASK
-// storage for mask values
-var<workgroup> mask_shmem: array<f32, KV_TILE>;
-#endif
-
 #if defined(K_DIRECT) || defined(V_DIRECT)
 // Shared memory for scale factor (d) in quantized K/V. Multiple threads use the same value,
 // so caching it is more efficient, even on the direct path.
@@ -216,50 +26,22 @@ var<workgroup> d_shmem: array<f32, kv_shmem_size / 32>;
 
 // K/V shared memory handling
 #if !defined(K_DIRECT) || !defined(V_DIRECT)
-
+#define STAGING_SHMEM kv_shmem
+#define STAGING_OUT_TYPE f32
+#include "flash_attn_staging.tmpl"
 // we can reuse the same shmem for K and V since we only need one at a time
 var<workgroup> kv_shmem: array<f32, kv_shmem_size>;
-
-#define QUANT_SHMEM kv_shmem
-#define QUANT_OUT_TYPE f32
-#include "flash_attn_quant_staging.tmpl"
-
-#if !defined(K_DIRECT) && !defined(K_Q4_0) && !defined(K_Q8_0)
-fn load_k_tile_block(local_x: u32, kv_count: u32, kv_tile: u32, k_head_offset: u32) {
-    for (var elem_idx = local_x * 4u; elem_idx < KV_TILE * HEAD_DIM_QK; elem_idx += WG_SIZE * 4u) {
-        let k_row = elem_idx / HEAD_DIM_QK;
-        let k_col = elem_idx % HEAD_DIM_QK;
-        let global_k_row = kv_tile + k_row;
-        let global_k_row_offset = k_head_offset + global_k_row * params.stride_k1;
-        let in_bounds = global_k_row < params.seq_len_kv && (k_col + 3u) < HEAD_DIM_QK;
-        let vec_idx = (global_k_row_offset + k_col) >> 2u;
-        let k4 = select(vec4<K_TYPE>(0.0), K[vec_idx], in_bounds);
-        kv_shmem[elem_idx + 0u] = f32(k4.x);
-        kv_shmem[elem_idx + 1u] = f32(k4.y);
-        kv_shmem[elem_idx + 2u] = f32(k4.z);
-        kv_shmem[elem_idx + 3u] = f32(k4.w);
-    }
-}
 #endif
 
-#if !defined(V_DIRECT) && !defined(V_Q4_0) && !defined(V_Q8_0)
-fn load_v_tile_block(local_x: u32, kv_count: u32, kv_tile: u32, v_head_offset: u32) {
-    for (var elem_idx = local_x * 4u; elem_idx < KV_TILE * HEAD_DIM_V; elem_idx += WG_SIZE * 4u) {
-        let v_row = elem_idx / HEAD_DIM_V;
-        let v_col = elem_idx % HEAD_DIM_V;
-        let global_v_row = kv_tile + v_row;
-        let global_v_row_offset = v_head_offset + global_v_row * params.stride_v1;
-        let in_bounds = global_v_row < params.seq_len_kv && (v_col + 3u) < HEAD_DIM_V;
-        let vec_idx = (global_v_row_offset + v_col) >> 2u;
-        let v4 = select(vec4<V_TYPE>(0.0), V[vec_idx], in_bounds);
-        kv_shmem[elem_idx + 0u] = f32(v4.x);
-        kv_shmem[elem_idx + 1u] = f32(v4.y);
-        kv_shmem[elem_idx + 2u] = f32(v4.z);
-        kv_shmem[elem_idx + 3u] = f32(v4.w);
-    }
-}
+var<workgroup> q_shmem: array<f32, HEAD_DIM_QK>;
+var<workgroup> o_shmem: array<f32, HEAD_DIM_V>;
+// note that we reuse the same storage for both since we only need one at a time
+var<workgroup> inter_shmem: array<f32, KV_TILE>;
+
+#ifdef MASK
+// storage for mask values
+var<workgroup> mask_shmem: array<f32, KV_TILE>;
 #endif
-#endif // !defined(K_DIRECT) || !defined(V_DIRECT)
 
 // Storage for row max and exp sum during online softmax
 fn calc_softmax_term(kv_idx: u32, slope: f32, has_bias: bool, apply_mask: bool) -> f32 {
diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/im2col.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/im2col.wgsl
index 386ebab87..ebcf031c3 100644
--- a/ggml/src/ggml-webgpu/wgsl-shaders/im2col.wgsl
+++ b/ggml/src/ggml-webgpu/wgsl-shaders/im2col.wgsl
@@ -1,19 +1,9 @@
-#include "common_decls.tmpl"
 enable f16;
 
 @group(0) @binding(0)
-#if defined(INPUT_F32)
-var<storage, read_write> input: array<f32>;
-#elif defined(INPUT_F16)
-var<storage, read_write> input: array<f16>;
-#endif
-
+var<storage, read_write> input: array<INPUT_TYPE>;
 @group(0) @binding(1)
-#if defined(OUTPUT_F32)
-var<storage, read_write> output: array<f32>;
-#elif defined(OUTPUT_F16)
-var<storage, read_write> output: array<f16>;
-#endif
+var<storage, read_write> output: array<OUTPUT_TYPE>;
 
 struct Params {
     offset_i: u32,
@@ -38,22 +28,6 @@ struct Params {
 @group(0) @binding(2)
 var<uniform> params: Params;
 
-fn load_input(idx: u32) -> f32 {
-    #if defined(INPUT_F32)
-        return input[idx];
-    #elif defined(INPUT_F16)
-        return f32(input[idx]);
-    #endif
-}
-
-fn store_output(idx: u32, val: f32) {
-    #if defined(OUTPUT_F32)
-        output[idx] = val;
-    #elif defined(OUTPUT_F16)
-        output[idx] = f16(val);
-    #endif
-}
-
 @compute @workgroup_size(WG_SIZE)
 fn main(
     @builtin(global_invocation_id) gid: vec3<u32>,
@@ -90,12 +64,14 @@ fn main(
     let iw_i32 = i32(ow * params.s0 + kw * params.d0) - i32(params.p0);
     let ih_i32 = i32(oh * params.s1 + kh * params.d1) - i32(params.p1);
 
+    let output_idx = params.offset_o + k * params.so0 + ow * params.so1 + oh * params.so2 + n * params.so3;
+
     if (iw_i32 >= 0 && iw_i32 < i32(params.IW) && ih_i32 >= 0 && ih_i32 < i32(params.IH)) {
         let iw = u32(iw_i32);
         let ih = u32(ih_i32);
         let in_idx = params.offset_i + iw * params.si0 + ih * params.si1 + ic * params.si2 + n * params.si3;
-        store_output(params.offset_o + k * params.so0 + ow * params.so1 + oh * params.so2 + n * params.so3, load_input(in_idx));
+        output[output_idx] = OUTPUT_TYPE(input[in_idx]);
     } else {
-        store_output(params.offset_o + k * params.so0 + ow * params.so1 + oh * params.so2 + n * params.so3, 0.0);
+        output[output_idx] = OUTPUT_TYPE(0.0);
     }
 }
diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/rms_norm_mul.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/rms_norm_mul.wgsl
index fd20a4e54..c9e424ffc 100644
--- a/ggml/src/ggml-webgpu/wgsl-shaders/rms_norm_mul.wgsl
+++ b/ggml/src/ggml-webgpu/wgsl-shaders/rms_norm_mul.wgsl
@@ -88,7 +88,6 @@ struct Params {
     ne0: u32,
     ne1: u32,
     ne2: u32,
-    ne3: u32,
 
     eps: f32
 };
diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/row_norm.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/row_norm.wgsl
index 5eaf5e7bb..7629bf5b4 100644
--- a/ggml/src/ggml-webgpu/wgsl-shaders/row_norm.wgsl
+++ b/ggml/src/ggml-webgpu/wgsl-shaders/row_norm.wgsl
@@ -31,7 +31,6 @@ struct Params {
     ne0: u32,
     ne1: u32,
     ne2: u32,
-    ne3: u32,
 
     eps: f32
 };
diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/soft_max.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/soft_max.wgsl
index 10edf1360..1c29a9221 100644
--- a/ggml/src/ggml-webgpu/wgsl-shaders/soft_max.wgsl
+++ b/ggml/src/ggml-webgpu/wgsl-shaders/soft_max.wgsl
@@ -27,7 +27,6 @@ struct Params {
     stride_dst3: u32,
 
     // shape of src0/dst
-    ne: u32,
     ne0: u32,
     ne1: u32,
     ne2: u32,
@@ -43,71 +42,38 @@ struct Params {
     m1: f32,
 };
 
-@group(0) @binding(0)
+#define SRC_BINDING 0
+@group(0) @binding(SRC_BINDING)
 var<storage, read_write> src: array<f32>;
 
 #ifdef HAS_MASK
-#ifdef HAS_SINK
-@group(0) @binding(1)
+#define MASK_BINDING SRC_BINDING + 1
+@group(0) @binding(MASK_BINDING)
 var<storage, read_write> mask: array<MaskType>;
-@group(0) @binding(2)
-var<storage, read_write> sinks: array<f32>;
-
-#ifdef INPLACE
-@group(0) @binding(3)
-var<uniform> params: Params;
-
 #else
-@group(0) @binding(3)
-var<storage, read_write> dst: array<f32>;
-@group(0) @binding(4)
-var<uniform> params: Params;
+#define MASK_BINDING SRC_BINDING
 #endif
 
+#ifdef HAS_SINK
+#define SINKS_BINDING MASK_BINDING + 1
+@group(0) @binding(SINKS_BINDING)
+var<storage, read_write> sinks: array<f32>;
 #else
-@group(0) @binding(1)
-var<storage, read_write> mask: array<MaskType>;
-
-#ifdef INPLACE
-@group(0) @binding(2)
-var<uniform> params: Params;
-
-#else
-@group(0) @binding(2)
-var<storage, read_write> dst: array<f32>;
-@group(0) @binding(3)
-var<uniform> params: Params;
-#endif
+#define SINKS_BINDING MASK_BINDING
 #endif
 
-#else
-#ifdef HAS_SINK
-@group(0) @binding(1)
-var<storage, read_write> sinks: array<f32>;
+#define DST_BINDING SINKS_BINDING + 1
+@group(0) @binding(DST_BINDING)
+var<storage, read_write> dst: array<f32>;
 
 #ifdef INPLACE
-@group(0) @binding(2)
-var<uniform> params: Params;
-
+#define PARAMS_BINDING DST_BINDING
 #else
-@group(0) @binding(2)
-var<storage, read_write> dst: array<f32>;
-@group(0) @binding(3)
-var<uniform> params: Params;
+#define PARAMS_BINDING (DST_BINDING + 1)
 #endif
 
-#else
-#ifdef INPLACE
-@group(0) @binding(1)
-var<uniform> params: Params;
-#else
-@group(0) @binding(1)
-var<storage, read_write> dst: array<f32>;
-@group(0) @binding(2)
+@group(0) @binding(PARAMS_BINDING)
 var<uniform> params: Params;
-#endif
-#endif
-#endif
 
 #ifdef INPLACE
 fn inter_value(i: u32) -> f32 {
@@ -242,4 +208,3 @@ fn main(@builtin(workgroup_id) wid: vec3<u32>,
         col += WG_SIZE;
     }
 }
-
diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/solve_tri.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/solve_tri.wgsl
index 9d5d902cb..c01df92f0 100644
--- a/ggml/src/ggml-webgpu/wgsl-shaders/solve_tri.wgsl
+++ b/ggml/src/ggml-webgpu/wgsl-shaders/solve_tri.wgsl
@@ -29,7 +29,6 @@ struct Params {
 
     k: u32,
     ne2: u32,
-    ne3: u32,
 };
 
 @group(0) @binding(3)
diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/ssm_scan.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/ssm_scan.wgsl
index 66bfdd640..2d4c4e5a0 100644
--- a/ggml/src/ggml-webgpu/wgsl-shaders/ssm_scan.wgsl
+++ b/ggml/src/ggml-webgpu/wgsl-shaders/ssm_scan.wgsl
@@ -39,7 +39,6 @@ struct Params {
     n_head: u32,
     n_group: u32,
     n_seq_tokens: u32,
-    n_seqs: u32,
 
     y_elems: u32,
 };
diff --git a/ggml/src/ggml-zdnn/ggml-zdnn.cpp b/ggml/src/ggml-zdnn/ggml-zdnn.cpp
index 639b818d1..4007ac9df 100644
--- a/ggml/src/ggml-zdnn/ggml-zdnn.cpp
+++ b/ggml/src/ggml-zdnn/ggml-zdnn.cpp
@@ -487,7 +487,8 @@ static void ggml_backend_zdnn_device_get_props(ggml_backend_dev_t dev, ggml_back
         /* .async                = */ false,
         /* .host_buffer          = */ false,
         /* .buffer_from_host_ptr = */ false,
-        /* .events               = */ false
+        /* .events               = */ false,
+        /* .mmap_support         = */ true,
     };
 }
 
diff --git a/ggml/src/ggml-zendnn/ggml-zendnn.cpp b/ggml/src/ggml-zendnn/ggml-zendnn.cpp
index e6a9b51b7..ec7ce2331 100644
--- a/ggml/src/ggml-zendnn/ggml-zendnn.cpp
+++ b/ggml/src/ggml-zendnn/ggml-zendnn.cpp
@@ -654,7 +654,8 @@ static void ggml_backend_zendnn_device_get_props(ggml_backend_dev_t dev, struct
         /* .async                = */ false,
         /* .host_buffer          = */ false,
         /* .buffer_from_host_ptr = */ true,
-        /* .events               = */ false
+        /* .events               = */ false,
+        /* .mmap_support         = */ true,
     };
 }
 
diff --git a/ggml/src/ggml.c b/ggml/src/ggml.c
index 59191c663..da7f3a5f2 100644
--- a/ggml/src/ggml.c
+++ b/ggml/src/ggml.c
@@ -7200,6 +7200,10 @@ void ggml_build_forward_expand(struct ggml_cgraph * cgraph, struct ggml_tensor *
     ggml_build_forward_impl(cgraph, tensor, true, true);
 }
 
+void ggml_build_forward_order(struct ggml_cgraph * cgraph, struct ggml_tensor * tensor) {
+    ggml_build_forward_impl(cgraph, tensor, true, false);
+}
+
 void ggml_build_backward_expand(
         struct ggml_context *  ctx,
         struct ggml_cgraph  *  cgraph,
diff --git a/gguf-py/gguf/constants.py b/gguf-py/gguf/constants.py
index 5fcefc460..9bfa2eb4f 100644
--- a/gguf-py/gguf/constants.py
+++ b/gguf-py/gguf/constants.py
@@ -11,6 +11,7 @@ GGUF_MAGIC             = 0x46554747  # "GGUF"
 GGUF_VERSION           = 3
 GGUF_DEFAULT_ALIGNMENT = 32
 GGML_QUANT_VERSION     = 2  # GGML_QNT_VERSION from ggml.h
+GGML_MAX_DIMS          = 4  # GGML_MAX_DIMS from ggml.h
 
 #
 # metadata keys
@@ -163,6 +164,13 @@ class Keys:
         NORM_BEFORE_RESIDUAL              = "{arch}.norm_before_residual"
         NORM_BEFORE_FC                    = "{arch}.norm_before_fc"
 
+    class Adapters:
+        COUNT                = "{arch}.adapters.count"
+        TOKEN_IDS_ACTIVATE   = "{arch}.adapters.token_ids_activate"
+        TOKEN_IDS_SUBSTITUTE = "{arch}.adapters.token_ids_substitute"
+        LORA_RANK            = "{arch}.adapters.lora_rank"
+        ROUTER_GAIN          = "{arch}.adapters.router_gain"
+
     class Attention:
         HEAD_COUNT                   = "{arch}.attention.head_count"
         HEAD_COUNT_KV                = "{arch}.attention.head_count_kv"
@@ -322,6 +330,7 @@ class Keys:
         PROJECTOR_TYPE        = "clip.projector_type"
         HAS_VISION_ENCODER    = "clip.has_vision_encoder"
         HAS_AUDIO_ENCODER     = "clip.has_audio_encoder"
+        HAS_GEN_AUDIO_ENCODER = "clip.has_gen_audio_encoder"
         HAS_LLAVA_PROJECTOR   = "clip.has_llava_projector"
 
     class ClipVision:
@@ -396,6 +405,20 @@ class Keys:
             DOWNSAMPLE_RATE = "clip.audio.projector.downsample_rate"
             HEAD_COUNT      = "clip.audio.projector.head_count"
 
+    class ClipGenAudio:
+        PROJECTOR_TYPE      = "clip.gen.audio.projector_type" # for mixed modality models
+        # name of the weight variant, for settings that are not in the checkpoint
+        MODEL_VARIANT       = "clip.gen.audio.model_variant"
+        EMBEDDING_LENGTH    = "clip.gen.audio.embedding_length"
+        FEED_FORWARD_LENGTH = "clip.gen.audio.feed_forward_length"
+        BLOCK_COUNT         = "clip.gen.audio.block_count"
+        PROJECTION_DIM      = "clip.gen.audio.projection_dim"
+
+        class Attention:
+            HEAD_COUNT      = "clip.gen.audio.attention.head_count"
+            HEAD_COUNT_KV   = "clip.gen.audio.attention.head_count_kv"
+            LAYERNORM_EPS   = "clip.gen.audio.attention.layer_norm_epsilon"
+
     class Diffusion:
         SHIFT_LOGITS        = "diffusion.shift_logits"
 
@@ -488,6 +511,7 @@ class MODEL_ARCH(IntEnum):
     OLMO             = auto()
     OLMO2            = auto()
     OLMOE            = auto()
+    MUSE_GLIMMER     = auto()
     OPENELM          = auto()
     ARCTIC           = auto()
     DEEPSEEK         = auto()
@@ -513,6 +537,7 @@ class MODEL_ARCH(IntEnum):
     GRANITE          = auto()
     GRANITE_MOE      = auto()
     GRANITE_HYBRID   = auto()
+    GRANITE_SWITCH   = auto()
     CHAMELEON        = auto()
     WAVTOKENIZER_DEC = auto()
     PLM              = auto()
@@ -558,6 +583,8 @@ class MODEL_ARCH(IntEnum):
     MELLUM           = auto()
     NANBEIGE         = auto()
     MOTIF3           = auto()
+    QWEN3TTS         = auto()
+    POCKETTTS        = auto()
 
 
 class VISION_PROJECTOR_TYPE(IntEnum):
@@ -972,6 +999,97 @@ class MODEL_TENSOR(IntEnum):
     A_ENC_DOWNSAMPLE_CONV = auto() # mimo-audio-tokenizer: post-transformer downsample conv
     A_ENC_DOWNSAMPLE_NORM = auto() # mimo-audio-tokenizer: post-transformer downsample norm
     A_ENC_RVQ_CODEBOOK    = auto() # mimo-audio-tokenizer: residual vector quantizer codebook, per quantizer index
+    A_ENC_CONV_RES2       = auto() # qwen3tts
+    A_ENC_SE_CONV1        = auto() # qwen3tts
+    A_ENC_SE_CONV2        = auto() # qwen3tts
+    A_ENC_ASP_ATTN        = auto() # qwen3tts
+    A_ENC_ASP_TDNN        = auto() # qwen3tts
+    # qwen3tts code_predictor: predicts the remaining RVQ codebooks
+    A_GEN_CODE_PROJ_IN     = auto() # small_to_mtp_projection
+    A_GEN_CODE_EMBD        = auto() # per-codebook embedding table, merged 3D [n_codebooks, vocab, dim]
+    A_GEN_CODE_HEAD        = auto() # per-codebook output head, merged 3D [n_codebooks, vocab, dim]
+    A_GEN_CODE_OUT_EMBD    = auto() # codebook-0 embedding, re-fed into the talker backbone (talker.model.codec_embedding)
+    A_GEN_CODE_ATTN_NORM   = auto()
+    A_GEN_CODE_ATTN_Q      = auto()
+    A_GEN_CODE_ATTN_Q_NORM = auto()
+    A_GEN_CODE_ATTN_K      = auto()
+    A_GEN_CODE_ATTN_K_NORM = auto()
+    A_GEN_CODE_ATTN_V      = auto()
+    A_GEN_CODE_ATTN_OUT    = auto()
+    A_GEN_CODE_FFN_NORM    = auto()
+    A_GEN_CODE_FFN_GATE    = auto()
+    A_GEN_CODE_FFN_UP      = auto()
+    A_GEN_CODE_FFN_DOWN    = auto()
+    A_GEN_CODE_OUTPUT_NORM = auto()
+    # qwen3tts code2wav: RVQ codes -> raw PCM
+    A_GEN_WAV_QUANT_FIRST_IN       = auto() # semantic RVQ, in_proj (1x1 conv, loaded as 2D)
+    A_GEN_WAV_QUANT_FIRST_OUT      = auto() # semantic RVQ, out_proj
+    A_GEN_WAV_QUANT_FIRST_CB = auto() # semantic RVQ codebook (1 layer), folded from embedding_sum/cluster_usage
+    A_GEN_WAV_QUANT_REST_IN        = auto() # acoustic RVQ, in_proj
+    A_GEN_WAV_QUANT_REST_OUT       = auto() # acoustic RVQ, out_proj
+    A_GEN_WAV_QUANT_REST_CB  = auto() # acoustic RVQ codebooks, merged 3D [15, vocab, dim]
+    A_GEN_WAV_PRE_CONV             = auto()
+    A_GEN_WAV_TFM_IN_PROJ          = auto()
+    A_GEN_WAV_TFM_OUT_PROJ         = auto()
+    A_GEN_WAV_TFM_OUTPUT_NORM      = auto()
+    A_GEN_WAV_TFM_ATTN_NORM        = auto()
+    A_GEN_WAV_TFM_ATTN_Q           = auto()
+    A_GEN_WAV_TFM_ATTN_K           = auto()
+    A_GEN_WAV_TFM_ATTN_V           = auto()
+    A_GEN_WAV_TFM_ATTN_OUT         = auto()
+    A_GEN_WAV_TFM_ATTN_SCALE       = auto() # layer scale (gamma) on the attn output
+    A_GEN_WAV_TFM_FFN_NORM         = auto()
+    A_GEN_WAV_TFM_FFN_GATE         = auto()
+    A_GEN_WAV_TFM_FFN_UP           = auto()
+    A_GEN_WAV_TFM_FFN_DOWN         = auto()
+    A_GEN_WAV_TFM_FFN_SCALE        = auto() # layer scale (gamma) on the FFN output
+    A_GEN_WAV_UP_CONV              = auto() # causal ConvTranspose1d, 2x upsample
+    A_GEN_WAV_UP_DWCONV            = auto() # ConvNeXt depthwise conv
+    A_GEN_WAV_UP_NORM              = auto() # ConvNeXt LayerNorm
+    A_GEN_WAV_UP_PW1               = auto() # ConvNeXt pointwise conv 1 (expand)
+    A_GEN_WAV_UP_PW2               = auto() # ConvNeXt pointwise conv 2 (project)
+    A_GEN_WAV_UP_GAMMA             = auto() # ConvNeXt layer scale
+    A_GEN_WAV_DAC_ENTRY            = auto() # DAC conv_pre
+    A_GEN_WAV_DAC_UP_SNAKE         = auto() # DAC per-block SnakeBeta before the upsample conv
+    A_GEN_WAV_DAC_UP_CONV          = auto() # DAC per-block causal ConvTranspose1d
+    A_GEN_WAV_DAC_RES_ACT1         = auto() # DAC residual unit, SnakeBeta before conv1
+    A_GEN_WAV_DAC_RES_CONV1        = auto() # DAC residual unit, dilated causal conv
+    A_GEN_WAV_DAC_RES_ACT2         = auto() # DAC residual unit, SnakeBeta before conv2
+    A_GEN_WAV_DAC_RES_CONV2        = auto() # DAC residual unit, pointwise causal conv
+    A_GEN_WAV_DAC_POST_SNAKE       = auto() # DAC final SnakeBeta
+    A_GEN_WAV_DAC_POST_CONV        = auto() # DAC conv_post -> 1-channel PCM
+    # pocket-tts: SEANet encoder (speaker path) and decoder (a.gen.wav path)
+    A_ENC_SEANET_CONV_IN     = auto()
+    A_ENC_SEANET_CONV_OUT    = auto()
+    A_ENC_SEANET_RES_CONV1   = auto() # residual unit, dilated conv
+    A_ENC_SEANET_RES_CONV2   = auto() # residual unit, pointwise conv
+    A_ENC_SEANET_SCALE_CONV  = auto() # strided downsample conv
+    A_ENC_ATTN_SCALE         = auto() # layer scale (gamma) on the attn output
+    A_ENC_FFN_SCALE_LS       = auto() # layer scale (gamma) on the FFN output
+    A_ENC_SPEAKER_PROJ       = auto() # voice latent -> backbone embd
+    A_GEN_FLOW_INPUT_PROJ    = auto()
+    A_GEN_FLOW_COND_EMBD     = auto()
+    A_GEN_FLOW_TIME_FREQS    = auto() # timestep embedder, stored cos/sin frequencies
+    A_GEN_FLOW_TIME_UP       = auto()
+    A_GEN_FLOW_TIME_DOWN     = auto()
+    A_GEN_FLOW_TIME_NORM     = auto() # RMSNorm alpha
+    A_GEN_FLOW_BLK_NORM      = auto() # AdaLN res block, in_ln
+    A_GEN_FLOW_BLK_UP        = auto()
+    A_GEN_FLOW_BLK_DOWN      = auto()
+    A_GEN_FLOW_BLK_ADA       = auto() # AdaLN modulation, -> shift/scale/gate
+    A_GEN_FLOW_FINAL_ADA     = auto() # final layer AdaLN modulation, -> shift/scale
+    A_GEN_FLOW_FINAL_PROJ    = auto()
+    A_GEN_OUT_EOS            = auto() # end-of-speech head on the backbone hidden state
+    A_GEN_INPUT_LINEAR       = auto() # generated latent -> backbone embd
+    A_GEN_EMB_MEAN           = auto() # latent denormalization stats
+    A_GEN_EMB_STD            = auto()
+    A_GEN_WAV_QUANT_OUT      = auto() # DummyQuantizer output_proj, latent -> decoder dim
+    A_GEN_WAV_UPSAMPLE       = auto() # frame rate -> encoder frame rate, depthwise convtr
+    A_GEN_WAV_SEANET_CONV_IN   = auto()
+    A_GEN_WAV_SEANET_CONV_OUT  = auto() # -> 1-channel PCM
+    A_GEN_WAV_SEANET_RES_CONV1 = auto()
+    A_GEN_WAV_SEANET_RES_CONV2 = auto()
+    A_GEN_WAV_SEANET_SCALE_CONV = auto() # strided upsample convtr
     A_MMPROJ              = auto()
     A_MMPROJ_FC           = auto()
     A_MM_NORM_PRE         = auto()
@@ -1114,6 +1232,7 @@ MODEL_ARCH_NAMES: dict[MODEL_ARCH, str] = {
     MODEL_ARCH.OLMO:             "olmo",
     MODEL_ARCH.OLMO2:            "olmo2",
     MODEL_ARCH.OLMOE:            "olmoe",
+    MODEL_ARCH.MUSE_GLIMMER:     "muse-glimmer",
     MODEL_ARCH.OPENELM:          "openelm",
     MODEL_ARCH.ARCTIC:           "arctic",
     MODEL_ARCH.DEEPSEEK:         "deepseek",
@@ -1139,6 +1258,7 @@ MODEL_ARCH_NAMES: dict[MODEL_ARCH, str] = {
     MODEL_ARCH.GRANITE:          "granite",
     MODEL_ARCH.GRANITE_MOE:      "granitemoe",
     MODEL_ARCH.GRANITE_HYBRID:   "granitehybrid",
+    MODEL_ARCH.GRANITE_SWITCH:   "graniteswitch",
     MODEL_ARCH.CHAMELEON:        "chameleon",
     MODEL_ARCH.WAVTOKENIZER_DEC: "wavtokenizer-dec",
     MODEL_ARCH.PLM:              "plm",
@@ -1185,6 +1305,8 @@ MODEL_ARCH_NAMES: dict[MODEL_ARCH, str] = {
     MODEL_ARCH.MELLUM:           "mellum",
     MODEL_ARCH.NANBEIGE:         "nanbeige",
     MODEL_ARCH.MOTIF3:           "motif3",
+    MODEL_ARCH.QWEN3TTS:         "qwen3tts",
+    MODEL_ARCH.POCKETTTS:        "pockettts",
 }
 
 VISION_PROJECTOR_TYPE_NAMES: dict[VISION_PROJECTOR_TYPE, str] = {
@@ -1508,8 +1630,8 @@ TENSOR_NAMES: dict[MODEL_TENSOR, str] = {
     MODEL_TENSOR.V_MM_UP:                   "mm.up",
     MODEL_TENSOR.V_MM_DOWN:                 "mm.down",
     MODEL_TENSOR.V_MM_GATE:                 "mm.gate",
-    MODEL_TENSOR.V_MM_MERGER_FC1:            "mm.merger.fc1",
-    MODEL_TENSOR.V_MM_MERGER_FC2:            "mm.merger.fc2",
+    MODEL_TENSOR.V_MM_MERGER_FC1:           "mm.merger.fc1",
+    MODEL_TENSOR.V_MM_MERGER_FC2:           "mm.merger.fc2",
     MODEL_TENSOR.V_TOK_BOI:                 "v.boi",
     MODEL_TENSOR.V_TOK_EOI:                 "v.eoi",
     MODEL_TENSOR.V_MM_PRE_NORM:             "mm.pre_norm",
@@ -1596,6 +1718,94 @@ TENSOR_NAMES: dict[MODEL_TENSOR, str] = {
     MODEL_TENSOR.A_ENC_DOWNSAMPLE_CONV:     "a.downsample.conv",
     MODEL_TENSOR.A_ENC_DOWNSAMPLE_NORM:     "a.downsample.norm",
     MODEL_TENSOR.A_ENC_RVQ_CODEBOOK:        "a.rvq.codebook",
+    MODEL_TENSOR.A_ENC_CONV_RES2:           "a.blk.{bid}.res2.{xid}",
+    MODEL_TENSOR.A_ENC_SE_CONV1:            "a.blk.{bid}.se_conv1",
+    MODEL_TENSOR.A_ENC_SE_CONV2:            "a.blk.{bid}.se_conv2",
+    MODEL_TENSOR.A_ENC_ASP_ATTN:            "a.asp_attn",
+    MODEL_TENSOR.A_ENC_ASP_TDNN:            "a.asp_tdnn",
+    MODEL_TENSOR.A_GEN_CODE_PROJ_IN:        "a.gen.code.proj_in",
+    MODEL_TENSOR.A_GEN_CODE_EMBD:           "a.gen.code.embd",
+    MODEL_TENSOR.A_GEN_CODE_HEAD:           "a.gen.code.head",
+    MODEL_TENSOR.A_GEN_CODE_OUT_EMBD:       "a.gen.code.out_embd",
+    MODEL_TENSOR.A_GEN_CODE_ATTN_NORM:      "a.gen.code.blk.{bid}.ln1", # reuses the generic clip.cpp block loader (TN_LN_1)
+    MODEL_TENSOR.A_GEN_CODE_ATTN_Q:         "a.gen.code.blk.{bid}.attn_q",
+    MODEL_TENSOR.A_GEN_CODE_ATTN_Q_NORM:    "a.gen.code.blk.{bid}.attn_q_norm",
+    MODEL_TENSOR.A_GEN_CODE_ATTN_K:         "a.gen.code.blk.{bid}.attn_k",
+    MODEL_TENSOR.A_GEN_CODE_ATTN_K_NORM:    "a.gen.code.blk.{bid}.attn_k_norm",
+    MODEL_TENSOR.A_GEN_CODE_ATTN_V:         "a.gen.code.blk.{bid}.attn_v",
+    MODEL_TENSOR.A_GEN_CODE_ATTN_OUT:       "a.gen.code.blk.{bid}.attn_out",
+    MODEL_TENSOR.A_GEN_CODE_FFN_NORM:       "a.gen.code.blk.{bid}.ln2", # reuses the generic clip.cpp block loader (TN_LN_2)
+    MODEL_TENSOR.A_GEN_CODE_FFN_GATE:       "a.gen.code.blk.{bid}.ffn_gate",
+    MODEL_TENSOR.A_GEN_CODE_FFN_UP:         "a.gen.code.blk.{bid}.ffn_up",
+    MODEL_TENSOR.A_GEN_CODE_FFN_DOWN:       "a.gen.code.blk.{bid}.ffn_down",
+    MODEL_TENSOR.A_GEN_CODE_OUTPUT_NORM:    "a.gen.code.output_norm",
+    MODEL_TENSOR.A_GEN_WAV_QUANT_FIRST_IN:  "a.gen.wav.quant.first.in_proj",
+    MODEL_TENSOR.A_GEN_WAV_QUANT_FIRST_OUT: "a.gen.wav.quant.first.out_proj",
+    MODEL_TENSOR.A_GEN_WAV_QUANT_FIRST_CB:  "a.gen.wav.quant.first.codebook",
+    MODEL_TENSOR.A_GEN_WAV_QUANT_REST_IN:   "a.gen.wav.quant.rest.in_proj",
+    MODEL_TENSOR.A_GEN_WAV_QUANT_REST_OUT:  "a.gen.wav.quant.rest.out_proj",
+    MODEL_TENSOR.A_GEN_WAV_QUANT_REST_CB:   "a.gen.wav.quant.rest.codebook",
+    MODEL_TENSOR.A_GEN_WAV_PRE_CONV:        "a.gen.wav.pre_conv",
+    MODEL_TENSOR.A_GEN_WAV_TFM_IN_PROJ:     "a.gen.wav.tfm.in_proj",
+    MODEL_TENSOR.A_GEN_WAV_TFM_OUT_PROJ:    "a.gen.wav.tfm.out_proj",
+    MODEL_TENSOR.A_GEN_WAV_TFM_OUTPUT_NORM: "a.gen.wav.tfm.output_norm",
+    MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_NORM:   "a.gen.wav.tfm.blk.{bid}.ln1",
+    MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_Q:      "a.gen.wav.tfm.blk.{bid}.attn_q",
+    MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_K:      "a.gen.wav.tfm.blk.{bid}.attn_k",
+    MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_V:      "a.gen.wav.tfm.blk.{bid}.attn_v",
+    MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_OUT:    "a.gen.wav.tfm.blk.{bid}.attn_out",
+    MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_SCALE:  "a.gen.wav.tfm.blk.{bid}.ls1",
+    MODEL_TENSOR.A_GEN_WAV_TFM_FFN_NORM:    "a.gen.wav.tfm.blk.{bid}.ln2",
+    MODEL_TENSOR.A_GEN_WAV_TFM_FFN_GATE:    "a.gen.wav.tfm.blk.{bid}.ffn_gate",
+    MODEL_TENSOR.A_GEN_WAV_TFM_FFN_UP:      "a.gen.wav.tfm.blk.{bid}.ffn_up",
+    MODEL_TENSOR.A_GEN_WAV_TFM_FFN_DOWN:    "a.gen.wav.tfm.blk.{bid}.ffn_down",
+    MODEL_TENSOR.A_GEN_WAV_TFM_FFN_SCALE:   "a.gen.wav.tfm.blk.{bid}.ls2",
+    MODEL_TENSOR.A_GEN_WAV_UP_CONV:         "a.gen.wav.up.blk.{bid}.conv",
+    MODEL_TENSOR.A_GEN_WAV_UP_DWCONV:       "a.gen.wav.up.blk.{bid}.dwconv",
+    MODEL_TENSOR.A_GEN_WAV_UP_NORM:         "a.gen.wav.up.blk.{bid}.norm",
+    MODEL_TENSOR.A_GEN_WAV_UP_PW1:          "a.gen.wav.up.blk.{bid}.pw1",
+    MODEL_TENSOR.A_GEN_WAV_UP_PW2:          "a.gen.wav.up.blk.{bid}.pw2",
+    MODEL_TENSOR.A_GEN_WAV_UP_GAMMA:        "a.gen.wav.up.blk.{bid}.gamma",
+    MODEL_TENSOR.A_GEN_WAV_DAC_ENTRY:       "a.gen.wav.dac.entry",
+    MODEL_TENSOR.A_GEN_WAV_DAC_UP_SNAKE:    "a.gen.wav.dac.blk.{bid}.snake",
+    MODEL_TENSOR.A_GEN_WAV_DAC_UP_CONV:     "a.gen.wav.dac.blk.{bid}.conv",
+    MODEL_TENSOR.A_GEN_WAV_DAC_RES_ACT1:    "a.gen.wav.dac.blk.{bid}.res.{xid}.act1",
+    MODEL_TENSOR.A_GEN_WAV_DAC_RES_CONV1:   "a.gen.wav.dac.blk.{bid}.res.{xid}.conv1",
+    MODEL_TENSOR.A_GEN_WAV_DAC_RES_ACT2:    "a.gen.wav.dac.blk.{bid}.res.{xid}.act2",
+    MODEL_TENSOR.A_GEN_WAV_DAC_RES_CONV2:   "a.gen.wav.dac.blk.{bid}.res.{xid}.conv2",
+    MODEL_TENSOR.A_GEN_WAV_DAC_POST_SNAKE:  "a.gen.wav.dac.post_snake",
+    MODEL_TENSOR.A_GEN_WAV_DAC_POST_CONV:   "a.gen.wav.dac.post_conv",
+    MODEL_TENSOR.A_ENC_SEANET_CONV_IN:      "a.seanet.conv_in",
+    MODEL_TENSOR.A_ENC_SEANET_CONV_OUT:     "a.seanet.conv_out",
+    MODEL_TENSOR.A_ENC_SEANET_RES_CONV1:    "a.seanet.blk.{bid}.res_conv1",
+    MODEL_TENSOR.A_ENC_SEANET_RES_CONV2:    "a.seanet.blk.{bid}.res_conv2",
+    MODEL_TENSOR.A_ENC_SEANET_SCALE_CONV:   "a.seanet.blk.{bid}.scale_conv",
+    MODEL_TENSOR.A_ENC_ATTN_SCALE:          "a.blk.{bid}.ls1",
+    MODEL_TENSOR.A_ENC_FFN_SCALE_LS:        "a.blk.{bid}.ls2",
+    MODEL_TENSOR.A_ENC_SPEAKER_PROJ:        "a.speaker_proj",
+    MODEL_TENSOR.A_GEN_FLOW_INPUT_PROJ:     "a.gen.flow.input_proj",
+    MODEL_TENSOR.A_GEN_FLOW_COND_EMBD:      "a.gen.flow.cond_embd",
+    MODEL_TENSOR.A_GEN_FLOW_TIME_FREQS:     "a.gen.flow.time.{bid}.freqs",
+    MODEL_TENSOR.A_GEN_FLOW_TIME_UP:        "a.gen.flow.time.{bid}.up",
+    MODEL_TENSOR.A_GEN_FLOW_TIME_DOWN:      "a.gen.flow.time.{bid}.down",
+    MODEL_TENSOR.A_GEN_FLOW_TIME_NORM:      "a.gen.flow.time.{bid}.norm",
+    MODEL_TENSOR.A_GEN_FLOW_BLK_NORM:       "a.gen.flow.blk.{bid}.norm",
+    MODEL_TENSOR.A_GEN_FLOW_BLK_UP:         "a.gen.flow.blk.{bid}.up",
+    MODEL_TENSOR.A_GEN_FLOW_BLK_DOWN:       "a.gen.flow.blk.{bid}.down",
+    MODEL_TENSOR.A_GEN_FLOW_BLK_ADA:        "a.gen.flow.blk.{bid}.ada",
+    MODEL_TENSOR.A_GEN_FLOW_FINAL_ADA:      "a.gen.flow.final.ada",
+    MODEL_TENSOR.A_GEN_FLOW_FINAL_PROJ:     "a.gen.flow.final.proj",
+    MODEL_TENSOR.A_GEN_OUT_EOS:             "a.gen.out_eos",
+    MODEL_TENSOR.A_GEN_INPUT_LINEAR:        "a.gen.input_linear",
+    MODEL_TENSOR.A_GEN_EMB_MEAN:            "a.gen.emb_mean",
+    MODEL_TENSOR.A_GEN_EMB_STD:             "a.gen.emb_std",
+    MODEL_TENSOR.A_GEN_WAV_QUANT_OUT:       "a.gen.wav.quant_out",
+    MODEL_TENSOR.A_GEN_WAV_UPSAMPLE:        "a.gen.wav.upsample",
+    MODEL_TENSOR.A_GEN_WAV_SEANET_CONV_IN:  "a.gen.wav.seanet.conv_in",
+    MODEL_TENSOR.A_GEN_WAV_SEANET_CONV_OUT: "a.gen.wav.seanet.conv_out",
+    MODEL_TENSOR.A_GEN_WAV_SEANET_RES_CONV1: "a.gen.wav.seanet.blk.{bid}.res_conv1",
+    MODEL_TENSOR.A_GEN_WAV_SEANET_RES_CONV2: "a.gen.wav.seanet.blk.{bid}.res_conv2",
+    MODEL_TENSOR.A_GEN_WAV_SEANET_SCALE_CONV: "a.gen.wav.seanet.blk.{bid}.scale_conv",
     MODEL_TENSOR.A_MMPROJ:                  "mm.a.mlp.{bid}",
     MODEL_TENSOR.A_MMPROJ_FC:               "mm.a.fc",
     MODEL_TENSOR.A_MM_NORM_PRE:             "mm.a.norm_pre",
@@ -1850,6 +2060,94 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = {
         MODEL_TENSOR.A_ENC_CONV_NORM,
         MODEL_TENSOR.A_ENC_CONV_PW1,
         MODEL_TENSOR.A_ENC_CONV_PW2,
+        MODEL_TENSOR.A_ENC_CONV_RES2,
+        MODEL_TENSOR.A_ENC_SE_CONV1,
+        MODEL_TENSOR.A_ENC_SE_CONV2,
+        MODEL_TENSOR.A_ENC_ASP_ATTN,
+        MODEL_TENSOR.A_ENC_ASP_TDNN,
+        MODEL_TENSOR.A_GEN_CODE_PROJ_IN,
+        MODEL_TENSOR.A_GEN_CODE_EMBD,
+        MODEL_TENSOR.A_GEN_CODE_HEAD,
+        MODEL_TENSOR.A_GEN_CODE_OUT_EMBD,
+        MODEL_TENSOR.A_GEN_CODE_ATTN_NORM,
+        MODEL_TENSOR.A_GEN_CODE_ATTN_Q,
+        MODEL_TENSOR.A_GEN_CODE_ATTN_Q_NORM,
+        MODEL_TENSOR.A_GEN_CODE_ATTN_K,
+        MODEL_TENSOR.A_GEN_CODE_ATTN_K_NORM,
+        MODEL_TENSOR.A_GEN_CODE_ATTN_V,
+        MODEL_TENSOR.A_GEN_CODE_ATTN_OUT,
+        MODEL_TENSOR.A_GEN_CODE_FFN_NORM,
+        MODEL_TENSOR.A_GEN_CODE_FFN_GATE,
+        MODEL_TENSOR.A_GEN_CODE_FFN_UP,
+        MODEL_TENSOR.A_GEN_CODE_FFN_DOWN,
+        MODEL_TENSOR.A_GEN_CODE_OUTPUT_NORM,
+        MODEL_TENSOR.A_GEN_WAV_QUANT_FIRST_IN,
+        MODEL_TENSOR.A_GEN_WAV_QUANT_FIRST_OUT,
+        MODEL_TENSOR.A_GEN_WAV_QUANT_FIRST_CB,
+        MODEL_TENSOR.A_GEN_WAV_QUANT_REST_IN,
+        MODEL_TENSOR.A_GEN_WAV_QUANT_REST_OUT,
+        MODEL_TENSOR.A_GEN_WAV_QUANT_REST_CB,
+        MODEL_TENSOR.A_GEN_WAV_PRE_CONV,
+        MODEL_TENSOR.A_GEN_WAV_TFM_IN_PROJ,
+        MODEL_TENSOR.A_GEN_WAV_TFM_OUT_PROJ,
+        MODEL_TENSOR.A_GEN_WAV_TFM_OUTPUT_NORM,
+        MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_NORM,
+        MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_Q,
+        MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_K,
+        MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_V,
+        MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_OUT,
+        MODEL_TENSOR.A_GEN_WAV_TFM_ATTN_SCALE,
+        MODEL_TENSOR.A_GEN_WAV_TFM_FFN_NORM,
+        MODEL_TENSOR.A_GEN_WAV_TFM_FFN_GATE,
+        MODEL_TENSOR.A_GEN_WAV_TFM_FFN_UP,
+        MODEL_TENSOR.A_GEN_WAV_TFM_FFN_DOWN,
+        MODEL_TENSOR.A_GEN_WAV_TFM_FFN_SCALE,
+        MODEL_TENSOR.A_GEN_WAV_UP_CONV,
+        MODEL_TENSOR.A_GEN_WAV_UP_DWCONV,
+        MODEL_TENSOR.A_GEN_WAV_UP_NORM,
+        MODEL_TENSOR.A_GEN_WAV_UP_PW1,
+        MODEL_TENSOR.A_GEN_WAV_UP_PW2,
+        MODEL_TENSOR.A_GEN_WAV_UP_GAMMA,
+        MODEL_TENSOR.A_GEN_WAV_DAC_ENTRY,
+        MODEL_TENSOR.A_GEN_WAV_DAC_UP_SNAKE,
+        MODEL_TENSOR.A_GEN_WAV_DAC_UP_CONV,
+        MODEL_TENSOR.A_GEN_WAV_DAC_RES_ACT1,
+        MODEL_TENSOR.A_GEN_WAV_DAC_RES_CONV1,
+        MODEL_TENSOR.A_GEN_WAV_DAC_RES_ACT2,
+        MODEL_TENSOR.A_GEN_WAV_DAC_RES_CONV2,
+        MODEL_TENSOR.A_GEN_WAV_DAC_POST_SNAKE,
+        MODEL_TENSOR.A_GEN_WAV_DAC_POST_CONV,
+        MODEL_TENSOR.A_ENC_SEANET_CONV_IN,
+        MODEL_TENSOR.A_ENC_SEANET_CONV_OUT,
+        MODEL_TENSOR.A_ENC_SEANET_RES_CONV1,
+        MODEL_TENSOR.A_ENC_SEANET_RES_CONV2,
+        MODEL_TENSOR.A_ENC_SEANET_SCALE_CONV,
+        MODEL_TENSOR.A_ENC_ATTN_SCALE,
+        MODEL_TENSOR.A_ENC_FFN_SCALE_LS,
+        MODEL_TENSOR.A_ENC_SPEAKER_PROJ,
+        MODEL_TENSOR.A_GEN_FLOW_INPUT_PROJ,
+        MODEL_TENSOR.A_GEN_FLOW_COND_EMBD,
+        MODEL_TENSOR.A_GEN_FLOW_TIME_FREQS,
+        MODEL_TENSOR.A_GEN_FLOW_TIME_UP,
+        MODEL_TENSOR.A_GEN_FLOW_TIME_DOWN,
+        MODEL_TENSOR.A_GEN_FLOW_TIME_NORM,
+        MODEL_TENSOR.A_GEN_FLOW_BLK_NORM,
+        MODEL_TENSOR.A_GEN_FLOW_BLK_UP,
+        MODEL_TENSOR.A_GEN_FLOW_BLK_DOWN,
+        MODEL_TENSOR.A_GEN_FLOW_BLK_ADA,
+        MODEL_TENSOR.A_GEN_FLOW_FINAL_ADA,
+        MODEL_TENSOR.A_GEN_FLOW_FINAL_PROJ,
+        MODEL_TENSOR.A_GEN_OUT_EOS,
+        MODEL_TENSOR.A_GEN_INPUT_LINEAR,
+        MODEL_TENSOR.A_GEN_EMB_MEAN,
+        MODEL_TENSOR.A_GEN_EMB_STD,
+        MODEL_TENSOR.A_GEN_WAV_QUANT_OUT,
+        MODEL_TENSOR.A_GEN_WAV_UPSAMPLE,
+        MODEL_TENSOR.A_GEN_WAV_SEANET_CONV_IN,
+        MODEL_TENSOR.A_GEN_WAV_SEANET_CONV_OUT,
+        MODEL_TENSOR.A_GEN_WAV_SEANET_RES_CONV1,
+        MODEL_TENSOR.A_GEN_WAV_SEANET_RES_CONV2,
+        MODEL_TENSOR.A_GEN_WAV_SEANET_SCALE_CONV,
         MODEL_TENSOR.A_ENC_CONV_NORM_MEAN,
         MODEL_TENSOR.A_ENC_CONV_NORM_VAR,
         MODEL_TENSOR.A_ENC_MEL_FILTERS,
@@ -2359,7 +2657,13 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = {
         MODEL_TENSOR.SSM_NORM,
         MODEL_TENSOR.SSM_IN,
         MODEL_TENSOR.SSM_BETA_ALPHA,
-        MODEL_TENSOR.SSM_OUT
+        MODEL_TENSOR.SSM_OUT,
+        MODEL_TENSOR.NEXTN_EH_PROJ,
+        MODEL_TENSOR.NEXTN_EMBED_TOKENS,
+        MODEL_TENSOR.NEXTN_ENORM,
+        MODEL_TENSOR.NEXTN_HNORM,
+        MODEL_TENSOR.NEXTN_SHARED_HEAD_HEAD,
+        MODEL_TENSOR.NEXTN_SHARED_HEAD_NORM,
     ],
     MODEL_ARCH.QWEN3VL: [
         MODEL_TENSOR.TOKEN_EMBD,
@@ -3157,6 +3461,25 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = {
         MODEL_TENSOR.FFN_UP_EXP,
         MODEL_TENSOR.FFN_DOWN_EXP,
     ],
+    MODEL_ARCH.MUSE_GLIMMER: [
+        MODEL_TENSOR.TOKEN_EMBD,
+        MODEL_TENSOR.OUTPUT,
+        MODEL_TENSOR.OUTPUT_NORM,
+        MODEL_TENSOR.ATTN_Q,
+        MODEL_TENSOR.ATTN_Q_NORM,
+        MODEL_TENSOR.ATTN_K,
+        MODEL_TENSOR.ATTN_K_NORM,
+        MODEL_TENSOR.ATTN_V,
+        MODEL_TENSOR.ATTN_OUT,
+        MODEL_TENSOR.ATTN_GATE,
+        MODEL_TENSOR.FFN_GATE,
+        MODEL_TENSOR.FFN_DOWN,
+        MODEL_TENSOR.FFN_UP,
+        MODEL_TENSOR.ATTN_NORM,
+        MODEL_TENSOR.ATTN_POST_NORM,
+        MODEL_TENSOR.FFN_PRE_NORM,
+        MODEL_TENSOR.FFN_POST_NORM,
+    ],
     MODEL_ARCH.OPENELM: [
         MODEL_TENSOR.TOKEN_EMBD,
         MODEL_TENSOR.OUTPUT_NORM,
@@ -3285,6 +3608,13 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = {
         MODEL_TENSOR.FFN_DOWN_SHEXP,
         MODEL_TENSOR.FFN_UP_SHEXP,
         MODEL_TENSOR.FFN_EXP_PROBS_B,
+        # NextN/MTP tensors
+        MODEL_TENSOR.NEXTN_EH_PROJ,
+        MODEL_TENSOR.NEXTN_EMBED_TOKENS,
+        MODEL_TENSOR.NEXTN_ENORM,
+        MODEL_TENSOR.NEXTN_HNORM,
+        MODEL_TENSOR.NEXTN_SHARED_HEAD_HEAD,
+        MODEL_TENSOR.NEXTN_SHARED_HEAD_NORM,
     ],
     MODEL_ARCH.DEEPSEEK2OCR: [
         MODEL_TENSOR.TOKEN_EMBD,
@@ -3705,6 +4035,12 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = {
         MODEL_TENSOR.FFN_DOWN_SHEXP,
         MODEL_TENSOR.FFN_UP_SHEXP,
         MODEL_TENSOR.FFN_EXP_PROBS_B,
+        # NextN/MTP (draft head)
+        MODEL_TENSOR.ATTN_POST_NORM,
+        MODEL_TENSOR.NEXTN_EH_PROJ,
+        MODEL_TENSOR.NEXTN_ENORM,
+        MODEL_TENSOR.NEXTN_HNORM,
+        MODEL_TENSOR.NEXTN_SHARED_HEAD_NORM,
     ],
     MODEL_ARCH.EXAONE: [
         MODEL_TENSOR.TOKEN_EMBD,
@@ -3840,6 +4176,21 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = {
         MODEL_TENSOR.FFN_DOWN,
         MODEL_TENSOR.FFN_UP,
     ],
+    MODEL_ARCH.GRANITE_SWITCH: [
+        MODEL_TENSOR.TOKEN_EMBD,
+        MODEL_TENSOR.OUTPUT_NORM,
+        MODEL_TENSOR.OUTPUT,
+        MODEL_TENSOR.ATTN_NORM,
+        MODEL_TENSOR.ATTN_QKV,
+        MODEL_TENSOR.ATTN_Q,
+        MODEL_TENSOR.ATTN_K,
+        MODEL_TENSOR.ATTN_V,
+        MODEL_TENSOR.ATTN_OUT,
+        MODEL_TENSOR.FFN_NORM,
+        MODEL_TENSOR.FFN_GATE,
+        MODEL_TENSOR.FFN_DOWN,
+        MODEL_TENSOR.FFN_UP,
+    ],
     MODEL_ARCH.CHAMELEON: [
         MODEL_TENSOR.TOKEN_EMBD,
         MODEL_TENSOR.OUTPUT_NORM,
@@ -4445,6 +4796,7 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = {
         MODEL_TENSOR.D2T,
     ],
     MODEL_ARCH.DFLASH: [
+        MODEL_TENSOR.TOKEN_EMBD,
         MODEL_TENSOR.OUTPUT_NORM,
         MODEL_TENSOR.ATTN_NORM,
         MODEL_TENSOR.ATTN_Q,
@@ -4453,10 +4805,35 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = {
         MODEL_TENSOR.ATTN_OUT,
         MODEL_TENSOR.ATTN_Q_NORM,
         MODEL_TENSOR.ATTN_K_NORM,
+        MODEL_TENSOR.ATTN_SINKS,
+        MODEL_TENSOR.ATTN_Q_A,
+        MODEL_TENSOR.ATTN_Q_B,
+        MODEL_TENSOR.ATTN_Q_A_NORM,
+        MODEL_TENSOR.ATTN_KV,
+        MODEL_TENSOR.ATTN_KV_NORM,
+        MODEL_TENSOR.ATTN_OUT_A,
+        MODEL_TENSOR.ATTN_OUT_B,
+        MODEL_TENSOR.HC_ATTN_FN,
+        MODEL_TENSOR.HC_ATTN_BASE,
+        MODEL_TENSOR.HC_ATTN_SCALE,
+        MODEL_TENSOR.HC_FFN_FN,
+        MODEL_TENSOR.HC_FFN_BASE,
+        MODEL_TENSOR.HC_FFN_SCALE,
+        MODEL_TENSOR.HC_HEAD_FN,
+        MODEL_TENSOR.HC_HEAD_BASE,
+        MODEL_TENSOR.HC_HEAD_SCALE,
         MODEL_TENSOR.FFN_NORM,
         MODEL_TENSOR.FFN_GATE,
         MODEL_TENSOR.FFN_DOWN,
         MODEL_TENSOR.FFN_UP,
+        MODEL_TENSOR.FFN_GATE_INP,
+        MODEL_TENSOR.FFN_EXP_PROBS_B,
+        MODEL_TENSOR.FFN_GATE_EXP,
+        MODEL_TENSOR.FFN_DOWN_EXP,
+        MODEL_TENSOR.FFN_UP_EXP,
+        MODEL_TENSOR.FFN_GATE_SHEXP,
+        MODEL_TENSOR.FFN_DOWN_SHEXP,
+        MODEL_TENSOR.FFN_UP_SHEXP,
         MODEL_TENSOR.FC,
         MODEL_TENSOR.ENC_OUTPUT_NORM,
         # optional DSpark heads
@@ -4679,6 +5056,34 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = {
         MODEL_TENSOR.FFN_DOWN,
         MODEL_TENSOR.FFN_UP,
     ],
+    MODEL_ARCH.QWEN3TTS: [
+        MODEL_TENSOR.TOKEN_EMBD,
+        MODEL_TENSOR.OUTPUT_NORM,
+        MODEL_TENSOR.OUTPUT,
+        MODEL_TENSOR.ATTN_NORM,
+        MODEL_TENSOR.ATTN_Q,
+        MODEL_TENSOR.ATTN_Q_NORM,
+        MODEL_TENSOR.ATTN_K,
+        MODEL_TENSOR.ATTN_K_NORM,
+        MODEL_TENSOR.ATTN_V,
+        MODEL_TENSOR.ATTN_OUT,
+        MODEL_TENSOR.FFN_NORM,
+        MODEL_TENSOR.FFN_GATE,
+        MODEL_TENSOR.FFN_DOWN,
+        MODEL_TENSOR.FFN_UP,
+    ],
+    MODEL_ARCH.POCKETTTS: [
+        MODEL_TENSOR.TOKEN_EMBD,
+        MODEL_TENSOR.OUTPUT_NORM,
+        MODEL_TENSOR.ATTN_NORM,
+        MODEL_TENSOR.ATTN_Q,
+        MODEL_TENSOR.ATTN_K,
+        MODEL_TENSOR.ATTN_V,
+        MODEL_TENSOR.ATTN_OUT,
+        MODEL_TENSOR.FFN_NORM,
+        MODEL_TENSOR.FFN_DOWN,
+        MODEL_TENSOR.FFN_UP,
+    ],
 }
 
 # tensors that will not be serialized
@@ -4953,6 +5358,10 @@ class VisionProjectorType:
     GLM4V = "glm4v"
     YOUTUVL = "youtuvl"
     NEMOTRON_V2_VL = "nemotron_v2_vl"
+    QWEN3TTS_SPKENC = "qwen3tts_spkenc" # audio: ECAPA-TDNN speaker encoder
+    QWEN3TTS_GEN = "qwen3tts_gen" # audio generation: code_predictor
+    POCKETTTS_SPKENC = "pockettts_spkenc" # audio: mimi encoder as voice-prompt encoder
+    POCKETTTS_GEN = "pockettts_gen" # audio generation: flow-matching decoder + mimi decoder
     HUNYUANVL      = "hunyuanvl"
     PARAKEET       = "parakeet"  # audio
     MINIMAXM3      = "minimax_m3"
@@ -4961,6 +5370,7 @@ class VisionProjectorType:
     MIMOVL         = "mimovl"
     MIMO_AUDIO     = "mimo_audio"
     GRANITE4_VISION = "granite4_vision"
+    MUSE_GLIMMER   = "muse-glimmer"
 
 
 # Items here are (block size, type size)
diff --git a/gguf-py/gguf/gguf_reader.py b/gguf-py/gguf/gguf_reader.py
index 0a1b85f50..ea241ada2 100644
--- a/gguf-py/gguf/gguf_reader.py
+++ b/gguf-py/gguf/gguf_reader.py
@@ -22,6 +22,7 @@ if __name__ == "__main__":
     sys.path.insert(0, str(Path(__file__).parent.parent))
 
 from gguf.constants import (
+    GGML_MAX_DIMS,
     GGML_QUANT_SIZES,
     GGUF_DEFAULT_ALIGNMENT,
     GGUF_MAGIC,
@@ -266,6 +267,8 @@ class GGUFReader:
         # Get Tensor Dimensions Count
         n_dims = self._get(offs, np.uint32)
         offs += int(n_dims.nbytes)
+        if n_dims[0] > GGML_MAX_DIMS:
+            raise ValueError(f'Tensor dimensions count {n_dims[0]} exceeds GGML_MAX_DIMS ({GGML_MAX_DIMS})')
 
         # Get Tensor Dimension Array
         dims = self._get(offs, np.uint64, n_dims[0])
@@ -326,7 +329,10 @@ class GGUFReader:
                 raise ValueError(f'Found duplicated tensor with name {tensor_name}')
             tensor_names.add(tensor_name)
             ggml_type = GGMLQuantizationType(raw_dtype[0])
-            n_elems = int(np.prod(dims))
+            # use Python ints: np.prod on uint64 wraps silently on overflow
+            n_elems = 1
+            for dim in dims.tolist():
+                n_elems *= int(dim)
             np_dims = tuple(reversed(dims.tolist()))
             block_size, type_size = GGML_QUANT_SIZES[ggml_type]
             n_bytes = n_elems * type_size // block_size
diff --git a/gguf-py/gguf/gguf_writer.py b/gguf-py/gguf/gguf_writer.py
index c5905164c..05f86396d 100644
--- a/gguf-py/gguf/gguf_writer.py
+++ b/gguf-py/gguf/gguf_writer.py
@@ -280,6 +280,10 @@ class GGUFWriter:
 
         self.kv_data[0][key] = GGUFValue(value=val, type=vtype, sub_type=sub_type)
 
+    def remove_key(self, key: str) -> None:
+        for kv_data in self.kv_data:
+            kv_data.pop(key, None)
+
     def add_uint8(self, key: str, val: int) -> None:
         self.add_key_value(key,val, GGUFValueType.UINT8)
 
@@ -902,6 +906,21 @@ class GGUFWriter:
     def add_embedding_scale(self, value: float) -> None:
         self.add_float32(Keys.LLM.EMBEDDING_SCALE.format(arch=self.arch), value)
 
+    def add_adapter_count(self, count: int) -> None:
+        self.add_uint32(Keys.Adapters.COUNT.format(arch=self.arch), count)
+
+    def add_adapter_token_ids_activate(self, ids: Sequence[int]) -> None:
+        self.add_array(Keys.Adapters.TOKEN_IDS_ACTIVATE.format(arch=self.arch), ids)
+
+    def add_adapter_token_ids_substitute(self, ids: Sequence[int]) -> None:
+        self.add_array(Keys.Adapters.TOKEN_IDS_SUBSTITUTE.format(arch=self.arch), ids)
+
+    def add_adapter_lora_rank(self, rank: int) -> None:
+        self.add_uint32(Keys.Adapters.LORA_RANK.format(arch=self.arch), rank)
+
+    def add_adapter_router_gain(self, gain: float) -> None:
+        self.add_float32(Keys.Adapters.ROUTER_GAIN.format(arch=self.arch), gain)
+
     def add_wkv_head_size(self, size: int) -> None:
         self.add_uint32(Keys.WKV.HEAD_SIZE.format(arch=self.arch), size)
 
@@ -1144,7 +1163,11 @@ class GGUFWriter:
     def add_precompiled_charsmap(self, charsmap: bytes) -> None:
         self.add_array(Keys.Tokenizer.PRECOMPILED_CHARSMAP, charsmap)
 
-    def add_chat_template(self, value: str | Sequence[Mapping[str, str]]) -> None:
+    def add_chat_template(self, value: str | Sequence[Mapping[str, str]] | None) -> None:
+        if value is None:
+            self.remove_key(Keys.Tokenizer.CHAT_TEMPLATE)
+            return
+
         if not isinstance(value, str):
             template_default = None
             template_names = set()
@@ -1199,6 +1222,9 @@ class GGUFWriter:
     def add_clip_has_audio_encoder(self, value: bool) -> None:
         self.add_bool(Keys.Clip.HAS_AUDIO_ENCODER, value)
 
+    def add_clip_has_gen_audio_encoder(self, value: bool) -> None:
+        self.add_bool(Keys.Clip.HAS_GEN_AUDIO_ENCODER, value)
+
     def add_clip_projector_type(self, value: str) -> None:
         self.add_string(Keys.Clip.PROJECTOR_TYPE, value)
 
@@ -1401,6 +1427,35 @@ class GGUFWriter:
     def add_audio_projector_head_count(self, value: int) -> None:
         self.add_uint32(Keys.ClipAudio.Projector.HEAD_COUNT, value)
 
+    # audio generation (mmproj)
+
+    def add_clip_gen_audio_projector_type(self, value: str) -> None:
+        self.add_string(Keys.ClipGenAudio.PROJECTOR_TYPE, value)
+
+    def add_gen_audio_projection_dim(self, value: int) -> None:
+        self.add_uint32(Keys.ClipGenAudio.PROJECTION_DIM, value)
+
+    def add_gen_audio_embedding_length(self, value: int) -> None:
+        self.add_uint32(Keys.ClipGenAudio.EMBEDDING_LENGTH, value)
+
+    def add_gen_audio_feed_forward_length(self, value: int) -> None:
+        self.add_uint32(Keys.ClipGenAudio.FEED_FORWARD_LENGTH, value)
+
+    def add_gen_audio_block_count(self, value: int) -> None:
+        self.add_uint32(Keys.ClipGenAudio.BLOCK_COUNT, value)
+
+    def add_gen_audio_head_count(self, value: int) -> None:
+        self.add_uint32(Keys.ClipGenAudio.Attention.HEAD_COUNT, value)
+
+    def add_gen_audio_head_count_kv(self, value: int) -> None:
+        self.add_uint32(Keys.ClipGenAudio.Attention.HEAD_COUNT_KV, value)
+
+    def add_gen_audio_attention_layernorm_eps(self, value: float) -> None:
+        self.add_float32(Keys.ClipGenAudio.Attention.LAYERNORM_EPS, value)
+
+    def add_gen_audio_model_variant(self, value: str) -> None:
+        self.add_string(Keys.ClipGenAudio.MODEL_VARIANT, value)
+
     def add_xielu_alpha_p(self, values: Sequence[float]):
         self.add_array(Keys.xIELU.ALPHA_P, values)
 
diff --git a/gguf-py/gguf/scripts/gguf_convert_endian.py b/gguf-py/gguf/scripts/gguf_convert_endian.py
index 164c9171e..31618acfc 100755
--- a/gguf-py/gguf/scripts/gguf_convert_endian.py
+++ b/gguf-py/gguf/scripts/gguf_convert_endian.py
@@ -59,11 +59,29 @@ def byteswap_q6_k(tensor, block_offs):
     delta.byteswap(inplace=True)
 
 
+def byteswap_q1_0(tensor, block_offs):
+    # Each block_q1_0 consists of an f16 delta followed by 16 int8 quantizations.
+
+    # Byte-Swap f16 sized delta field
+    delta = tensor.data[block_offs:block_offs + 2].view(dtype=np.uint16)
+    delta.byteswap(inplace=True)
+
+
+def byteswap_tq2_0(tensor, block_offs):
+    # Each block_tq2_0 consists of 64 int8 values followed by 1 f16 value.
+
+    # Byte-Swap f16 sized field
+    delta = tensor.data[block_offs + 64:block_offs + 66].view(dtype=np.uint16)
+    delta.byteswap(inplace=True)
+
+
 byteswap_tensors = {
+    gguf.GGMLQuantizationType.Q1_0:  byteswap_q1_0,
     gguf.GGMLQuantizationType.Q4_0:  byteswap_q4_0,
     gguf.GGMLQuantizationType.Q8_0:  byteswap_q8_0,
     gguf.GGMLQuantizationType.Q4_K:  byteswap_q4_k,
     gguf.GGMLQuantizationType.Q6_K:  byteswap_q6_k,
+    gguf.GGMLQuantizationType.TQ2_0: byteswap_tq2_0,
     gguf.GGMLQuantizationType.MXFP4: byteswap_noop,
     gguf.GGMLQuantizationType.NVFP4: byteswap_noop,
 }
diff --git a/gguf-py/gguf/tensor_mapping.py b/gguf-py/gguf/tensor_mapping.py
index 1e991b873..79d270ab8 100644
--- a/gguf-py/gguf/tensor_mapping.py
+++ b/gguf-py/gguf/tensor_mapping.py
@@ -382,7 +382,7 @@ class TensorNameMap:
         ),
 
         MODEL_TENSOR.ATTN_GATE: (
-            "model.layers.{bid}.self_attn.gate_proj", # afmoe
+            "model.layers.{bid}.self_attn.gate_proj", # afmoe muse-glimmer
             "model.layers.{bid}.linear_attn.in_proj_z",  # qwen3.5
             "model.layers.{bid}.self_attn.g_proj",    # step3.5 head-wise attention gate
         ),
@@ -1298,10 +1298,12 @@ class TensorNameMap:
             "encoder.final_layer_norm", # t5
             "layer_norm",               # neobert
             "model.hidden_norm",        # dflash
+            "encoder.output_norm_enc",  # dflash (transformers MuseGlimmerAssistant)
         ),
 
         MODEL_TENSOR.FC: (
-            "model.fc", # dflash
+            "model.fc",   # dflash
+            "encoder.fc", # dflash (transformers MuseGlimmerAssistant)
         ),
 
         MODEL_TENSOR.DSPARK_MARKOV_W1: (
@@ -1467,6 +1469,7 @@ class TensorNameMap:
             "vision_tower.patch_embed.patchifier.proj", # dots.ocr
             "vision_model.conv1", # Step3-VL
             "model.vision_embedder.patch_dense", # gemma4 unified
+            "model.vision_tower.patch_embedder.patch_embedding", # muse-glimmer
         ),
 
         MODEL_TENSOR.V_ENC_EMBD_NORM: (
@@ -1534,7 +1537,8 @@ class TensorNameMap:
             "siglip2.vision_model.encoder.layers.{bid}.self_attn.q_proj", # youtuvl
             "model.vision_model.transformer.layers.{bid}.self_attn.q_proj", # Deepseek-OCR CLIP, generated
             "vision_model.model.layers.{bid}.self_attn.q_proj.linear", # gemma4
-            "model.qwen2_model.model.model.layers.{bid}.self_attn.q_proj" # Deepseek-OCR-2 qwen2
+            "model.qwen2_model.model.model.layers.{bid}.self_attn.q_proj", # Deepseek-OCR-2 qwen2
+            "model.vision_tower.layers.{bid}.attn.q_proj", # muse-glimmer
         ),
 
         MODEL_TENSOR.V_ENC_ATTN_Q_NORM: (
@@ -1560,7 +1564,8 @@ class TensorNameMap:
             "model.vision_model.transformer.layers.{bid}.self_attn.k_proj", # Deepseek-OCR CLIP, generated
             "siglip2.vision_model.encoder.layers.{bid}.self_attn.k_proj",
             "vision_model.model.layers.{bid}.self_attn.k_proj.linear", # gemma4
-            "model.qwen2_model.model.model.layers.{bid}.self_attn.k_proj" # Deepseek-OCR-2 qwen2
+            "model.qwen2_model.model.model.layers.{bid}.self_attn.k_proj", # Deepseek-OCR-2 qwen2
+            "model.vision_tower.layers.{bid}.attn.k_proj", # muse-glimmer
         ),
 
         MODEL_TENSOR.V_ENC_ATTN_K_NORM: (
@@ -1586,7 +1591,8 @@ class TensorNameMap:
             "siglip2.vision_model.encoder.layers.{bid}.self_attn.v_proj",
             "model.vision_model.transformer.layers.{bid}.self_attn.v_proj", # Deepseek-OCR CLIP, generated
             "vision_model.model.layers.{bid}.self_attn.v_proj.linear", # gemma4
-            "model.qwen2_model.model.model.layers.{bid}.self_attn.v_proj" # Deepseek-OCR-2 qwen2
+            "model.qwen2_model.model.model.layers.{bid}.self_attn.v_proj", # Deepseek-OCR-2 qwen2
+            "model.vision_tower.layers.{bid}.attn.v_proj", # muse-glimmer
         ),
 
         MODEL_TENSOR.V_ENC_INPUT_NORM: (
@@ -1610,6 +1616,7 @@ class TensorNameMap:
             "vision_tower.blocks.{bid}.norm1", # dots.ocr
             "vision_model.transformer.resblocks.{bid}.ln_1", # Step3-VL
             "model.qwen2_model.model.model.layers.{bid}.input_layernorm", # Deepseek-OCR-2 qwen2
+            "model.vision_tower.layers.{bid}.norm1", # muse-glimmer
         ),
 
         MODEL_TENSOR.V_ENC_ATTN_O: (
@@ -1635,6 +1642,7 @@ class TensorNameMap:
             "vision_model.model.layers.{bid}.self_attn.o_proj.linear", # gemma4
             "vision_tower.blocks.{bid}.attn.proj", # dots.ocr
             "vision_model.transformer.resblocks.{bid}.attn.out_proj", # Step3-VL
+            "model.vision_tower.layers.{bid}.attn.proj", # muse-glimmer
         ),
 
         MODEL_TENSOR.V_ENC_ATTN_SINKS: (
@@ -1663,6 +1671,7 @@ class TensorNameMap:
             "vision_tower.blocks.{bid}.norm2", # dots.ocr
             "vision_model.transformer.resblocks.{bid}.ln_2", # Step3-VL
             "model.qwen2_model.model.model.layers.{bid}.post_attention_layernorm", # Deepseek-OCR-2 qwen2
+            "model.vision_tower.layers.{bid}.norm2", # muse-glimmer
         ),
 
         MODEL_TENSOR.V_ENC_FFN_UP: (
@@ -1687,6 +1696,7 @@ class TensorNameMap:
             "vision_model.model.layers.{bid}.mlp.up_proj", # gemma4
             "vision_model.transformer.resblocks.{bid}.mlp.c_fc", # Step3-VL
             "model.qwen2_model.model.model.layers.{bid}.mlp.up_proj", # Deepseek-OCR-2 qwen2
+            "model.vision_tower.layers.{bid}.mlp.fc1", # muse-glimmer
         ),
 
         MODEL_TENSOR.V_ENC_FFN_GATE: (
@@ -1719,6 +1729,7 @@ class TensorNameMap:
             "model.qwen2_model.model.model.layers.{bid}.mlp.down_proj" , # Deepseek-OCR-2 qwen2
             "vision_model.model.layers.{bid}.mlp.down_proj", # gemma4
             "vision_model.transformer.resblocks.{bid}.mlp.c_proj", # Step3-VL
+            "model.vision_tower.layers.{bid}.mlp.fc2", # muse-glimmer
         ),
 
         MODEL_TENSOR.V_ENC_ATTN_POST_NORM: (
@@ -1753,6 +1764,7 @@ class TensorNameMap:
             "model.vision_model.pre_layrnorm", # Deepseek-OCR CLIP
             "vision_tower.patch_embed.patchifier.norm", # dots.ocr
             "vision_model.ln_pre", # Step3-VL
+            "model.vision_tower.ln_pre", # muse-glimmer
         ),
 
         MODEL_TENSOR.V_POST_NORM: (
@@ -1766,6 +1778,7 @@ class TensorNameMap:
             "visual.post_layernorm", # glm4v
             "siglip2.vision_model.post_layernorm",
             "model.qwen2_model.model.model.norm", # Deepseek-OCR-2 qwen2
+            "model.vision_tower.ln_post", # muse-glimmer
         ),
 
         MODEL_TENSOR.V_MM_POST_NORM: (
@@ -2109,6 +2122,7 @@ class TensorNameMap:
             "conformer.subsample_conv_projection.layer{bid}.conv", # gemma4
             "sound_encoder.encoder.subsampling.layers.{bid}", # parakeet
             "encoder.conv{bid}", # mimo-audio-tokenizer
+            "speaker_encoder.blocks.{bid}.conv", # qwen3tts speaker encoder (only bid=0, the stem TDNN)
         ),
 
         MODEL_TENSOR.A_ENC_CONV1D_NORM: (
@@ -2126,6 +2140,7 @@ class TensorNameMap:
 
         MODEL_TENSOR.A_ENC_CONV_OUT: (
             "audio_tower.conv_out", # qwen3omni
+            "speaker_encoder.mfa.conv", # qwen3tts speaker encoder: multi-layer feature aggregation
         ),
 
         MODEL_TENSOR.A_PRE_NORM: (),
@@ -2336,7 +2351,8 @@ class TensorNameMap:
         MODEL_TENSOR.A_MMPROJ_FC: (
             "audio.multi_modal_projector.linear", # qwen2audio
             "audio_tower.proj", # qwen2omni
-            "model.audio_tower.output_proj" # gemma4
+            "model.audio_tower.output_proj", # gemma4
+            "speaker_encoder.fc", # qwen3tts speaker encoder: final speaker embedding projection
         ),
 
         MODEL_TENSOR.A_MM_NORM_PRE: (
@@ -2411,6 +2427,7 @@ class TensorNameMap:
             "conformer.layers.{bid}.lconv1d.linear_start", # gemma3n
             "sound_encoder.encoder.layers.{bid}.conv.pointwise_conv1", # parakeet
             "encoder.layers.{bid}.conv.up_conv", # granite_speech
+            "speaker_encoder.blocks.{bid}.tdnn1.conv", # qwen3tts speaker encoder
         ),
 
         MODEL_TENSOR.A_ENC_CONV_PW2: (
@@ -2418,6 +2435,23 @@ class TensorNameMap:
             "conformer.layers.{bid}.lconv1d.linear_end", # gemma3n
             "sound_encoder.encoder.layers.{bid}.conv.pointwise_conv2", # parakeet
             "encoder.layers.{bid}.conv.down_conv", # granite_speech
+            "speaker_encoder.blocks.{bid}.tdnn2.conv", # qwen3tts speaker encoder
+        ),
+
+        MODEL_TENSOR.A_ENC_SE_CONV1: (
+            "speaker_encoder.blocks.{bid}.se_block.conv1", # qwen3tts
+        ),
+
+        MODEL_TENSOR.A_ENC_SE_CONV2: (
+            "speaker_encoder.blocks.{bid}.se_block.conv2", # qwen3tts
+        ),
+
+        MODEL_TENSOR.A_ENC_ASP_ATTN: (
+            "speaker_encoder.asp.conv", # qwen3tts
+        ),
+
+        MODEL_TENSOR.A_ENC_ASP_TDNN: (
+            "speaker_encoder.asp.tdnn.conv", # qwen3tts
         ),
 
         MODEL_TENSOR.A_ENC_NORM_CONV: (
diff --git a/gguf-py/tests/test_gguf_reader_validation.py b/gguf-py/tests/test_gguf_reader_validation.py
new file mode 100644
index 000000000..98f30a969
--- /dev/null
+++ b/gguf-py/tests/test_gguf_reader_validation.py
@@ -0,0 +1,37 @@
+import struct
+import numpy as np
+import pytest
+
+from gguf.gguf_reader import GGUFReader
+
+
+def _write_gguf(path, n_dims_field, dims):
+    buf = b'GGUF' + struct.pack('<IQQ', 3, 1, 0)  # version 3, 1 tensor, 0 kv
+    name = b'bad_tensor'
+    buf += struct.pack('<Q', len(name)) + name
+    buf += struct.pack('<I', n_dims_field)
+    for d in dims:
+        buf += struct.pack('<Q', d)
+    buf += struct.pack('<I', 0)  # dtype F32
+    buf += struct.pack('<Q', 0)  # tensor offset
+    buf += b'\x00' * 64
+    path.write_bytes(buf)
+
+
+def test_n_dims_upper_bound(tmp_path):
+    # crafted file claims 1_000_000 dims; must be rejected, not read past EOF
+    p = tmp_path / 'evil_ndims.gguf'
+    _write_gguf(p, 1_000_000, [1] * 8)
+    with pytest.raises(ValueError, match='exceeds GGML_MAX_DIMS'):
+        GGUFReader(p)
+
+
+def test_dims_product_no_uint64_wraparound(tmp_path):
+    # dims whose true product overflows uint64; np.prod would wrap to 4 and
+    # silently pass an undersized read. The reader must not accept it.
+    dims = [4194305, 4194305, 211106198978564]
+    assert int(np.prod(np.array(dims, dtype=np.uint64))) == 4  # the wrap bug
+    p = tmp_path / 'evil_overflow.gguf'
+    _write_gguf(p, len(dims), dims)
+    with pytest.raises(ValueError):
+        GGUFReader(p)
diff --git a/include/llama.h b/include/llama.h
index 6e53e2297..bfef0e1d1 100644
--- a/include/llama.h
+++ b/include/llama.h
@@ -203,11 +203,12 @@ extern "C" {
     };
 
     enum llama_load_mode {
-        LLAMA_LOAD_MODE_NONE       = 0, // no special loading mode
-        LLAMA_LOAD_MODE_MMAP       = 1, // memory map the model
-        LLAMA_LOAD_MODE_MLOCK      = 2, // force system to keep model in RAM rather than swapping or compressing
-        LLAMA_LOAD_MODE_MMAP_MLOCK = 3, // mmap + force system to keep model in RAM rather than swapping or compressing
-        LLAMA_LOAD_MODE_DIRECT_IO  = 4, // use direct I/O if available
+        LLAMA_LOAD_MODE_AUTO       = -1, // auto-detect based on device capabilities
+        LLAMA_LOAD_MODE_NONE       =  0, // no special loading mode
+        LLAMA_LOAD_MODE_MMAP       =  1, // memory map the model
+        LLAMA_LOAD_MODE_MLOCK      =  2, // force system to keep model in RAM rather than swapping or compressing
+        LLAMA_LOAD_MODE_MMAP_MLOCK =  3, // mmap + force system to keep model in RAM rather than swapping or compressing
+        LLAMA_LOAD_MODE_DIRECT_IO  =  4, // use direct I/O if available
     };
 
     LLAMA_API const char * llama_load_mode_name(enum llama_load_mode load_mode);
@@ -348,14 +349,15 @@ extern "C" {
     // NOTE: changing the default values of parameters marked as [EXPERIMENTAL] may cause crashes or incorrect results in certain configurations
     //       https://github.com/ggml-org/llama.cpp/pull/7544
     struct llama_context_params {
-        uint32_t n_ctx;             // text context, 0 = from model
-        uint32_t n_batch;           // logical maximum batch size that can be submitted to llama_decode
-        uint32_t n_ubatch;          // physical maximum batch size
-        uint32_t n_seq_max;         // max number of sequences (i.e. distinct states for recurrent models)
-        uint32_t n_rs_seq;          // number of recurrent-state snapshots per seq for rollback (0 = no rollback) [EXPERIMENTAL]
-        uint32_t n_outputs_max;     // max outputs in a ubatch (0 = n_batch)
-        int32_t  n_threads;         // number of threads to use for generation
-        int32_t  n_threads_batch;   // number of threads to use for batch processing
+        uint32_t n_ctx;                 // text context, 0 = from model
+        uint32_t n_batch;               // logical maximum batch size that can be submitted to llama_decode
+        uint32_t n_ubatch;              // physical maximum batch size
+        uint32_t n_seq_max;             // max number of sequences (i.e. distinct states for recurrent models)
+        uint32_t n_rs_seq;              // number of recurrent-state snapshots per seq for rollback (0 = no rollback) [EXPERIMENTAL]
+        uint32_t n_outputs_max;         // max outputs in a ubatch (0 = n_batch)
+        uint32_t n_outputs_max_per_seq; // max outputs per sequence (0 = n_outputs_max)
+        int32_t  n_threads;             // number of threads to use for generation
+        int32_t  n_threads_batch;       // number of threads to use for batch processing
 
         enum llama_context_type      ctx_type;          // set the context type (e.g. MTP)
         enum llama_rope_scaling_type rope_scaling_type; // RoPE scaling type, from `enum llama_rope_scaling_type`
@@ -1054,6 +1056,9 @@ extern "C" {
     //
 
     // Get the backend sampled token for the ith token.
+    // With multiple outputs, sampler state advances when the token is accepted,
+    // not when it is read through this function.
+    // When accepting multiple outputs, accept a contiguous prefix in output order.
     // Returns LLAMA_TOKEN_NULL if no token was sampled.
     LLAMA_API llama_token llama_get_sampled_token_ith(struct llama_context * ctx, int32_t i);
 
@@ -1270,9 +1275,12 @@ extern "C" {
         // [EXPERIMENTAL]
         // backend sampling interface:
 
-        // return true if the backend supports all ops needed by the sampler
+        // return true if the backend supports all ops needed by the sampler and can handle up to n_outputs_max_per_seq outputs per sequence
         // note: call once per sampler
-        bool (*backend_init)(struct llama_sampler * smpl, ggml_backend_buffer_type_t buft);
+        bool (*backend_init)(
+                struct llama_sampler       * smpl,
+                ggml_backend_buffer_type_t   buft,
+                uint32_t                     n_outputs_max_per_seq);
 
         // call after .backend_apply()
         void (*backend_accept)(
@@ -1290,6 +1298,13 @@ extern "C" {
 
         // called before graph execution to set inputs for the current ubatch
         void (*backend_set_input)(struct llama_sampler * smpl);
+
+        // called before rebuilding a sampling graph to clear any internal sampler state
+        void (*backend_reset)(struct llama_sampler * smpl);
+
+        // copy mutable state from src into dst while keeping dst's references to the current sampling graph
+        // src and dst must have the same type and configuration
+        void (*copy_state)(const struct llama_sampler * src, struct llama_sampler * dst);
     };
 
     struct llama_sampler {
@@ -1310,6 +1325,7 @@ extern "C" {
     LLAMA_API void                   llama_sampler_apply (      struct llama_sampler * smpl, llama_token_data_array * cur_p);
     LLAMA_API void                   llama_sampler_reset (      struct llama_sampler * smpl);
     LLAMA_API struct llama_sampler * llama_sampler_clone (const struct llama_sampler * smpl);
+    LLAMA_API void                   llama_sampler_copy  (const struct llama_sampler * src, struct llama_sampler * dst);
     // important: do not free if the sampler has been added to a llama_sampler_chain (via llama_sampler_chain_add)
     LLAMA_API void                   llama_sampler_free  (      struct llama_sampler * smpl);
 
@@ -1424,19 +1440,19 @@ extern "C" {
 
     /// NOTE: Avoid using on the full vocabulary as searching for repeated tokens can become slow. For example, apply top-k or top-p sampling first.
     LLAMA_API struct llama_sampler * llama_sampler_init_penalties(
-                             int32_t   penalty_last_n,   // last n tokens to penalize (0 = disable penalty, -1 = context size)
-                               float   penalty_repeat,   // 1.0 = disabled
-                               float   penalty_freq,     // 0.0 = disabled
-                               float   penalty_present); // 0.0 = disabled
+                             int32_t   n_vocab,
+                             int32_t   penalty_last_n,   // last n tokens to penalize (0 = disable penalty)
+                               float   penalty_repeat,   // must be > 0.0, 1.0 = disabled
+                               float   penalty_freq,     // must be finite, 0.0 = disabled
+                               float   penalty_present); // must be finite, 0.0 = disabled
 
     ///  @details DRY sampler, designed by p-e-w, as described in: https://github.com/oobabooga/text-generation-webui/pull/5677, porting Koboldcpp implementation authored by pi6am: https://github.com/LostRuins/koboldcpp/pull/982
     LLAMA_API struct llama_sampler * llama_sampler_init_dry(
             const struct llama_vocab *  vocab,
-                             int32_t    n_ctx_train,
                                float    dry_multiplier,
                                float    dry_base,
                              int32_t    dry_allowed_length,
-                             int32_t    dry_penalty_last_n,
+                             int32_t    dry_penalty_last_n, // last n tokens to penalize (0 = disable penalty)
                           const char ** seq_breakers,
                               size_t    num_breakers);
 
@@ -1499,6 +1515,7 @@ extern "C" {
     LLAMA_API uint32_t llama_sampler_get_seed(const struct llama_sampler * smpl);
 
     /// @details Sample and accept a token from the idx-th output of the last evaluation
+    // For multiple outputs from one sampler, call this function in output order without gaps.
     //
     // Shorthand for:
     //    const auto * logits = llama_get_logits_ith(ctx, idx);
diff --git a/models/templates/deepseek-ai-DeepSeek-V4-Flash-0731.jinja b/models/templates/deepseek-ai-DeepSeek-V4-Flash-0731.jinja
new file mode 100644
index 000000000..ab689a57c
--- /dev/null
+++ b/models/templates/deepseek-ai-DeepSeek-V4-Flash-0731.jinja
@@ -0,0 +1,140 @@
+{%- if not add_generation_prompt is defined -%}
+  {%- set add_generation_prompt = false -%}
+{%- endif -%}
+{%- if not thinking is defined -%}
+  {%- if enable_thinking is defined -%}
+    {%- set thinking = enable_thinking -%}
+  {%- else -%}
+    {%- set thinking = false -%}
+  {%- endif -%}
+{%- endif -%}
+{%- if not drop_thinking is defined -%}
+  {%- set drop_thinking = true -%}
+{%- endif -%}
+{%- set dsml_token = '｜DSML｜' -%}
+{%- set thinking_start_token = '<think>' -%}
+{%- set thinking_end_token = '</think>' -%}
+{%- set reasoning_effort_high = 'Reasoning Effort: Absolute maximum with no shortcuts permitted.\nYou MUST be very thorough in your thinking and comprehensively decompose the problem to resolve the root cause, rigorously stress-testing your logic against all potential paths, edge cases, and adversarial scenarios.\nExplicitly write out your entire deliberation process, documenting every intermediate step, considered alternative, and rejected hypothesis to ensure absolutely no assumption is left unchecked.\n\n' -%}
+{%- set reasoning_effort_max = 'Reasoning Effort: Beyond maximum — exhaustive, relentless, and uncompromising.\nYou MUST reason with the utmost depth and rigor, leaving absolutely nothing to chance: exhaustively decompose the problem into its most fundamental components, trace every causal chain to its root, and resolve the underlying cause rather than any surface symptom.\nDo not stop reasoning until you have independently verified the solution from multiple angles and are certain that no assumption remains unchecked and no error remains undiscovered.\n\n' -%}
+{%- set response_format_template = '## Response Format:\n\nYou MUST strictly adhere to the following schema to reply:\n' -%}
+{%- set has_tools = false -%}
+{%- set tools_header = '## Tools\n\nYou have access to a set of tools to help answer the user\'s question. You can invoke tools by writing a "<' + dsml_token + 'tool_calls>" block like the following:\n\n<' + dsml_token + 'tool_calls>\n<' + dsml_token + 'invoke name="$TOOL_NAME">\n<' + dsml_token + 'parameter name="$PARAMETER_NAME" string="true|false">$PARAMETER_VALUE</' + dsml_token + 'parameter>\n...\n</' + dsml_token + 'invoke>\n<' + dsml_token + 'invoke name="$TOOL_NAME2">\n...\n</' + dsml_token + 'invoke>\n</' + dsml_token + 'tool_calls>\n\nString parameters should be specified as is and set `string="true"`. For all other types (numbers, booleans, arrays, objects), pass the value in JSON format and set `string="false"`.\n\nIf thinking_mode is enabled (triggered by ' + thinking_start_token + '), you MUST output your complete reasoning inside ' + thinking_start_token + '...' + thinking_end_token + ' BEFORE any tool calls or final response.\n\nOtherwise, output directly after ' + thinking_end_token + ' with tool calls or final response.\n\n### Available Tool Schemas\n\n' -%}
+{%- set tools_footer = '\nYou MUST strictly follow the above defined tool name and parameter schemas to invoke tool calls.\n' -%}
+{%- set ns = namespace(system_prompt='', is_first_sp=true, has_tool_calls=false) -%}
+{%- for message in messages -%}
+  {%- if message['role'] == 'system' -%}
+    {%- if ns.is_first_sp -%}
+      {%- set ns.system_prompt = ns.system_prompt + (message['content'] or '') -%}
+      {%- set ns.is_first_sp = false -%}
+    {%- else -%}
+      {%- set ns.system_prompt = ns.system_prompt + '\n\n' + (message['content'] or '') -%}
+    {%- endif -%}
+  {%- endif -%}
+{%- endfor -%}
+{%- if tools is defined and tools -%}
+  {%- set has_tools = true -%}
+  {%- set ts = namespace(schemas='') -%}
+  {%- for tool in tools -%}
+    {%- if tool['type'] == 'function' -%}
+      {%- set ts.schemas = ts.schemas + (tool['function'] | tojson) + '\n' -%}
+    {%- endif -%}
+  {%- endfor -%}
+  {%- if ns.system_prompt -%}
+    {%- set ns.system_prompt = ns.system_prompt + '\n\n' + tools_header + ts.schemas + tools_footer -%}
+  {%- else -%}
+    {%- set ns.system_prompt = tools_header + ts.schemas + tools_footer -%}
+  {%- endif -%}
+{%- endif -%}
+{%- if response_format is defined -%}
+  {%- if ns.system_prompt -%}
+    {%- set ns.system_prompt = ns.system_prompt + '\n\n' -%}
+  {%- endif -%}
+  {%- set ns.system_prompt = ns.system_prompt + response_format_template + (response_format | tojson) -%}
+{%- endif -%}
+{{- bos_token -}}
+{%- if messages and thinking and reasoning_effort is defined and reasoning_effort == 'high' -%}
+  {{- reasoning_effort_high -}}
+{%- elif messages and thinking and reasoning_effort is defined and reasoning_effort == 'max' -%}
+  {{- reasoning_effort_max -}}
+{%- endif -%}
+{{- ns.system_prompt -}}
+{%- set last_user_idx = namespace(value=-1) -%}
+{%- for message in messages -%}
+  {%- if message['role'] == 'user' or message['role'] == 'developer' or message['role'] == 'tool' -%}
+    {%- set last_user_idx.value = loop.index0 -%}
+  {%- endif -%}
+{%- endfor -%}
+{%- set state = namespace(in_user=false) -%}
+{%- for message in messages -%}
+  {%- if message['role'] == 'tool' -%}
+    {%- set ns.has_tool_calls = true -%}
+  {%- endif -%}
+{%- endfor -%}
+{%- for message in messages -%}
+  {%- if message['role'] == 'user' or message['role'] == 'developer' -%}
+    {%- if state.in_user -%}
+      {{- '\n\n' -}}
+    {%- else -%}
+      {{- '<｜User｜>' -}}
+      {%- set state.in_user = true -%}
+    {%- endif -%}
+    {{- message['content'] or '' -}}
+  {%- elif message['role'] == 'tool' -%}
+    {%- if state.in_user -%}
+      {{- '\n\n' -}}
+    {%- else -%}
+      {{- '<｜User｜>' -}}
+      {%- set state.in_user = true -%}
+    {%- endif -%}
+    {{- '<tool_result>' + (message['content'] or '') + '</tool_result>' -}}
+  {%- elif message['role'] == 'assistant' -%}
+    {%- set state.in_user = false -%}
+    {{- '<｜Assistant｜>' -}}
+    {%- set is_after_last_user = loop.index0 > last_user_idx.value -%}
+    {%- set keep_reasoning = thinking and ((not drop_thinking) or has_tools or is_after_last_user or ns.has_tool_calls) -%}
+    {%- if keep_reasoning -%}
+      {{- thinking_start_token -}}
+      {%- if message['reasoning_content'] is defined and message['reasoning_content'] -%}
+        {{- message['reasoning_content'] -}}
+      {%- endif -%}
+      {{- thinking_end_token -}}
+    {%- else -%}
+      {{- thinking_end_token -}}
+    {%- endif -%}
+    {%- if message['content'] is defined and message['content'] -%}
+      {{- message['content'] -}}
+    {%- endif -%}
+    {%- if message['tool_calls'] -%}
+      {{- '\n\n<' + dsml_token + 'tool_calls>\n' -}}
+      {%- for tool in message['tool_calls'] -%}
+        {%- set func = tool['function'] -%}
+        {{- '<' + dsml_token + 'invoke name="' + func['name'] + '">\n' -}}
+        {%- set args = func['arguments'] -%}
+        {%- if args is string -%}
+          {%- set args = args | from_json -%}
+        {%- endif -%}
+        {%- for key, val in args.items() -%}
+          {%- if val is string -%}
+            {{- '<' + dsml_token + 'parameter name="' + key + '" string="true">' + val + '</' + dsml_token + 'parameter>\n' -}}
+          {%- else -%}
+            {{- '<' + dsml_token + 'parameter name="' + key + '" string="false">' + (val | tojson) + '</' + dsml_token + 'parameter>\n' -}}
+          {%- endif -%}
+        {%- endfor -%}
+        {%- if not args -%}
+          {{- '\n' -}}
+        {%- endif -%}
+        {{- '</' + dsml_token + 'invoke>\n' -}}
+      {%- endfor -%}
+      {{- '</' + dsml_token + 'tool_calls>' -}}
+    {%- endif -%}
+    {{- '<｜end▁of▁sentence｜>' -}}
+  {%- endif -%}
+{%- endfor -%}
+{%- if add_generation_prompt -%}
+  {{- '<｜Assistant｜>' -}}
+  {%- if thinking -%}
+    {{- thinking_start_token -}}
+  {%- else -%}
+    {{- thinking_end_token -}}
+  {%- endif -%}
+{%- endif -%}
diff --git a/models/templates/deepseek-ai-DeepSeek-V4.jinja b/models/templates/deepseek-ai-DeepSeek-V4.jinja
index ad1ff8ce2..c7819149a 100644
--- a/models/templates/deepseek-ai-DeepSeek-V4.jinja
+++ b/models/templates/deepseek-ai-DeepSeek-V4.jinja
@@ -9,11 +9,14 @@
   {%- endif -%}
 {%- endif -%}
 {%- if not drop_thinking is defined -%}
-  {%- set drop_thinking = false -%}
+  {%- set drop_thinking = true -%}
 {%- endif -%}
 {%- set dsml_token = '｜DSML｜' -%}
 {%- set thinking_start_token = '<think>' -%}
 {%- set thinking_end_token = '</think>' -%}
+{%- set reasoning_effort_max = 'Reasoning Effort: Absolute maximum with no shortcuts permitted.\nYou MUST be very thorough in your thinking and comprehensively decompose the problem to resolve the root cause, rigorously stress-testing your logic against all potential paths, edge cases, and adversarial scenarios.\nExplicitly write out your entire deliberation process, documenting every intermediate step, considered alternative, and rejected hypothesis to ensure absolutely no assumption is left unchecked.\n\n' -%}
+{%- set response_format_template = '## Response Format:\n\nYou MUST strictly adhere to the following schema to reply:\n' -%}
+{%- set has_tools = false -%}
 {%- set tools_header = '## Tools\n\nYou have access to a set of tools to help answer the user\'s question. You can invoke tools by writing a "<' + dsml_token + 'tool_calls>" block like the following:\n\n<' + dsml_token + 'tool_calls>\n<' + dsml_token + 'invoke name="$TOOL_NAME">\n<' + dsml_token + 'parameter name="$PARAMETER_NAME" string="true|false">$PARAMETER_VALUE</' + dsml_token + 'parameter>\n...\n</' + dsml_token + 'invoke>\n<' + dsml_token + 'invoke name="$TOOL_NAME2">\n...\n</' + dsml_token + 'invoke>\n</' + dsml_token + 'tool_calls>\n\nString parameters should be specified as is and set `string="true"`. For all other types (numbers, booleans, arrays, objects), pass the value in JSON format and set `string="false"`.\n\nIf thinking_mode is enabled (triggered by ' + thinking_start_token + '), you MUST output your complete reasoning inside ' + thinking_start_token + '...' + thinking_end_token + ' BEFORE any tool calls or final response.\n\nOtherwise, output directly after ' + thinking_end_token + ' with tool calls or final response.\n\n### Available Tool Schemas\n\n' -%}
 {%- set tools_footer = '\nYou MUST strictly follow the above defined tool name and parameter schemas to invoke tool calls.\n' -%}
 {%- set ns = namespace(system_prompt='', is_first_sp=true, has_tool_calls=false) -%}
@@ -28,6 +31,7 @@
   {%- endif -%}
 {%- endfor -%}
 {%- if tools is defined and tools -%}
+  {%- set has_tools = true -%}
   {%- set ts = namespace(schemas='') -%}
   {%- for tool in tools -%}
     {%- if tool['type'] == 'function' -%}
@@ -40,7 +44,16 @@
     {%- set ns.system_prompt = tools_header + ts.schemas + tools_footer -%}
   {%- endif -%}
 {%- endif -%}
+{%- if response_format is defined -%}
+  {%- if ns.system_prompt -%}
+    {%- set ns.system_prompt = ns.system_prompt + '\n\n' -%}
+  {%- endif -%}
+  {%- set ns.system_prompt = ns.system_prompt + response_format_template + (response_format | tojson) -%}
+{%- endif -%}
 {{- bos_token -}}
+{%- if messages and thinking and reasoning_effort is defined and reasoning_effort == 'max' -%}
+  {{- reasoning_effort_max -}}
+{%- endif -%}
 {{- ns.system_prompt -}}
 {%- set last_user_idx = namespace(value=-1) -%}
 {%- for message in messages -%}
@@ -75,8 +88,8 @@
     {%- set state.in_user = false -%}
     {{- '<｜Assistant｜>' -}}
     {%- set is_after_last_user = loop.index0 > last_user_idx.value -%}
-    {%- set retain_reasoning = (not drop_thinking) or (is_after_last_user or ns.has_tool_calls) -%}
-    {%- if retain_reasoning and thinking -%}
+    {%- set keep_reasoning = thinking and ((not drop_thinking) or has_tools or is_after_last_user or ns.has_tool_calls) -%}
+    {%- if keep_reasoning -%}
       {{- thinking_start_token -}}
       {%- if message['reasoning_content'] is defined and message['reasoning_content'] -%}
         {{- message['reasoning_content'] -}}
@@ -104,6 +117,9 @@
             {{- '<' + dsml_token + 'parameter name="' + key + '" string="false">' + (val | tojson) + '</' + dsml_token + 'parameter>\n' -}}
           {%- endif -%}
         {%- endfor -%}
+        {%- if not args -%}
+          {{- '\n' -}}
+        {%- endif -%}
         {{- '</' + dsml_token + 'invoke>\n' -}}
       {%- endfor -%}
       {{- '</' + dsml_token + 'tool_calls>' -}}
@@ -118,4 +134,4 @@
   {%- else -%}
     {{- thinking_end_token -}}
   {%- endif -%}
-{%- endif -%}
\ No newline at end of file
+{%- endif -%}
diff --git a/models/templates/muse-glimmer.jinja b/models/templates/muse-glimmer.jinja
new file mode 100644
index 000000000..7507f3c9f
--- /dev/null
+++ b/models/templates/muse-glimmer.jinja
@@ -0,0 +1,211 @@
+{#
+  Template: Muse Glimmer ATEM Chat Template
+  Renders the ATEM tool-calling protocol: reasoning channel (to=self), tool
+  channels (to=<tool>), and the user channel, plus tool definitions and the
+  valid-recipient list in the system block.
+
+  Whitespace note: every tag uses the {%- -%} / {{- -}} stripping markers, so
+  the indentation below is purely for readability and contributes nothing to
+  the rendered output.
+#}
+{%- macro render_content(content) -%}
+    {%- if content is string -%}
+        {{- content -}}
+    {%- elif content is not none -%}
+        {%- for part in content -%}
+            {%- if part['type'] == 'image' -%}
+                {{- '<|patch|>' -}}
+            {%- elif part['type'] == 'video' -%}
+                {{- '<|video|>' -}}
+            {%- elif part['type'] == 'text' -%}
+                {{- part['text'] -}}
+            {%- endif -%}
+        {%- endfor -%}
+    {%- endif -%}
+{%- endmacro -%}
+{%- macro render_atem(tc) -%}
+    {%- set args = tc.function.arguments -%}
+    {%- if args is not mapping -%}
+        {{- raise_exception('Muse Glimmer ATEM chat template requires tool_call.function.arguments to be a dict (mapping); a JSON string cannot be parsed in the HF jinja sandbox.') -}}
+    {%- endif -%}
+    {{- '<atem:function_calls>\n<atem:invoke name="' + tc.function.name + '">\n' -}}
+    {%- for k, v in args.items() -%}
+        {{- '<atem:parameter name="' + k + '">' -}}
+        {%- if v is boolean -%}
+            {%- if v -%}
+                true
+            {%- else -%}
+                false
+            {%- endif -%}
+        {%- elif v is none -%}
+            null
+        {%- elif v is mapping or (v is iterable and v is not string) -%}
+            {{- v | tojson -}}
+        {%- else -%}
+            {{- v -}}
+        {%- endif -%}
+        {{- '</atem:parameter>\n' -}}
+    {%- endfor -%}
+    {{- '</atem:invoke>\n</atem:function_calls>' -}}
+{%- endmacro -%}
+{%- macro render_tool_defs(tools) -%}
+    {{- 'In this environment you have access to a set of tools you can use to answer the user\'s question.\n\n' -}}
+    {{- 'You can invoke a function by writing a "<atem:function_calls>" block like the following:\n' -}}
+    {{- '<atem:function_calls>\n<atem:invoke name="$FUNCTION_NAME">\n<atem:parameter name="$PARAMETER_NAME">$PARAMETER_VALUE</atem:parameter>\n...\n</atem:invoke>\n</atem:function_calls>\n\n' -}}
+    {{- 'String and scalar parameters should be specified as is, while lists and objects should use JSON format. Note that spaces for string values are not stripped. The output is not expected to be valid XML and is parsed with regular expressions.\n' -}}
+    {{- 'Here are the functions available in JSONSchema format:\n' -}}
+    {{- '// Tool metadata\n' -}}
+    {%- set nsns = namespace(seen=[]) -%}
+    {%- for tool in tools -%}
+        {%- set fn = tool.function if tool.function is defined else tool -%}
+        {%- set tns = fn.name.split('.')[0] -%}
+        {%- if tns not in nsns.seen -%}
+            {%- set nsns.seen = nsns.seen + [tns] -%}
+        {%- endif -%}
+    {%- endfor -%}
+    {%- set nd = tool_namespace_descriptions if tool_namespace_descriptions is defined else {} -%}
+    {%- for tns in nsns.seen -%}
+        {{- '{"name": ' + (tns | tojson) + ', "description": ' + ((nd[tns] if tns in nd else '') | tojson) + '}\n' -}}
+    {%- endfor -%}
+    {{- '// Function schemas' -}}
+    {%- for tool in tools -%}
+        {%- set fn = tool.function if tool.function is defined else tool -%}
+        {{- '\n{"name": ' + (fn.name | tojson) + ', "description": ' + (fn.description | tojson) + ', "parameters": ' + (fn.parameters | tojson) + '}' -}}
+    {%- endfor -%}
+    {{- '\n\nHere\'s an example of how to call a function in the tool set:\n' -}}
+    {{- '(If the tool namespace is not specified, invoke the function directly as `example_function_name` rather than `example_tool_name.example_function_name`)\n\n' -}}
+    {{- 'to=example_tool_name.example_function_name\n\n' -}}
+    {{- '<atem:function_calls>\n<atem:invoke name="example_tool_name.example_function_name">\n' -}}
+    {{- '<atem:parameter name="example_parameter_1">value_1</atem:parameter>\n' -}}
+    {{- '<atem:parameter name="example_parameter_2">This is the value for the second parameter\nthat can span\n"multiple" lines\n</atem:parameter>\n' -}}
+    {{- '</atem:invoke>\n</atem:function_calls>' -}}
+{%- endmacro -%}
+{%- macro render_reasoning() -%}
+    {%- set rs = reasoning_strength if reasoning_strength is defined and reasoning_strength else 'high' -%}
+    {{- 'Reasoning strength: ' + rs + '.' -}}
+{%- endmacro -%}
+{%- macro render_system_meta(tools) -%}
+    {%- set rns = namespace(recipients=['"self"'], nslist=[]) -%}
+    {%- if tools -%}
+        {%- for tool in tools -%}
+            {%- set fn = tool.function if tool.function is defined else tool -%}
+            {%- set tns = fn.name.split('.')[0] -%}
+            {%- if tns not in rns.nslist -%}
+                {%- set rns.nslist = rns.nslist + [tns] -%}
+            {%- endif -%}
+        {%- endfor -%}
+        {%- for tns in rns.nslist -%}
+            {%- set rns.recipients = rns.recipients + ['"' + tns + '.*"'] -%}
+        {%- endfor -%}
+    {%- endif -%}
+    {%- set rns.recipients = rns.recipients + ['"user"'] -%}
+    {{- '# Valid recipients: ' + rns.recipients | join(', ') + '.' -}}
+{%- endmacro -%}
+{{- bos_token -}}
+{%- set ns = namespace(has_system=false) -%}
+{%- for m in messages -%}
+    {%- if m['role'] == 'system' -%}
+        {%- set ns.has_system = true -%}
+    {%- endif -%}
+{%- endfor -%}
+{%- if not ns.has_system -%}
+    {{- '<|start|>system<|message|>You are a helpful AI assistant.' -}}
+    {%- set kc = knowledge_cutoff if knowledge_cutoff is defined and knowledge_cutoff else '2026-01-04' -%}
+    {{- '\nKnowledge cutoff: ' + kc + '.' -}}
+    {%- if current_date is defined and current_date -%}
+        {{- '\nCurrent date: ' + current_date + '.' -}}
+    {%- elif strftime_now is defined -%}
+        {{- '\nCurrent date: ' + strftime_now('%Y-%m-%d') + '.' -}}
+    {%- endif -%}
+    {{- '\n\n' -}}
+    {{- render_reasoning() -}}
+    {%- if tools -%}
+        {{- '\n\n' -}}
+        {{- render_tool_defs(tools) -}}
+    {%- endif -%}
+    {{- '\n\n' -}}
+    {{- render_system_meta(tools) -}}
+    {{- '<|eot|>' -}}
+{%- endif -%}
+{%- for message in messages -%}
+    {%- set role = message['role'] -%}
+    {%- set end_token = '<|eom|>' if (not loop.last and messages[loop.index0 + 1]['role'] == role) else '<|eot|>' -%}
+    {%- if role == 'system' -%}
+        {#- Callers sometimes write the directive into the system prompt themselves.
+            Normalise "Reasoning effort" to "Reasoning strength" (jinja has no
+            case-insensitive replace, hence the four realistic casings), then skip
+            the kwarg-driven line below if the prompt already carries one. -#}
+        {%- set sys_text = render_content(message['content'])
+              | replace('Reasoning effort', 'Reasoning strength')
+              | replace('Reasoning Effort', 'Reasoning Strength')
+              | replace('reasoning effort', 'reasoning strength')
+              | replace('REASONING EFFORT', 'REASONING STRENGTH') -%}
+        {{- '<|start|>system<|message|>' -}}
+        {{- sys_text -}}
+        {%- if 'reasoning strength' not in (sys_text | lower) -%}
+            {{- '\n\n' -}}
+            {{- render_reasoning() -}}
+        {%- endif -%}
+        {%- if tools -%}
+            {{- '\n\n' -}}
+            {{- render_tool_defs(tools) -}}
+        {%- endif -%}
+        {{- '\n\n' -}}
+        {{- render_system_meta(tools) -}}
+        {{- '<|eot|>' -}}
+    {%- elif role == 'user' -%}
+        {{- '<|start|>user<|message|>' -}}
+        {{- render_content(message['content']) -}}
+        {{- '<|eot|>' -}}
+    {%- elif role == 'tool' -%}
+        {%- set tname = message.get('name') -%}
+        {%- if not tname -%}
+            {%- set tcid = message.get('tool_call_id') -%}
+            {%- set rns = namespace(name=tcid if tcid else '') -%}
+            {%- for m in messages -%}
+                {%- if m.get('tool_calls') -%}
+                    {%- for tc in m['tool_calls'] -%}
+                        {%- if tcid is not none and tc.id is defined and tc.id == tcid -%}
+                            {%- set rns.name = tc.function.name -%}
+                        {%- endif -%}
+                    {%- endfor -%}
+                {%- endif -%}
+            {%- endfor -%}
+            {%- set tname = rns.name -%}
+        {%- endif -%}
+        {{- '<|start|>tool ' + tname + '<|message|><tool_output name="' + tname + '">\n' -}}
+        {{- render_content(message['content']) -}}
+        {{- '\n</tool_output><|eot|>' -}}
+    {%- elif role == 'assistant' -%}
+        {%- if message.get('reasoning_content') -%}
+            {{- '<|start|>assistant to=self<|message|>' + message['reasoning_content'] + '<|eom|>' -}}
+        {%- endif -%}
+        {%- if message.get('tool_calls') -%}
+            {%- for tc in message['tool_calls'] -%}
+                {{- '<|start|>assistant to=' + tc.function.name + '<|message|>' -}}
+                {{- render_atem(tc) -}}
+                {%- if loop.last -%}
+                    {{- end_token -}}
+                {%- else -%}
+                    {{- '<|eom|>' -}}
+                {%- endif -%}
+            {%- endfor -%}
+        {%- else -%}
+            {%- set recipient = message.get('recipient') or 'user' -%}
+            {%- set end_turn = message.get('end_turn') -%}
+            {%- if end_turn is none -%}
+                {%- set end_turn = not (recipient and recipient != 'user') -%}
+            {%- endif -%}
+            {{- '<|start|>assistant' -}}
+            {%- if recipient -%}
+                {{- ' to=' + recipient -}}
+            {%- endif -%}
+            {{- '<|message|>' -}}
+            {{- render_content(message['content']) -}}
+            {{- ('<|eot|>' if end_turn else '<|eom|>') -}}
+        {%- endif -%}
+    {%- endif -%}
+{%- endfor -%}
+{%- if add_generation_prompt -%}
+    {{- '<|start|>assistant' -}}
+{%- endif -%}
diff --git a/models/templates/poolside-Laguna-S-2.1.jinja b/models/templates/poolside-Laguna-S-2.1.jinja
index 75c5f4cec..acf45eb42 100644
--- a/models/templates/poolside-Laguna-S-2.1.jinja
+++ b/models/templates/poolside-Laguna-S-2.1.jinja
@@ -1,8 +1,9 @@
 {#- Iteration on laguna_glm_thinking_v8/chat_template.jinja -#}
 {#- No formatting instructions -#}
 {{- "〈|EOS|〉" -}}
-{%- set enable_thinking = enable_thinking | default(false) -%}
+{%- set enable_thinking = enable_thinking | default(true) -%}
 {%- set add_generation_prompt = add_generation_prompt | default(false) -%}
+{%- set preserve_thinking = preserve_thinking | default(false) -%}
 
 {#- ───── header (system message) ───── -#}
 {#- A caller-supplied system message with empty content opts out of the default below, producing no <system> block — used to train without a system message. -#}
@@ -51,7 +52,7 @@
         {%- set reasoning_content = message.reasoning_content -%}
       {%- endif -%}
       {#- Display reasoning content for all messages if enable_thinking -#}
-      {%- if enable_thinking -%}
+      {%- if enable_thinking or preserve_thinking -%}
         {{- '<think>' + reasoning_content + '</think>' -}}
       {%- else -%}
         {{- '</think>' -}}
diff --git a/requirements/requirements-convert_hf_to_gguf.txt b/requirements/requirements-convert_hf_to_gguf.txt
index f80fdc1f6..b1f7c863e 100644
--- a/requirements/requirements-convert_hf_to_gguf.txt
+++ b/requirements/requirements-convert_hf_to_gguf.txt
@@ -2,8 +2,4 @@
 --extra-index-url https://download.pytorch.org/whl/cpu
 
 ## Embedding Gemma requires PyTorch 2.6.0 or later, bumped to 2.11.0 for compatibility
-torch==2.11.0; platform_machine != "s390x"
-
-# torch s390x packages can only be found from nightly builds
---extra-index-url https://download.pytorch.org/whl/nightly
-torch>=0.0.0.dev0; platform_machine == "s390x"
+torch==2.11.0
diff --git a/requirements/requirements-convert_lora_to_gguf.txt b/requirements/requirements-convert_lora_to_gguf.txt
index d091d5648..5758076c4 100644
--- a/requirements/requirements-convert_lora_to_gguf.txt
+++ b/requirements/requirements-convert_lora_to_gguf.txt
@@ -1,4 +1,2 @@
 -r ./requirements-convert_hf_to_gguf.txt
 --extra-index-url https://download.pytorch.org/whl/cpu
-# torch s390x packages can only be found from nightly builds
---extra-index-url https://download.pytorch.org/whl/nightly
diff --git a/scripts/fetch_server_test_models.py b/scripts/fetch_server_test_models.py
deleted file mode 100755
index f43d1f63c..000000000
--- a/scripts/fetch_server_test_models.py
+++ /dev/null
@@ -1,105 +0,0 @@
-#!/usr/bin/env python
-'''
-    This script fetches all the models used in the server tests.
-
-    This is useful for slow tests that use larger models, to avoid them timing out on the model downloads.
-
-    It is meant to be run from the root of the repository.
-
-    Example:
-        python scripts/fetch_server_test_models.py
-        ( cd tools/server/tests && ./tests.sh -v -x -m slow )
-'''
-import ast
-import glob
-import logging
-import os
-from typing import Generator
-from pydantic import BaseModel
-from typing import Optional
-import subprocess
-
-
-class HuggingFaceModel(BaseModel):
-    hf_repo: str
-    hf_file: Optional[str] = None
-
-    class Config:
-        frozen = True
-
-
-def collect_hf_model_test_parameters(test_file) -> Generator[HuggingFaceModel, None, None]:
-    try:
-        with open(test_file) as f:
-            tree = ast.parse(f.read())
-    except Exception as e:
-        logging.error(f'collect_hf_model_test_parameters failed on {test_file}: {e}')
-        return
-
-    for node in ast.walk(tree):
-        if isinstance(node, ast.FunctionDef):
-            for dec in node.decorator_list:
-                if isinstance(dec, ast.Call) and isinstance(dec.func, ast.Attribute) and dec.func.attr == 'parametrize':
-                    param_names = ast.literal_eval(dec.args[0]).split(",")
-                    if "hf_repo" not in param_names:
-                        continue
-
-                    raw_param_values = dec.args[1]
-                    if not isinstance(raw_param_values, ast.List):
-                        logging.warning(f'Skipping non-list parametrize entry at {test_file}:{node.lineno}')
-                        continue
-
-                    hf_repo_idx = param_names.index("hf_repo")
-                    hf_file_idx = param_names.index("hf_file") if "hf_file" in param_names else None
-
-                    for t in raw_param_values.elts:
-                        if not isinstance(t, ast.Tuple):
-                            logging.warning(f'Skipping non-tuple parametrize entry at {test_file}:{node.lineno}')
-                            continue
-                        yield HuggingFaceModel(
-                            hf_repo=ast.literal_eval(t.elts[hf_repo_idx]),
-                            hf_file=ast.literal_eval(t.elts[hf_file_idx]) if hf_file_idx is not None else None)
-
-
-if __name__ == '__main__':
-    logging.basicConfig(level=logging.INFO, format='%(levelname)s: %(message)s')
-
-    models = sorted(list(set([
-        model
-        for test_file in glob.glob('tools/server/tests/unit/test_*.py')
-        for model in collect_hf_model_test_parameters(test_file)
-    ])), key=lambda m: (m.hf_repo, m.hf_file))
-
-    logging.info(f'Found {len(models)} models in parameterized tests:')
-    for m in models:
-        logging.info(f'  - {m.hf_repo} / {m.hf_file}')
-
-    cli_path = os.environ.get(
-        'LLAMA_CLI_BIN_PATH',
-        os.path.join(
-            os.path.dirname(__file__),
-            '../build/bin/Release/llama-cli.exe' if os.name == 'nt' else '../build/bin/llama-cli'))
-
-    for m in models:
-        if '<' in m.hf_repo or (m.hf_file is not None and '<' in m.hf_file):
-            continue
-        if m.hf_file is not None and '-of-' in m.hf_file:
-            logging.warning(f'Skipping model at {m.hf_repo} / {m.hf_file} because it is a split file')
-            continue
-        logging.info(f'Using llama-cli to ensure model {m.hf_repo}/{m.hf_file} was fetched')
-        cmd = [
-            cli_path,
-            '-hfr', m.hf_repo,
-            *([] if m.hf_file is None else ['-hff', m.hf_file]),
-            '-n', '1',
-            '-p', 'Hey',
-            '--no-warmup',
-            '--log-disable',
-            '-st']
-        if m.hf_file != 'tinyllamas/stories260K.gguf' and 'Mistral-Nemo' not in m.hf_repo:
-            cmd += ('-fa', 'on')
-        try:
-            subprocess.check_call(cmd)
-        except subprocess.CalledProcessError:
-            logging.error(f'Failed to fetch model at {m.hf_repo} / {m.hf_file} with command:\n  {" ".join(cmd)}')
-            exit(1)
diff --git a/scripts/hip/gcn-cdna-vgpr-check.py b/scripts/hip/gcn-cdna-vgpr-check.py
index bbbce52ef..40fb78941 100644
--- a/scripts/hip/gcn-cdna-vgpr-check.py
+++ b/scripts/hip/gcn-cdna-vgpr-check.py
@@ -60,90 +60,10 @@ def main():
     log_file = sys.argv[1]
     ignored = {
         '_ZL21gated_linear_attn_f32ILi128EEviiiifPKfS1_S1_S1_S1_Pf',
-        '_ZL18flash_attn_ext_f16ILi64ELi64ELi16ELi2ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi80ELi80ELi16ELi2ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi96ELi96ELi16ELi2ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi64ELi64ELi32ELi1ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
         '_ZL13rwkv_wkv7_f32ILi128EEviiiiPKfS1_S1_S1_S1_S1_S1_Pf',
-        '_ZL18flash_attn_ext_f16ILi80ELi80ELi16ELi1ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi112ELi112ELi16ELi2ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi80ELi80ELi32ELi1ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi96ELi96ELi16ELi1ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi16ELi2ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi16ELi2ELb1ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi96ELi96ELi32ELi1ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi112ELi112ELi16ELi1ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi112ELi112ELi32ELi1ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi16ELi1ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi16ELi1ELb1ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi80ELi80ELi2ELi8ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi96ELi96ELi2ELi8ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi112ELi112ELi2ELi8ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi2ELi8ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi2ELi8ELb1ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi112ELi112ELi16ELi4ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi16ELi4ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi16ELi4ELb1ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi32ELi2ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi96ELi96ELi4ELi4ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi112ELi112ELi4ELi4ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi4ELi4ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi4ELi4ELb1ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi80ELi80ELi4ELi8ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi4ELi8ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi96ELi96ELi64ELi1ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi112ELi112ELi64ELi1ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi64ELi1ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi64ELi1ELb1ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi64ELi64ELi8ELi4ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi80ELi80ELi8ELi4ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi96ELi96ELi8ELi4ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi112ELi112ELi8ELi4ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi80ELi80ELi8ELi2ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi8ELi4ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi8ELi4ELb1ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi96ELi96ELi8ELi2ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi112ELi112ELi8ELi2ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi8ELi2ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi8ELi2ELb1ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi112ELi112ELi8ELi8ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi8ELi8ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi8ELi8ELb1ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL24mul_mat_q_stream_k_fixupIL9ggml_type22ELi8ELb1EEvPKiS2_PfPKfiiimimimi',
-        '_ZL9mul_mat_qIL9ggml_type3ELi32ELb0EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type3ELi48ELb0EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type20ELi32ELb1EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type17ELi64ELb0EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL18flash_attn_ext_f16ILi80ELi80ELi4ELi4ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL15flash_attn_tileILi256ELi256ELi32ELi1ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL9mul_mat_qIL9ggml_type19ELi112ELb1EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type17ELi112ELb1EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type22ELi112ELb1EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type19ELi128ELb0EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type19ELi128ELb1EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type7ELi112ELb1EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type3ELi128ELb0EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type3ELi128ELb1EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type7ELi128ELb0EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type7ELi128ELb1EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type11ELi112ELb0EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type11ELi112ELb1EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL24mul_mat_q_stream_k_fixupIL9ggml_type11ELi128ELb0EEvPKiS2_PfPKfiiimimimi',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi32ELi1ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL9mul_mat_qIL9ggml_type2ELi112ELb0EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL18flash_attn_ext_f16ILi112ELi112ELi32ELi2ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi112ELi112ELi4ELi8ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi32ELi1ELb1ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi32ELi2ELb1ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi128ELi128ELi4ELi8ELb1ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_f16ILi96ELi96ELi4ELi8ELb0ELb0EEvPKcS1_S1_S1_S1_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS5_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL18flash_attn_ext_vecILi128ELi2EL9ggml_type2ELS0_2ELb0EEvPKcS2_S2_S2_S2_PKiPfP15HIP_vector_typeIfLj2EEffffjfiS6_IjLj3EEiiiiiiiiiiiliiliiiiil',
-        '_ZL9mul_mat_qIL9ggml_type10ELi16ELb1EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type12ELi128ELb1EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type40ELi112ELb0EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type40ELi112ELb1EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type40ELi128ELb0EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii',
-        '_ZL9mul_mat_qIL9ggml_type40ELi128ELb1EEvPKcPKiS4_S4_PfS5_iiiiiiiiiiiiiiiii'
+        '_ZL12rwkv_wkv_f32ILi128EEviiiiPKfS1_S1_S1_S1_S1_Pf',
+        '_ZL9mul_mat_qIL9ggml_type10ELi64ELb1EEvPKcPKiS4_S4_PfS5_PKf15HIP_vector_typeIjLj3EEiiiiiS9_S9_iiiS9_S9_iiiS9_',
+        '_ZL9mul_mat_qIL9ggml_type42ELi128ELb1EEvPKcPKiS4_S4_PfS5_PKf15HIP_vector_typeIjLj3EEiiiiiS9_S9_iiiS9_S9_iiiS9_',
     }
 
     functions = parse_log_file(log_file)
diff --git a/scripts/sync-ggml.last b/scripts/sync-ggml.last
index 230e59a95..7af9ecb0f 100644
--- a/scripts/sync-ggml.last
+++ b/scripts/sync-ggml.last
@@ -1 +1 @@
-06ca97616793248fadb410ea8d69c7511b2005e4
+30bf8685ed4eb0a47f2b06229543327749904150
diff --git a/scripts/sync_vendor.py b/scripts/sync_vendor.py
index 679e557a3..4fcfd5267 100755
--- a/scripts/sync_vendor.py
+++ b/scripts/sync_vendor.py
@@ -5,7 +5,7 @@ import os
 import sys
 import subprocess
 
-HTTPLIB_VERSION = "refs/tags/v0.51.0"
+HTTPLIB_VERSION = "refs/tags/v0.53.0"
 
 vendor = {
     "https://github.com/nlohmann/json/releases/latest/download/json.hpp":     "vendor/nlohmann/json.hpp",
@@ -21,7 +21,7 @@ vendor = {
     f"https://raw.githubusercontent.com/yhirose/cpp-httplib/{HTTPLIB_VERSION}/split.py":  "split.py",
     f"https://raw.githubusercontent.com/yhirose/cpp-httplib/{HTTPLIB_VERSION}/LICENSE":   "vendor/cpp-httplib/LICENSE",
 
-    "https://raw.githubusercontent.com/sheredom/subprocess.h/8671cee1fc09f11a70ce3782a0ee13177c3aa387/subprocess.h": "vendor/sheredom/subprocess.h",
+    "https://raw.githubusercontent.com/sheredom/subprocess.h/9ce0d701b6fb10f8f8c4445edd31e7c60a1237e3/subprocess.h": "vendor/sheredom/subprocess.h",
 }
 
 for url, filename in vendor.items():
diff --git a/scripts/ui-assets.cmake b/scripts/ui-assets.cmake
index dc0417ea0..0c1c4de55 100644
--- a/scripts/ui-assets.cmake
+++ b/scripts/ui-assets.cmake
@@ -123,15 +123,15 @@ function(npm_build out_var)
     endif()
 
     if(need_install)
-        message(STATUS "UI: running npm install")
+        message(STATUS "UI: running npm ci")
         execute_process(
-            COMMAND ${NPM_EXECUTABLE} install
+            COMMAND ${NPM_EXECUTABLE} ci
             WORKING_DIRECTORY "${WORK_DIR}"
             RESULT_VARIABLE rc
             ERROR_VARIABLE  err
         )
         if(NOT rc EQUAL 0)
-            message(STATUS "UI: npm install failed (${rc})")
+            message(STATUS "UI: npm ci failed (${rc})")
             message(STATUS "  stderr: ${err}")
             return()
         endif()
diff --git a/skills/code-review/SKILL.md b/skills/code-review/SKILL.md
index 726edbb0c..b9372ddda 100644
--- a/skills/code-review/SKILL.md
+++ b/skills/code-review/SKILL.md
@@ -119,6 +119,7 @@ Public API changes carry a higher bar than internal ones (`CONTRIBUTING.md`). Re
 - In most cases, `build_vit` should be enough to build the transformer graph for vision models. Do not add a loop to build the transformer graph manually, unless you have a very good reason to do so. If you do, please explain why in the PR description.
 - If you need a dedicated preprocessor, there is a high chance that it can be a derived class from one of the existing preprocessors. Check carefully before adding a new preprocessor class.
 - If the model need a new public API in `mtmd.h`, open a discussion first.
+- For audio generation models, see `tools/mtmd/README-dev.md`
 
 ## General (always)
 
diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index 320784c3a..24f05cc91 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -25,6 +25,7 @@ add_library(llama
             llama-kv-cache.cpp
             llama-kv-cache-iswa.cpp
             llama-kv-cache-dsa.cpp
+            llama-kv-cache-msa.cpp
             llama-kv-cache-dsv4.cpp
             llama-memory.cpp
             llama-memory-hybrid.cpp
diff --git a/src/llama-arch.cpp b/src/llama-arch.cpp
index 366d36c37..e82053325 100644
--- a/src/llama-arch.cpp
+++ b/src/llama-arch.cpp
@@ -71,6 +71,7 @@ static const std::map<llm_arch, const char *> LLM_ARCH_NAMES = {
     { LLM_ARCH_OLMO,             "olmo"             },
     { LLM_ARCH_OLMO2,            "olmo2"            },
     { LLM_ARCH_OLMOE,            "olmoe"            },
+    { LLM_ARCH_MUSE_GLIMMER,     "muse-glimmer"     },
     { LLM_ARCH_OPENELM,          "openelm"          },
     { LLM_ARCH_ARCTIC,           "arctic"           },
     { LLM_ARCH_DEEPSEEK,         "deepseek"         },
@@ -100,6 +101,7 @@ static const std::map<llm_arch, const char *> LLM_ARCH_NAMES = {
     { LLM_ARCH_GRANITE,          "granite"          },
     { LLM_ARCH_GRANITE_MOE,      "granitemoe"       },
     { LLM_ARCH_GRANITE_HYBRID,   "granitehybrid"    },
+    { LLM_ARCH_GRANITE_SWITCH,   "graniteswitch"    },
     { LLM_ARCH_CHAMELEON,        "chameleon"        },
     { LLM_ARCH_WAVTOKENIZER_DEC, "wavtokenizer-dec" },
     { LLM_ARCH_PLM,              "plm"              },
@@ -145,6 +147,8 @@ static const std::map<llm_arch, const char *> LLM_ARCH_NAMES = {
     { LLM_ARCH_MELLUM,           "mellum"           },
     { LLM_ARCH_NANBEIGE,         "nanbeige"         },
     { LLM_ARCH_MOTIF3,           "motif3"           },
+    { LLM_ARCH_QWEN3TTS,         "qwen3tts"         },
+    { LLM_ARCH_POCKETTTS,        "pockettts"        },
     { LLM_ARCH_UNKNOWN,          "(unknown)"        },
 };
 
@@ -220,6 +224,11 @@ static const std::map<llm_kv, const char *> LLM_KV_NAMES = {
     { LLM_KV_TIME_DECAY_EXTRA_DIM,              "%s.time_decay_extra_dim"              },
     { LLM_KV_RESIDUAL_SCALE,                    "%s.residual_scale"                    },
     { LLM_KV_EMBEDDING_SCALE,                   "%s.embedding_scale"                   },
+    { LLM_KV_ADAPTER_COUNT,                     "%s.adapters.count"                    },
+    { LLM_KV_ADAPTER_TOKEN_IDS_ACTIVATE,        "%s.adapters.token_ids_activate"       },
+    { LLM_KV_ADAPTER_TOKEN_IDS_SUBSTITUTE,      "%s.adapters.token_ids_substitute"     },
+    { LLM_KV_ADAPTER_LORA_RANK,                 "%s.adapters.lora_rank"                },
+    { LLM_KV_ADAPTER_ROUTER_GAIN,               "%s.adapters.router_gain"              },
     { LLM_KV_TOKEN_SHIFT_COUNT,                 "%s.token_shift_count"                 },
     { LLM_KV_INTERLEAVE_MOE_LAYER_STEP,         "%s.interleave_moe_layer_step"         },
     { LLM_KV_FULL_ATTENTION_INTERVAL,           "%s.full_attention_interval"           },
@@ -1063,6 +1072,7 @@ bool llm_arch_supports_sm_tensor(const llm_arch & arch) {
         case LLM_ARCH_MINIMAX_M3:
         case LLM_ARCH_MISTRAL4:
         case LLM_ARCH_KIMI_LINEAR:
+        case LLM_ARCH_QWEN3TTS:
             return false;
         default:
             return true;
diff --git a/src/llama-arch.h b/src/llama-arch.h
index 7aba22e8e..d785d767e 100644
--- a/src/llama-arch.h
+++ b/src/llama-arch.h
@@ -76,6 +76,7 @@ enum llm_arch {
     LLM_ARCH_OLMO,
     LLM_ARCH_OLMO2,
     LLM_ARCH_OLMOE,
+    LLM_ARCH_MUSE_GLIMMER,
     LLM_ARCH_OPENELM,
     LLM_ARCH_ARCTIC,
     LLM_ARCH_DEEPSEEK,
@@ -105,6 +106,7 @@ enum llm_arch {
     LLM_ARCH_GRANITE,
     LLM_ARCH_GRANITE_MOE,
     LLM_ARCH_GRANITE_HYBRID,
+    LLM_ARCH_GRANITE_SWITCH,
     LLM_ARCH_CHAMELEON,
     LLM_ARCH_WAVTOKENIZER_DEC,
     LLM_ARCH_PLM,
@@ -150,6 +152,8 @@ enum llm_arch {
     LLM_ARCH_DFLASH,
     LLM_ARCH_NANBEIGE,
     LLM_ARCH_MOTIF3,
+    LLM_ARCH_QWEN3TTS,
+    LLM_ARCH_POCKETTTS,
     LLM_ARCH_UNKNOWN,
 };
 
@@ -225,6 +229,11 @@ enum llm_kv {
     LLM_KV_TIME_DECAY_EXTRA_DIM,
     LLM_KV_RESIDUAL_SCALE,
     LLM_KV_EMBEDDING_SCALE,
+    LLM_KV_ADAPTER_COUNT,
+    LLM_KV_ADAPTER_TOKEN_IDS_ACTIVATE,
+    LLM_KV_ADAPTER_TOKEN_IDS_SUBSTITUTE,
+    LLM_KV_ADAPTER_LORA_RANK,
+    LLM_KV_ADAPTER_ROUTER_GAIN,
     LLM_KV_TOKEN_SHIFT_COUNT,
     LLM_KV_INTERLEAVE_MOE_LAYER_STEP,
     LLM_KV_FULL_ATTENTION_INTERVAL,
diff --git a/src/llama-context.cpp b/src/llama-context.cpp
index 4e756efe4..e092dfe8e 100644
--- a/src/llama-context.cpp
+++ b/src/llama-context.cpp
@@ -10,6 +10,7 @@
 #include "llama-mmap.h"
 #include "llama-model.h"
 #include "llama-ext.h"
+#include "llama-sampler.h"
 #include "llama.h"
 
 #include <cinttypes>
@@ -159,25 +160,6 @@ llama_context::llama_context(
         }
     }
 
-    // Initialize backend samplers here so they are part of the sampling graph
-    // before the reserve passes run later in this function. This avoids a later
-    // re-reserve when graph nodes change.
-    if (params.samplers != nullptr && params.n_samplers > 0) {
-        for (size_t i = 0; i < params.n_samplers; ++i) {
-            const auto & config = params.samplers[i];
-
-            if (llama_sampler_chain_get(config.sampler, -1) == nullptr) {
-                throw std::runtime_error("the backend samplers must be of type llama_sampler_chain");
-            }
-
-            if (set_sampler(config.seq_id, config.sampler)) {
-                const int n_samplers = llama_sampler_chain_n(config.sampler);
-
-                LLAMA_LOG_INFO("%s: setting backend sampler for seq_id %d (n = %d)\n", __func__, config.seq_id, n_samplers);
-            }
-        }
-    }
-
     auto rope_scaling_type = params.rope_scaling_type;
     if (rope_scaling_type == LLAMA_ROPE_SCALING_TYPE_UNSPECIFIED) {
         rope_scaling_type = hparams.rope_scaling_type_train;
@@ -265,6 +247,27 @@ llama_context::llama_context(
     cparams.n_ubatch = std::min(cparams.n_batch, params.n_ubatch == 0 ? params.n_batch : params.n_ubatch);
 
     cparams.n_outputs_max = params.n_outputs_max == 0 || llama_model_has_encoder(&model) ? cparams.n_batch : params.n_outputs_max;
+    cparams.n_outputs_max_per_seq = params.n_outputs_max_per_seq == 0 ?
+            cparams.n_outputs_max : std::min(params.n_outputs_max_per_seq, cparams.n_outputs_max);
+
+    // Initialize backend samplers here so they are part of the sampling graph
+    // before the reserve passes run later in this function. This avoids a later
+    // re-reserve when graph nodes change.
+    if (params.samplers != nullptr && params.n_samplers > 0) {
+        for (size_t i = 0; i < params.n_samplers; ++i) {
+            const auto & config = params.samplers[i];
+
+            if (llama_sampler_chain_get(config.sampler, -1) == nullptr) {
+                throw std::runtime_error("the backend samplers must be of type llama_sampler_chain");
+            }
+
+            if (set_sampler(config.seq_id, config.sampler)) {
+                const int n_samplers = llama_sampler_chain_n(config.sampler);
+
+                LLAMA_LOG_INFO("%s: setting backend sampler for seq_id %d (n = %d)\n", __func__, config.seq_id, n_samplers);
+            }
+        }
+    }
 
     cparams.op_offload = params.op_offload;
     cparams.kv_unified = params.kv_unified;
@@ -300,18 +303,19 @@ llama_context::llama_context(
         }
     }
 
-    LLAMA_LOG_INFO("%s: n_seq_max     = %u\n",   __func__, cparams.n_seq_max);
-    LLAMA_LOG_INFO("%s: n_ctx         = %u\n",   __func__, cparams.n_ctx);
-    LLAMA_LOG_INFO("%s: n_ctx_seq     = %u\n",   __func__, cparams.n_ctx_seq);
-    LLAMA_LOG_INFO("%s: n_batch       = %u\n",   __func__, cparams.n_batch);
-    LLAMA_LOG_INFO("%s: n_ubatch      = %u\n",   __func__, cparams.n_ubatch);
-    LLAMA_LOG_INFO("%s: causal_attn   = %d\n",   __func__, cparams.causal_attn);
-    LLAMA_LOG_INFO("%s: flash_attn    = %s\n",   __func__, llama_flash_attn_type_name(params.flash_attn_type));
-    LLAMA_LOG_INFO("%s: kv_unified    = %s\n",   __func__, cparams.kv_unified ? "true" : "false");
-    LLAMA_LOG_INFO("%s: freq_base     = %.1f\n", __func__, cparams.rope_freq_base);
-    LLAMA_LOG_INFO("%s: freq_scale    = %g\n",   __func__, cparams.rope_freq_scale);
-    LLAMA_LOG_INFO("%s: n_rs_seq      = %u\n",   __func__, cparams.n_rs_seq);
-    LLAMA_LOG_INFO("%s: n_outputs_max = %u\n",   __func__, cparams.n_outputs_max);
+    LLAMA_LOG_INFO("%s: n_seq_max             = %u\n",   __func__, cparams.n_seq_max);
+    LLAMA_LOG_INFO("%s: n_ctx                 = %u\n",   __func__, cparams.n_ctx);
+    LLAMA_LOG_INFO("%s: n_ctx_seq             = %u\n",   __func__, cparams.n_ctx_seq);
+    LLAMA_LOG_INFO("%s: n_batch               = %u\n",   __func__, cparams.n_batch);
+    LLAMA_LOG_INFO("%s: n_ubatch              = %u\n",   __func__, cparams.n_ubatch);
+    LLAMA_LOG_INFO("%s: causal_attn           = %d\n",   __func__, cparams.causal_attn);
+    LLAMA_LOG_INFO("%s: flash_attn            = %s\n",   __func__, llama_flash_attn_type_name(params.flash_attn_type));
+    LLAMA_LOG_INFO("%s: kv_unified            = %s\n",   __func__, cparams.kv_unified ? "true" : "false");
+    LLAMA_LOG_INFO("%s: freq_base             = %.1f\n", __func__, cparams.rope_freq_base);
+    LLAMA_LOG_INFO("%s: freq_scale            = %g\n",   __func__, cparams.rope_freq_scale);
+    LLAMA_LOG_INFO("%s: n_rs_seq              = %u\n",   __func__, cparams.n_rs_seq);
+    LLAMA_LOG_INFO("%s: n_outputs_max         = %u\n",   __func__, cparams.n_outputs_max);
+    LLAMA_LOG_INFO("%s: n_outputs_max_per_seq = %u\n",   __func__, cparams.n_outputs_max_per_seq);
 
     if (cparams.n_ctx_seq < hparams.n_ctx_train) {
         LLAMA_LOG_INFO("%s: n_ctx_seq (%u) < n_ctx_train (%u) -- the full capacity of the model will not be utilized\n",
@@ -1231,7 +1235,7 @@ bool llama_context::set_sampler(llama_seq_id seq_id, llama_sampler * sampler) {
     if (sampler && can_offload) {
         auto * buft = ggml_backend_dev_buffer_type(model.dev_output());
 
-        sampler->iface->backend_init(sampler, buft);
+        sampler->iface->backend_init(sampler, buft, cparams.n_outputs_max_per_seq);
 
         sampling.samplers[seq_id] = sampler;
 
@@ -1576,108 +1580,38 @@ int llama_context::encode(const llama_batch & batch_inp) {
     return 0;
 }
 
-static std::map<llama_seq_id, uint32_t> build_seq_to_output_row(const llama_ubatch & ubatch, uint32_t row_offset) {
-    std::map<llama_seq_id, uint32_t> seq_to_row;
-    // how many output tokens we have seen so far for this ubatch.
-    uint32_t local = 0;
-    for (uint32_t i = 0; i < ubatch.n_tokens; ++i) {
-        // skip tokens that are not output.
-        if (!ubatch.output[i]) {
-            continue;
-        }
-
-        const llama_seq_id seq_id = ubatch.seq_id[i][0];
-        // row_offset is the number of output tokens before this ubatch.
-        seq_to_row[seq_id] = row_offset + local;
-        ++local;
-    }
-    return seq_to_row;
-}
-
-static void copy_tensor_async_ints(
-    const std::map<llama_seq_id, ggml_tensor*> & tensor_map,
-    const buffer_view<llama_token> & sampled,
-    const std::map<llama_seq_id, uint32_t> & seq_to_row,
-    ggml_backend_sched_t sched) {
-    if (!sampled.has_data()) {
-        return;
-    }
-
-    for (const auto & [seq_id, tensor] : tensor_map) {
-        auto it = seq_to_row.find(seq_id);
-        if (it == seq_to_row.end()) {
-            continue;
-        }
-
-        const uint32_t row = it->second;
-        GGML_ASSERT(row < sampled.size);
-
-        GGML_ASSERT(ggml_is_contiguous(tensor) && "sampled tokens tensor must be contiguous for async copy");
-
-        ggml_backend_t backend = ggml_backend_sched_get_tensor_backend(sched, tensor);
-        ggml_backend_tensor_get_async(backend, tensor, sampled.data + row, 0, sizeof(sampled.data[row]));
-    }
-}
-
-static void copy_tensor_async_floats(
-    const std::map<llama_seq_id, ggml_tensor*> & tensor_map,
-    const buffer_view<float> & dst,
+template<typename T>
+static void copy_tensor_async_rows(
+    const std::vector<ggml_tensor *> & tensors,
+    const buffer_view<T> & dst,
     size_t stride,
-    std::vector<uint32_t> & counts,
-    const std::map<llama_seq_id, uint32_t> & seq_to_row,
-    ggml_backend_sched_t sched) {
+    uint32_t row_offset,
+    ggml_backend_sched_t sched,
+    std::vector<uint32_t> * counts = nullptr) {
     if (!dst.has_data()) {
         return;
     }
 
-    for (const auto & [seq_id, tensor] : tensor_map) {
-        auto it = seq_to_row.find(seq_id);
-        if (it == seq_to_row.end()) {
+    for (size_t i = 0; i < tensors.size(); ++i) {
+        auto * tensor = tensors[i];
+        if (tensor == nullptr) {
             continue;
         }
 
-        const uint32_t row = it->second;
-        GGML_ASSERT(row < counts.size());
-
-        GGML_ASSERT(ggml_is_contiguous(tensor) && "logits/probs tensor must be contiguous for async copy");
+        const uint32_t row = row_offset + i;
+        const size_t n_elements = ggml_nelements(tensor);
+        GGML_ASSERT(ggml_is_contiguous(tensor) && "sampling tensor must be contiguous for async copy");
+        GGML_ASSERT(n_elements <= stride);
+        GGML_ASSERT((size_t) row * stride + n_elements <= dst.size);
 
         ggml_backend_t backend = ggml_backend_sched_get_tensor_backend(sched, tensor);
-        float * row_ptr = dst.data + (size_t) row * stride;
+        T * row_ptr = dst.data + (size_t) row * stride;
         ggml_backend_tensor_get_async(backend, tensor, row_ptr, 0, ggml_nbytes(tensor));
 
-        // Update the actual number of logits/probabilities that were written for this row.
-        counts[row] = ggml_nelements(tensor);
-    }
-}
-
-static void copy_tensor_async_candidates(
-    const std::map<llama_seq_id, ggml_tensor*> & tensor_map,
-    const buffer_view<llama_token> & dst,
-    size_t stride,
-    std::vector<uint32_t> & counts,
-    const std::map<llama_seq_id, uint32_t> & seq_to_row,
-    ggml_backend_sched_t sched) {
-    if (!dst.has_data()) {
-        return;
-    }
-
-    for (const auto & [seq_id, tensor] : tensor_map) {
-        auto it = seq_to_row.find(seq_id);
-        if (it == seq_to_row.end()) {
-            continue;
+        if (counts) {
+            GGML_ASSERT(row < counts->size());
+            (*counts)[row] = n_elements;
         }
-
-        const uint32_t row = it->second;
-        GGML_ASSERT(row < counts.size());
-
-        GGML_ASSERT(ggml_is_contiguous(tensor) && "candidates tensor must be contiguous for async copy");
-
-        ggml_backend_t backend = ggml_backend_sched_get_tensor_backend(sched, tensor);
-        llama_token * row_ptr = dst.data + (size_t) row * stride;
-        ggml_backend_tensor_get_async(backend, tensor, row_ptr, 0, ggml_nbytes(tensor));
-
-        // Update the actual number of candidates that were written.
-        counts[row] = ggml_nelements(tensor);
     }
 }
 
@@ -1726,12 +1660,12 @@ int llama_context::decode(const llama_batch & batch_inp) {
 
     const uint32_t n_seq_max = cparams.kv_unified ? LLAMA_MAX_SEQ : cparams.n_seq_max;
 
-    // TODO: avoid this workaround in the future
-    if (has_samplers && batch_inp.logits) {
+    // embedding contexts output every token even when batch.logits is not set
+    if (has_samplers && (output_all || batch_inp.logits)) {
         std::vector<int32_t> seq_output_count(n_seq_max, 0);
 
         for (int32_t i = 0; i < batch_inp.n_tokens; ++i) {
-            if (batch_inp.logits[i] == 0) {
+            if (!output_all && batch_inp.logits[i] == 0) {
                 continue;
             }
 
@@ -1740,10 +1674,17 @@ int llama_context::decode(const llama_batch & batch_inp) {
             for (int32_t s = 0; s < ns; ++s) {
                 const llama_seq_id seq_id = batch_inp.seq_id ? batch_inp.seq_id[i][s] : 0;
 
+                if (seq_id < 0 || (uint32_t) seq_id >= n_seq_max) {
+                    continue;
+                }
+
                 seq_output_count[seq_id]++;
-                if (seq_output_count[seq_id] > 1) {
-                    LLAMA_LOG_ERROR("%s: backend sampling requires at most one output token per sequence (seq_id %d had %d)\n",
-                            __func__, seq_id, seq_output_count[seq_id]);
+                auto sampler = sampling.samplers.find(seq_id);
+                if (sampler != sampling.samplers.end() &&
+                        seq_output_count[seq_id] > (int32_t) cparams.n_outputs_max_per_seq) {
+                    LLAMA_LOG_ERROR("%s: backend sampling supports at most %u outputs per sequence "
+                            "(seq_id %d had %d)\n", __func__, cparams.n_outputs_max_per_seq,
+                            seq_id, seq_output_count[seq_id]);
                     return -1;
                 }
             }
@@ -1843,6 +1784,11 @@ int llama_context::decode(const llama_batch & batch_inp) {
         return -2;
     };
 
+    // start a new sampling transaction for this logical batch
+    for (const auto & entry : sampling.samplers) {
+        llama_sampler_backend_begin(entry.second);
+    }
+
     int64_t n_outputs_prev = 0;
     int64_t n_tokens_prev  = 0;
 
@@ -2009,17 +1955,14 @@ int llama_context::decode(const llama_batch & batch_inp) {
             }
         }
 
-        // Copy backend sampling output if this ubatch produced any sampling tensors.
-        if (has_samplers && (!res->t_sampled.empty() || !res->t_sampled_probs.empty() || !res->t_sampled_logits.empty())) {
-            const auto seq_to_output_row = build_seq_to_output_row(ubatch, n_outputs_prev);
+        if (has_samplers) {
             const auto stride = n_vocab;
 
             // async copy the sampling data from the backend to the host
-            copy_tensor_async_ints(res->t_sampled, sampling.sampled, seq_to_output_row, sched.get());
-
-            copy_tensor_async_floats    (res->t_sampled_logits, sampling.logits,     stride, sampling.logits_count,     seq_to_output_row, sched.get());
-            copy_tensor_async_floats    (res->t_sampled_probs,  sampling.probs,      stride, sampling.probs_count,      seq_to_output_row, sched.get());
-            copy_tensor_async_candidates(res->t_candidates,     sampling.candidates, stride, sampling.candidates_count, seq_to_output_row, sched.get());
+            copy_tensor_async_rows(res->t_sampled,        sampling.sampled,    1,      n_outputs_prev, sched.get());
+            copy_tensor_async_rows(res->t_sampled_logits, sampling.logits,     stride, n_outputs_prev, sched.get(), &sampling.logits_count);
+            copy_tensor_async_rows(res->t_sampled_probs,  sampling.probs,      stride, n_outputs_prev, sched.get(), &sampling.probs_count);
+            copy_tensor_async_rows(res->t_candidates,     sampling.candidates, stride, n_outputs_prev, sched.get(), &sampling.candidates_count);
         }
 
         n_outputs_prev += n_outputs;
@@ -2349,6 +2292,7 @@ void llama_context::output_reorder() {
 //
 
 uint32_t llama_context::graph_max_nodes(uint32_t n_tokens) const {
+    uint32_t res;
     if (model.arch == LLM_ARCH_QWEN3NEXT ||
         model.arch == LLM_ARCH_KIMI_LINEAR ||
         model.arch == LLM_ARCH_QWEN35 ||
@@ -2358,11 +2302,31 @@ uint32_t llama_context::graph_max_nodes(uint32_t n_tokens) const {
         (model.arch == LLM_ARCH_DFLASH && model.hparams.dsv4_hc_mult > 0) ||
         model.arch == LLM_ARCH_NANBEIGE ||
         model.arch == LLM_ARCH_MINIMAX_M3) {
-        return std::max<uint32_t>(n_tokens * 40, 32u * model.n_tensors());
+        res = std::max<uint32_t>(n_tokens * 40, 32u * model.n_tensors());
+    } else {
+        res = std::max<uint32_t>(1024u, 8u*model.n_tensors());
+        for (const auto & lora : model.loras) {
+            res += lora->get_n_nodes();
+        }
     }
-    uint32_t res = std::max<uint32_t>(1024u, 8u*model.n_tensors());
-    for (const auto & lora : model.loras) {
-        res += lora->get_n_nodes();
+
+    uint32_t n_sampling_nodes = 0;
+    uint32_t n_sampling_nodes_max = 0;
+    for (const auto & [seq_id, sampler] : sampling.samplers) {
+        const uint32_t n_nodes = llama_sampler_backend_n_nodes(sampler);
+        n_sampling_nodes += n_nodes;
+        if (cparams.n_outputs_max_per_seq > 1) {
+            n_sampling_nodes_max = std::max(n_sampling_nodes_max, n_nodes);
+        }
+    }
+
+    const uint32_t n_sampling_outputs_max = std::min<uint64_t>(
+            std::min(n_tokens, cparams.n_outputs_max),
+            (uint64_t) cparams.n_seq_max * cparams.n_outputs_max_per_seq);
+
+    res += n_sampling_nodes;
+    if (n_sampling_outputs_max > 1) {
+        res += (n_sampling_outputs_max - 1) * n_sampling_nodes_max;
     }
     return res;
 }
@@ -2371,6 +2335,63 @@ llm_graph_result * llama_context::get_gf_res_reserve() const {
     return static_cast<llm_graph_result *>(gf_res_reserve.get());
 }
 
+// pack sampler outputs into as few sequences as possible before using sequences without samplers
+static void ubatch_prepare_reserve(
+              llama_ubatch                            & ubatch,
+              uint32_t                                  n_outputs,
+        const std::map<llama_seq_id, llama_sampler *> & samplers,
+              uint32_t                                  n_outputs_max_per_seq) {
+    const uint32_t n_seqs       = ubatch.n_seqs;
+    const uint32_t n_seq_tokens = ubatch.n_seq_tokens;
+
+    for (uint32_t s = 0; s < n_seqs; ++s) {
+        for (uint32_t t = 0; t < n_seq_tokens; ++t) {
+            const uint32_t i = s * n_seq_tokens + t;
+            ubatch.n_seq_id[i] = 1;
+            ubatch.seq_id[i] = &ubatch.seq_id_unq[s];
+        }
+    }
+
+    // sequences with a sampler that fit in this ubatch
+    std::vector<uint32_t> sampler_seqs;
+    std::vector<bool> has_sampler(n_seqs, false);
+    for (const auto & entry : samplers) {
+        const llama_seq_id seq_id = entry.first;
+        if (seq_id < 0 || (uint32_t) seq_id >= n_seqs) {
+            continue;
+        }
+
+        sampler_seqs.push_back(seq_id);
+        has_sampler[seq_id] = true;
+    }
+
+    uint32_t n_outputs_set = 0;
+
+    const uint32_t n_outputs_per_seq = std::min(n_seq_tokens, n_outputs_max_per_seq);
+    for (uint32_t s : sampler_seqs) {
+        if (n_outputs_set >= n_outputs) {
+            break;
+        }
+
+        for (uint32_t t = 0; t < n_outputs_per_seq && n_outputs_set < n_outputs; ++t) {
+            ubatch.output[s * n_seq_tokens + t] = true;
+            ++n_outputs_set;
+        }
+    }
+
+    // use sequences without samplers for any remaining outputs
+    for (uint32_t t = 0; t < n_seq_tokens && n_outputs_set < n_outputs; ++t) {
+        for (uint32_t s = 0; s < n_seqs && n_outputs_set < n_outputs; ++s) {
+            if (has_sampler[s]) {
+                continue;
+            }
+
+            ubatch.output[s * n_seq_tokens + t] = true;
+            ++n_outputs_set;
+        }
+    }
+}
+
 ggml_cgraph * llama_context::graph_reserve(
         uint32_t n_tokens, uint32_t n_seqs, uint32_t n_outputs, const llama_memory_context_i * mctx, bool split_only, size_t * sizes) {
     LLAMA_LOG_DEBUG("%s: reserving a graph for ubatch with n_tokens = %4u, n_seqs = %2u, n_outputs = %4u\n", __func__, n_tokens, n_seqs, n_outputs);
@@ -2395,14 +2416,7 @@ ggml_cgraph * llama_context::graph_reserve(
     llama_batch_allocr balloc(model.hparams.n_pos_per_embd());
     llama_ubatch ubatch = balloc.ubatch_reserve(n_tokens/n_seqs, n_seqs);
 
-    // set one output token per sequence in order to activate all backend samplers
-    std::vector<llama_seq_id> seq_ids(n_seqs);
-    for (uint32_t i = 0; i < n_seqs; ++i) {
-        seq_ids[i] = i;
-        ubatch.n_seq_id[i] = 1;
-        ubatch.seq_id[i] = &seq_ids[i];
-        ubatch.output[i] = true;
-    }
+    ubatch_prepare_reserve(ubatch, n_outputs, sampling.samplers, cparams.n_outputs_max_per_seq);
 
     auto * res = gf_res_reserve.get();
 
@@ -3489,6 +3503,7 @@ llama_context_params llama_context_default_params() {
         /*.n_seq_max                   =*/ 1,
         /*.n_rs_seq                    =*/ 0,
         /*.n_outputs_max               =*/ 0,
+        /*.n_outputs_max_per_seq       =*/ 1,
         /*.n_threads                   =*/ GGML_DEFAULT_N_THREADS, // TODO: better default
         /*.n_threads_batch             =*/ GGML_DEFAULT_N_THREADS,
         /*.ctx_type                    =*/ LLAMA_CONTEXT_TYPE_DEFAULT,
@@ -3603,8 +3618,9 @@ llama_context * llama_init_from_model(
                        model->hparams.pooling_type, params.pooling_type);
     }
 
+    // router_layer >= 0 means n_layer_nextn is repurposed for a router layer, not real MTP
     if (params.ctx_type == LLAMA_CONTEXT_TYPE_MTP &&
-        model->hparams.n_layer_nextn == 0) {
+        (model->hparams.n_layer_nextn == 0 || model->hparams.router_layer >= 0)) {
         LLAMA_LOG_WARN("%s: context type MTP requested but model doesn't contain MTP layers\n", __func__);
         return nullptr;
     }
diff --git a/src/llama-cparams.h b/src/llama-cparams.h
index 5018170ed..574ce9592 100644
--- a/src/llama-cparams.h
+++ b/src/llama-cparams.h
@@ -15,6 +15,7 @@ struct llama_cparams {
     uint32_t n_seq_max;
     uint32_t n_rs_seq;        // number of recurrent-state snapshots per seq for rollback
     uint32_t n_outputs_max;   // max outputs supported by the context
+    uint32_t n_outputs_max_per_seq;
     int32_t  n_threads;       // number of threads to use for generation
     int32_t  n_threads_batch; // number of threads to use for batch processing
 
diff --git a/src/llama-ext.h b/src/llama-ext.h
index 348bbae95..35d6e58ad 100644
--- a/src/llama-ext.h
+++ b/src/llama-ext.h
@@ -124,3 +124,9 @@ LLAMA_API llama_context * llama_get_ctx_other(struct llama_context * ctx);
 LLAMA_API const int32_t * llama_model_target_layer_ids  (const struct llama_model * model);
 // returns the number of extracted layers from target model
 LLAMA_API uint32_t        llama_model_target_layer_ids_n(const struct llama_model * model);
+
+// retrieves the whole token embedding matrix in F32 format (n_embd * n_vocab)
+// returns total number of elements or 0 on error
+// if out is nullptr, returns the number of tokens without writing to out
+// caller must allocate enough memory for out before calling
+LLAMA_API uint32_t llama_model_get_tok_embd(const struct llama_model * model, float * out);
diff --git a/src/llama-grammar.cpp b/src/llama-grammar.cpp
index 363644464..c685346b6 100644
--- a/src/llama-grammar.cpp
+++ b/src/llama-grammar.cpp
@@ -648,10 +648,12 @@ const char * llama_grammar_parser::parse_sequence(
             } else {
                 throw std::runtime_error(std::string("expecting ',' at ") + pos);
             }
-            bool has_max = max_times != UINT64_MAX;
-            if (min_times > MAX_REPETITION_THRESHOLD || (has_max && max_times > MAX_REPETITION_THRESHOLD)) {
+            if (min_times > MAX_REPETITION_THRESHOLD) {
                 throw std::runtime_error(std::string("number of repetitions exceeds sane defaults, please reduce the number of repetitions"));
             }
+            if (max_times != UINT64_MAX && max_times > MAX_REPETITION_THRESHOLD) {
+                max_times = UINT64_MAX;
+            }
             handle_repetitions(min_times, max_times);
         } else {
             break;
diff --git a/src/llama-graph.cpp b/src/llama-graph.cpp
index 46e14af46..7c56d7655 100644
--- a/src/llama-graph.cpp
+++ b/src/llama-graph.cpp
@@ -4,10 +4,12 @@
 #include "llama-model.h"
 #include "llama-batch.h"
 #include "llama-cparams.h"
+#include "llama-sampler.h"
 
 #include "llama-kv-cache.h"
 #include "llama-kv-cache-iswa.h"
 #include "llama-kv-cache-dsa.h"
+#include "llama-kv-cache-msa.h"
 #include "llama-kv-cache-dsv4.h"
 #include "llama-memory-hybrid.h"
 #include "llama-memory-hybrid-iswa.h"
@@ -518,6 +520,40 @@ bool llm_graph_input_attn_k::can_reuse(const llm_graph_params & params) {
     return res;
 }
 
+llm_graph_input_attn_kv_msa::llm_graph_input_attn_kv_msa(
+        const llama_hparams & hparams,
+        const llama_cparams & cparams,
+        const llama_kv_cache_msa_context * mctx) :
+    llm_graph_input_attn_kv(hparams, cparams, mctx->get_base()),
+    mctx_msa(mctx) {
+}
+
+void llm_graph_input_attn_kv_msa::set_input(const llama_ubatch * ubatch) {
+    llm_graph_input_attn_kv::set_input(ubatch);
+
+    if (self_k_idxs_idx) {
+        mctx_msa->get_idx()->set_input_k_idxs(self_k_idxs_idx, ubatch);
+    }
+}
+
+bool llm_graph_input_attn_kv_msa::can_reuse(const llm_graph_params & params) {
+    mctx_msa = static_cast<const llama_kv_cache_msa_context *>(params.mctx);
+
+    // the parent class operates on the base cache context
+    this->mctx = mctx_msa->get_base();
+
+    bool res = true;
+
+    res &= self_k_idxs->ne[0] == params.ubatch.n_tokens;
+    if (self_k_idxs_idx) {
+        res &= self_k_idxs_idx->ne[0] == params.ubatch.n_tokens;
+    }
+
+    res &= can_reuse_kq_mask(self_kq_mask, this->mctx, params.ubatch, params.cparams);
+
+    return res;
+}
+
 void llm_graph_input_attn_k_dsa::set_input(const llama_ubatch * ubatch) {
     mctx->get_mla()->set_input_k_idxs(self_k_idxs_mla, ubatch);
 
@@ -1318,24 +1354,24 @@ void llm_graph_result::set_outputs(const llm_graph_params & params) {
             }
         }
     }
-    for (auto & [seq_id, t] : t_sampled) {
-        if (t != nullptr) {
-            ggml_set_output(t);
+    for (auto * tensor : t_sampled) {
+        if (tensor != nullptr) {
+            ggml_set_output(tensor);
         }
     }
-    for (auto & [seq_id, t] : t_sampled_probs) {
-        if (t != nullptr) {
-            ggml_set_output(t);
+    for (auto * tensor : t_sampled_probs) {
+        if (tensor != nullptr) {
+            ggml_set_output(tensor);
         }
     }
-    for (auto & [seq_id, t] : t_sampled_logits) {
-        if (t != nullptr) {
-            ggml_set_output(t);
+    for (auto * tensor : t_sampled_logits) {
+        if (tensor != nullptr) {
+            ggml_set_output(tensor);
         }
     }
-    for (auto & [seq_id, t] : t_candidates) {
-        if (t != nullptr) {
-            ggml_set_output(t);
+    for (auto * tensor : t_candidates) {
+        if (tensor != nullptr) {
+            ggml_set_output(tensor);
         }
     }
 }
@@ -3197,6 +3233,34 @@ llm_graph_input_attn_k_dsa * llm_graph_context::build_attn_inp_k_dsa() const {
     return (llm_graph_input_attn_k_dsa *) res->add_input(std::move(inp));
 }
 
+llm_graph_input_attn_kv_msa * llm_graph_context::build_attn_inp_kv_msa(bool msa_enabled) const {
+    const auto * mctx_cur = static_cast<const llama_kv_cache_msa_context *>(mctx);
+
+    auto inp = std::make_unique<llm_graph_input_attn_kv_msa>(hparams, cparams, mctx_cur);
+
+    const auto * mctx_base = mctx_cur->get_base();
+    const auto * mctx_idx  = mctx_cur->get_idx();
+
+    {
+        GGML_ASSERT(hparams.swa_type == LLAMA_SWA_TYPE_NONE && "Use llama_kv_cache_iswa for SWA");
+
+        inp->self_k_idxs = mctx_base->build_input_k_idxs(ctx0, ubatch);
+        inp->self_v_idxs = mctx_base->build_input_v_idxs(ctx0, ubatch);
+
+        inp->self_kq_mask = build_attn_inp_kq_mask(ctx0, mctx_base, ubatch, cparams);
+        inp->self_kq_mask_cnv = inp->self_kq_mask;
+    }
+
+    inp->self_k_rot = mctx_base->build_input_k_rot(ctx0);
+    inp->self_v_rot = mctx_base->build_input_v_rot(ctx0);
+
+    if (msa_enabled) {
+        inp->self_k_idxs_idx = mctx_idx->build_input_k_idxs(ctx0, ubatch);
+    }
+
+    return (llm_graph_input_attn_kv_msa *) res->add_input(std::move(inp));
+}
+
 // TODO: maybe separate the inner implementation into a separate function
 //       like with the non-sliding window equivalent
 //       once sliding-window hybrid caches are a thing.
@@ -3599,77 +3663,102 @@ void llm_graph_context::build_sampling() const {
     auto inp_sampling = std::make_unique<llm_graph_input_sampling>(samplers);
     res->add_input(std::move(inp_sampling));
 
-    std::map<llama_seq_id, int32_t> seq_to_logit_row;
-    int32_t logit_row_idx = 0;
-
-    for (uint32_t i = 0; i < ubatch.n_tokens; i++) {
+    std::map<llama_seq_id, std::vector<uint32_t>> sampling_rows;
+    uint32_t n_rows = 0;
+    for (uint32_t i = 0; i < ubatch.n_tokens; ++i) {
         if (ubatch.output[i]) {
-            llama_seq_id seq_id = ubatch.seq_id[i][0];
-            seq_to_logit_row[seq_id] = logit_row_idx;
-            logit_row_idx++;
+            sampling_rows[ubatch.seq_id[i][0]].push_back(n_rows++);
         }
     }
 
+    res->t_sampled.resize(n_rows, nullptr);
+    res->t_sampled_probs.resize(n_rows, nullptr);
+    res->t_sampled_logits.resize(n_rows, nullptr);
+    res->t_candidates.resize(n_rows, nullptr);
+
     // res->t_logits will contain logits for all tokens that want the logits calculated (logits=1 or output=1)
     GGML_ASSERT(res->t_logits != nullptr && "missing t_logits tensor");
 
-    // add a dummy row of logits
-    // this trick makes the graph static, regardless of which samplers are activated
-    // this is important in order to minimize graph reallocations
+    // add a dummy row to keep the single-output graph static regardless of active samplers
+    // multi-output graphs can still vary with the number of output rows
     ggml_tensor * logits_t = ggml_pad(ctx0, res->t_logits, 0, 1, 0, 0);
 
-    for (const auto & [seq_id, sampler] : samplers) {
-        const auto it = seq_to_logit_row.find(seq_id);
-
-        // inactive samplers always work on the first row
-        const auto row_idx = it != seq_to_logit_row.end() ? it->second : 0;
-        const int i_out    = it != seq_to_logit_row.end() ? 1          : 0;
-
-        ggml_tensor * logits_seq = ggml_view_1d(ctx0, logits_t, logits_t->ne[0], row_idx * logits_t->nb[1]);
-        ggml_format_name(logits_seq, "logits_seq_%d", seq_id);
+    for (const auto & entry : samplers) {
+        if (entry.second->iface->backend_reset) {
+            entry.second->iface->backend_reset(entry.second);
+        }
+    }
 
-        struct llama_sampler_data data = {
-            /*.logits      =*/ logits_seq,
-            /*.probs       =*/ nullptr,
-            /*.sampled     =*/ nullptr,
-            /*.candidates  =*/ nullptr,
-        };
+    static const std::vector<uint32_t> dummy_row = { 0 };
 
-        assert(sampler->iface->backend_apply);
-        sampler->iface->backend_apply(sampler, ctx0, gf, &data);
+    for (const auto & [seq_id, sampler] : samplers) {
+        const auto it = sampling_rows.find(seq_id);
 
-        if (data.sampled != nullptr) {
-            res->t_sampled[seq_id] = data.sampled;
-            outs[1] = data.sampled;
-            ggml_build_forward_select(gf, outs.data(), outs.size(), i_out);
-        }
+        // inactive samplers always work on the first row
+        const bool active = it != sampling_rows.end();
+        const auto & rows = active ? it->second : dummy_row;
+        const int i_out   = active ? 1          : 0;
+
+        for (uint32_t i = 0; i < rows.size(); ++i) {
+            ggml_tensor * logits_seq = ggml_view_1d(ctx0, logits_t, logits_t->ne[0], rows[i] * logits_t->nb[1]);
+            ggml_format_name(logits_seq, "logits_seq_%d_%u", seq_id, i);
+
+            struct llama_sampler_data data = {
+                /*.logits       =*/ logits_seq,
+                /*.probs        =*/ nullptr,
+                /*.sampled      =*/ nullptr,
+                /*.candidates   =*/ nullptr,
+            };
+
+            assert(sampler->iface->backend_apply);
+            sampler->iface->backend_apply(sampler, ctx0, gf, &data);
+
+            if (data.sampled != nullptr) {
+                if (active) {
+                    res->t_sampled[rows[i]] = data.sampled;
+                }
+                outs[1] = data.sampled;
+                ggml_build_forward_select(gf, outs.data(), outs.size(), i_out);
+            }
 
-        if (data.probs != nullptr) {
-            res->t_sampled_probs[seq_id] = data.probs;
-            outs[1] = data.probs;
-            ggml_build_forward_select(gf, outs.data(), outs.size(), i_out);
-        }
+            if (data.probs != nullptr) {
+                if (active) {
+                    res->t_sampled_probs[rows[i]] = data.probs;
+                }
+                outs[1] = data.probs;
+                ggml_build_forward_select(gf, outs.data(), outs.size(), i_out);
+            }
 
-        if (data.logits != nullptr) {
-            res->t_sampled_logits[seq_id] = data.logits;
-            outs[1] = data.logits;
-            ggml_build_forward_select(gf, outs.data(), outs.size(), i_out);
-        }
+            if (data.logits != nullptr) {
+                if (active) {
+                    res->t_sampled_logits[rows[i]] = data.logits;
+                }
+                outs[1] = data.logits;
+                ggml_build_forward_select(gf, outs.data(), outs.size(), i_out);
+            }
 
-        if (data.candidates != nullptr) {
-            res->t_candidates[seq_id] = data.candidates;
-            outs[1] = data.candidates;
-            ggml_build_forward_select(gf, outs.data(), outs.size(), i_out);
+            if (data.candidates != nullptr) {
+                if (active) {
+                    res->t_candidates[rows[i]] = data.candidates;
+                }
+                outs[1] = data.candidates;
+                ggml_build_forward_select(gf, outs.data(), outs.size(), i_out);
+            }
         }
     }
 
-    // TODO: Call llama_sampler_accept_ggml after all samplers have been applied.
+    // TODO: Call backend_accept after all samplers have been applied.
     /*
     for (const auto & [seq_id, sampler] : samplers) {
-        if (auto it = res->t_sampled.find(seq_id); it != res->t_sampled.end()) {
-            ggml_tensor * selected_token = it->second;
-            if (selected_token != nullptr) {
-                llama_sampler_accept_ggml(sampler, ctx0, gf, selected_token);
+        const auto it = sampling_rows.find(seq_id);
+        if (it == sampling_rows.end()) {
+            continue;
+        }
+
+        for (uint32_t row : it->second) {
+            ggml_tensor * selected_token = res->t_sampled[row];
+            if (selected_token != nullptr && sampler->iface->backend_accept) {
+                sampler->iface->backend_accept(sampler, ctx0, gf, selected_token);
             }
         }
     }
diff --git a/src/llama-graph.h b/src/llama-graph.h
index 160e29413..75bc0fe80 100644
--- a/src/llama-graph.h
+++ b/src/llama-graph.h
@@ -23,6 +23,7 @@ struct llama_memory_context_i;
 
 class llama_kv_cache_context;
 class llama_kv_cache_dsa_context;
+class llama_kv_cache_msa_context;
 class llama_kv_cache_dsv4_raw_context;
 class llama_kv_cache_dsv4_context;
 class llama_kv_cache_iswa_context;
@@ -425,6 +426,26 @@ public:
     const llama_kv_cache_dsa_context * mctx;
 };
 
+// standard K/V attention input against the base cache, plus destination indices for the indexer key cache
+class llm_graph_input_attn_kv_msa : public llm_graph_input_attn_kv {
+public:
+    llm_graph_input_attn_kv_msa(
+            const llama_hparams & hparams,
+            const llama_cparams & cparams,
+            const llama_kv_cache_msa_context * mctx);
+    ~llm_graph_input_attn_kv_msa() = default;
+
+    void set_input(const llama_ubatch * ubatch) override;
+
+    bool can_reuse(const llm_graph_params & params) override;
+
+    ggml_tensor * get_k_idxs_idx() const { return self_k_idxs_idx; }
+
+    ggml_tensor * self_k_idxs_idx = nullptr; // I64 [n_batch]
+
+    const llama_kv_cache_msa_context * mctx_msa;
+};
+
 class llm_graph_input_attn_kv_iswa : public llm_graph_input_i {
 public:
     llm_graph_input_attn_kv_iswa(
@@ -883,10 +904,10 @@ public:
 
     std::vector<ggml_tensor *> t_layer_inp;
 
-    std::map<llama_seq_id, ggml_tensor *> t_sampled_logits;
-    std::map<llama_seq_id, ggml_tensor *> t_candidates;
-    std::map<llama_seq_id, ggml_tensor *> t_sampled;
-    std::map<llama_seq_id, ggml_tensor *> t_sampled_probs;
+    std::vector<ggml_tensor *> t_sampled;
+    std::vector<ggml_tensor *> t_sampled_probs;
+    std::vector<ggml_tensor *> t_sampled_logits;
+    std::vector<ggml_tensor *> t_candidates;
 
     std::vector<llm_graph_input_ptr> inputs;
     std::vector<llm_graph_fused_node> fused_nodes;
@@ -1169,6 +1190,8 @@ struct llm_graph_context {
 
     llm_graph_input_attn_k_dsa * build_attn_inp_k_dsa() const;
 
+    llm_graph_input_attn_kv_msa * build_attn_inp_kv_msa(bool msa_enabled) const;
+
     ggml_tensor * build_attn(
             llm_graph_input_attn_k_dsa * inp,
             ggml_tensor * wo,
diff --git a/src/llama-hparams.cpp b/src/llama-hparams.cpp
index 50af97f35..781277f3f 100644
--- a/src/llama-hparams.cpp
+++ b/src/llama-hparams.cpp
@@ -180,16 +180,6 @@ uint32_t llama_hparams::n_embd_v_gqa_max() const {
     return val;
 }
 
-uint32_t llama_hparams::n_embd_k_idx(uint32_t il) const {
-    if (!indexer_kv || indexer_head_size == 0) {
-        return 0; // arch without a MSA indexer
-    }
-    if (il < n_layer_dense_lead) {
-        return 0; // leading dense layers carry no indexer
-    }
-    return indexer_head_size; // 128
-}
-
 uint32_t llama_hparams::n_embd_r() const {
     if (wkv_head_size != 0) {
         // for RWKV models
@@ -287,6 +277,16 @@ bool llama_hparams::has_kv(uint32_t il) const {
     return true;
 }
 
+bool llama_hparams::has_rope(uint32_t il) const {
+    // the router layer stores adapter routing signal, not positional info,
+    // so it must not be RoPE-shifted
+    if (router_layer >= 0 && (int32_t) il == router_layer) {
+        return false;
+    }
+
+    return true;
+}
+
 uint32_t llama_hparams::n_layer() const {
     return n_layer_all - n_layer_nextn;
 }
diff --git a/src/llama-hparams.h b/src/llama-hparams.h
index 3dbf7bf12..dd8ed0cbf 100644
--- a/src/llama-hparams.h
+++ b/src/llama-hparams.h
@@ -53,6 +53,10 @@ struct llama_hparams {
     uint32_t n_embd;
     uint32_t n_layer_all;
     uint32_t n_layer_nextn = 0;
+
+    // granite-switch: index of the single-head "router" KV layer that encodes
+    // per-token adapter selection. -1 when the model has no such layer.
+    int32_t  router_layer = -1;
     uint32_t n_expert = 0;
     uint32_t n_expert_used = 0;
     uint32_t n_rel_attn_bkts = 0;
@@ -230,8 +234,6 @@ struct llama_hparams {
     // MSA
     uint32_t indexer_block_size  = 0;
     uint32_t indexer_local_blocks = 0;
-    // MSA stores its indexer keys in the main KV cache (k_idx tensors);
-    bool indexer_kv = false;
 
     // Indexer is "full" (1) or "shared" (0)
     // Shared indexers reuse top-k from previous full layer
@@ -374,9 +376,6 @@ struct llama_hparams {
     uint32_t n_embd_k_gqa_max() const;
     uint32_t n_embd_v_gqa_max() const;
 
-    // dimension of the single-head MSA indexer key stream
-    uint32_t n_embd_k_idx(uint32_t il = 0) const;
-
     // dimension of the rolling state embeddings
     // corresponds to Mamba's conv_states size or RWKV's token_shift states size
     uint32_t n_embd_r() const;
@@ -394,6 +393,8 @@ struct llama_hparams {
 
     bool has_kv(uint32_t il) const;
 
+    bool has_rope(uint32_t il) const;
+
     // number of effective layers (excludes nextn layers)
     uint32_t n_layer() const;
 
diff --git a/src/llama-kv-cache-dsa.cpp b/src/llama-kv-cache-dsa.cpp
index 241c50365..96cb045d2 100644
--- a/src/llama-kv-cache-dsa.cpp
+++ b/src/llama-kv-cache-dsa.cpp
@@ -23,7 +23,8 @@ llama_kv_cache_dsa::llama_kv_cache_dsa(
                  uint32_t   n_pad,
                  uint32_t   n_swa,
            llama_swa_type   swa_type,
-    const layer_filter_cb & filter,
+    const layer_filter_cb & filter_mla,
+    const layer_filter_cb & filter_lid,
     const  layer_reuse_cb & reuse) :
     hparams_lid(model.hparams), n_stream(unified ? 1 : n_seq_max) {
 
@@ -32,7 +33,7 @@ llama_kv_cache_dsa::llama_kv_cache_dsa(
     kv_mla = std::make_unique<llama_kv_cache>(
             model, model.hparams, type_k, type_v,
             v_trans, offload, unified, kv_size, n_seq_max, n_pad,
-            n_swa, swa_type, nullptr, filter, reuse, nullptr);
+            n_swa, swa_type, nullptr, filter_mla, reuse, nullptr);
 
     // we use llama_kv_cache for caching indexer keys
     // by hand-tweaking some hparams we fool it to create
@@ -49,7 +50,7 @@ llama_kv_cache_dsa::llama_kv_cache_dsa(
     kv_lid = std::make_unique<llama_kv_cache>(
             model, hparams_lid, type_k, type_v,
             v_trans, offload, unified, kv_size, n_seq_max, n_pad,
-            n_swa, swa_type, nullptr, filter, reuse, nullptr);
+            n_swa, swa_type, nullptr, filter_lid, reuse, nullptr);
 }
 
 void llama_kv_cache_dsa::clear(bool data) {
diff --git a/src/llama-kv-cache-dsa.h b/src/llama-kv-cache-dsa.h
index e2b330993..e74fc4d91 100644
--- a/src/llama-kv-cache-dsa.h
+++ b/src/llama-kv-cache-dsa.h
@@ -26,7 +26,8 @@ public:
                      uint32_t   n_pad,
                      uint32_t   n_swa,
                llama_swa_type   swa_type,
-        const layer_filter_cb & filter,
+        const layer_filter_cb & filter_mla,
+        const layer_filter_cb & filter_lid,
         const  layer_reuse_cb & reuse);
 
     ~llama_kv_cache_dsa() = default;
diff --git a/src/llama-kv-cache-msa.cpp b/src/llama-kv-cache-msa.cpp
new file mode 100644
index 000000000..55ef286ca
--- /dev/null
+++ b/src/llama-kv-cache-msa.cpp
@@ -0,0 +1,395 @@
+#include "llama-kv-cache-msa.h"
+
+#include "llama-impl.h"
+#include "llama-batch.h"
+#include "llama-model.h"
+
+#include <algorithm>
+#include <cassert>
+#include <cmath>
+
+// llama_kv_cache_msa
+
+llama_kv_cache_msa::llama_kv_cache_msa(
+        const llama_model & model,
+                ggml_type   type_k,
+                ggml_type   type_v,
+                     bool   v_trans,
+                     bool   offload,
+                     bool   unified,
+                 uint32_t   kv_size,
+                 uint32_t   n_seq_max,
+                 uint32_t   n_pad,
+                 uint32_t   n_swa,
+           llama_swa_type   swa_type,
+    const layer_filter_cb & filter,
+    const layer_filter_cb & filter_idx,
+    const  layer_reuse_cb & reuse) :
+    hparams_idx(model.hparams),
+    n_stream(unified ? 1 : n_seq_max), n_seq_max(n_seq_max), n_pad(n_pad),
+    n_swa(n_swa), swa_type(swa_type) {
+
+    LLAMA_LOG_INFO("%s: creating main KV cache, size = %u cells\n", __func__, kv_size);
+
+    kv_base = std::make_unique<llama_kv_cache>(
+            model, model.hparams, type_k, type_v,
+            v_trans, offload, unified, kv_size, n_seq_max, n_pad,
+            n_swa, swa_type, nullptr, filter, reuse, nullptr);
+
+    // the MSA indexer uses a single key head per layer
+    std::fill(hparams_idx.n_head_kv_arr.begin(), hparams_idx.n_head_kv_arr.end(), 1);
+    hparams_idx.n_embd_head_k_full = model.hparams.indexer_head_size;
+    // the rope parameters are kept identical to the main cache
+
+    LLAMA_LOG_INFO("%s: creating indexer KV cache, size = %u cells\n", __func__, kv_size);
+
+    kv_idx = std::make_unique<llama_kv_cache>(
+            model, hparams_idx, type_k, type_v,
+            v_trans, offload, unified, kv_size, n_seq_max, n_pad,
+            n_swa, swa_type, nullptr, filter_idx, reuse, nullptr);
+}
+
+void llama_kv_cache_msa::clear(bool data) {
+    kv_base->clear(data);
+    kv_idx ->clear(data);
+}
+
+bool llama_kv_cache_msa::seq_rm(llama_seq_id seq_id, llama_pos p0, llama_pos p1) {
+    bool res = true;
+
+    res = res & kv_base->seq_rm(seq_id, p0, p1);
+    res = res & kv_idx ->seq_rm(seq_id, p0, p1);
+
+    return res;
+}
+
+void llama_kv_cache_msa::seq_cp(llama_seq_id seq_id_src, llama_seq_id seq_id_dst, llama_pos p0, llama_pos p1) {
+    kv_base->seq_cp(seq_id_src, seq_id_dst, p0, p1);
+    kv_idx ->seq_cp(seq_id_src, seq_id_dst, p0, p1);
+}
+
+void llama_kv_cache_msa::seq_keep(llama_seq_id seq_id) {
+    kv_base->seq_keep(seq_id);
+    kv_idx ->seq_keep(seq_id);
+}
+
+void llama_kv_cache_msa::seq_add(llama_seq_id seq_id, llama_pos p0, llama_pos p1, llama_pos shift) {
+    kv_base->seq_add(seq_id, p0, p1, shift);
+    kv_idx ->seq_add(seq_id, p0, p1, shift);
+}
+
+void llama_kv_cache_msa::seq_div(llama_seq_id seq_id, llama_pos p0, llama_pos p1, int d) {
+    kv_base->seq_div(seq_id, p0, p1, d);
+    kv_idx ->seq_div(seq_id, p0, p1, d);
+}
+
+llama_pos llama_kv_cache_msa::seq_pos_min(llama_seq_id seq_id) const {
+    return kv_base->seq_pos_min(seq_id);
+}
+
+llama_pos llama_kv_cache_msa::seq_pos_max(llama_seq_id seq_id) const {
+    return kv_base->seq_pos_max(seq_id);
+}
+
+std::map<ggml_backend_buffer_type_t, size_t> llama_kv_cache_msa::memory_breakdown() const {
+    std::map<ggml_backend_buffer_type_t, size_t> mb = kv_base->memory_breakdown();
+    for (const auto & buft_size : kv_idx->memory_breakdown()) {
+        mb[buft_size.first] += buft_size.second;
+    }
+    return mb;
+}
+
+llama_memory_context_ptr llama_kv_cache_msa::init_batch(
+            llama_batch_allocr & balloc,
+            uint32_t n_ubatch,
+            bool embd_all) {
+    GGML_UNUSED(embd_all);
+
+    do {
+        balloc.split_reset();
+
+        std::vector<llama_ubatch> ubatches;
+        while (true) {
+            auto ubatch = n_stream == 1 ? balloc.split_simple(n_ubatch) : balloc.split_equal(n_ubatch, true, 0);
+
+            if (ubatch.n_tokens == 0) {
+                break;
+            }
+
+            ubatches.push_back(std::move(ubatch));
+        }
+
+        if (balloc.get_n_used() < balloc.get_n_tokens()) {
+            // failed to find a suitable split
+            break;
+        }
+
+        auto sinfos_base = kv_base->prepare(ubatches);
+        if (sinfos_base.empty()) {
+            break;
+        }
+
+        auto sinfos_idx = kv_idx->prepare(ubatches);
+        if (sinfos_idx.empty()) {
+            break;
+        }
+
+        assert(sinfos_base.size() == sinfos_idx.size());
+
+        return std::make_unique<llama_kv_cache_msa_context>(
+                this, std::move(sinfos_base), std::move(sinfos_idx), std::move(ubatches));
+    } while (false);
+
+    return std::make_unique<llama_kv_cache_msa_context>(LLAMA_MEMORY_STATUS_FAILED_PREPARE);
+}
+
+llama_memory_context_ptr llama_kv_cache_msa::init_full() {
+    return std::make_unique<llama_kv_cache_msa_context>(this);
+}
+
+llama_memory_context_ptr llama_kv_cache_msa::init_update(llama_context * lctx, bool optimize) {
+    return std::make_unique<llama_kv_cache_msa_context>(this, lctx, optimize);
+}
+
+bool llama_kv_cache_msa::get_can_shift() const {
+    return kv_base->get_can_shift() &&
+           kv_idx ->get_can_shift() &&
+           kv_base->get_size() == kv_idx->get_size();
+}
+
+void llama_kv_cache_msa::state_write(llama_io_write_i & io, llama_seq_id seq_id, llama_state_seq_flags flags) const {
+    kv_base->state_write(io, seq_id, flags);
+    kv_idx ->state_write(io, seq_id, flags);
+}
+
+void llama_kv_cache_msa::state_read(llama_io_read_i & io, llama_seq_id seq_id, llama_state_seq_flags flags) {
+    kv_base->state_read(io, seq_id, flags);
+    kv_idx ->state_read(io, seq_id, flags);
+}
+
+llama_kv_cache * llama_kv_cache_msa::get_base() const {
+    return kv_base.get();
+}
+
+llama_kv_cache * llama_kv_cache_msa::get_idx() const {
+    return kv_idx.get();
+}
+
+// llama_kv_cache_msa_context
+
+llama_kv_cache_msa_context::llama_kv_cache_msa_context(llama_memory_status status) :
+    kv(nullptr), status(status) {}
+
+llama_kv_cache_msa_context::llama_kv_cache_msa_context(
+        llama_kv_cache_msa * kv) :
+    kv(kv),
+    ctx_base(kv->get_base()->init_full()),
+    ctx_idx (kv->get_idx ()->init_full()),
+    status(llama_memory_status_combine(ctx_base->get_status(), ctx_idx->get_status())) {
+}
+
+llama_kv_cache_msa_context::llama_kv_cache_msa_context(
+        llama_kv_cache_msa * kv,
+        llama_context * lctx,
+        bool optimize) :
+    kv(kv),
+    ctx_base(kv->get_base()->init_update(lctx, optimize)),
+    ctx_idx (kv->get_idx ()->init_update(lctx, optimize)),
+    status(llama_memory_status_combine(ctx_base->get_status(), ctx_idx->get_status())) {
+}
+
+llama_kv_cache_msa_context::llama_kv_cache_msa_context(
+        llama_kv_cache_msa * kv,
+        slot_info_vec_t sinfos_base,
+        slot_info_vec_t sinfos_idx,
+        std::vector<llama_ubatch> ubatches) :
+    kv(kv),
+    ubatches(std::move(ubatches)),
+    // here we copy the ubatches. not sure if this is ideal
+    ctx_base(new llama_kv_cache_context(kv->get_base(), std::move(sinfos_base), this->ubatches)),
+    ctx_idx (new llama_kv_cache_context(kv->get_idx (), std::move(sinfos_idx),  this->ubatches)),
+    status(llama_memory_status_combine(ctx_base->get_status(), ctx_idx->get_status())) {
+}
+
+llama_kv_cache_msa_context::~llama_kv_cache_msa_context() = default;
+
+bool llama_kv_cache_msa_context::next() {
+    assert(status == LLAMA_MEMORY_STATUS_SUCCESS);
+
+    ctx_base->next();
+    ctx_idx ->next();
+
+    if (++i_next >= ubatches.size()) {
+        return false;
+    }
+
+    return true;
+}
+
+bool llama_kv_cache_msa_context::apply() {
+    assert(!llama_memory_status_is_fail(status));
+
+    bool res = true;
+
+    res = res & ctx_base->apply();
+    res = res & ctx_idx ->apply();
+
+    return res;
+}
+
+llama_memory_status llama_kv_cache_msa_context::get_status() const {
+    return status;
+}
+
+const llama_ubatch & llama_kv_cache_msa_context::get_ubatch() const {
+    assert(status == LLAMA_MEMORY_STATUS_SUCCESS);
+
+    return ubatches[i_next];
+}
+
+const llama_kv_cache_context * llama_kv_cache_msa_context::get_base() const {
+    assert(status == LLAMA_MEMORY_STATUS_SUCCESS);
+
+    return static_cast<const llama_kv_cache_context *>(ctx_base.get());
+}
+
+const llama_kv_cache_context * llama_kv_cache_msa_context::get_idx() const {
+    assert(status == LLAMA_MEMORY_STATUS_SUCCESS);
+
+    return static_cast<const llama_kv_cache_context *>(ctx_idx.get());
+}
+
+uint32_t llama_kv_cache_msa_context::get_n_pos() const {
+    // pad the value so that the graph remains constant across batches and can be reused
+    const uint32_t n_pad_cur = std::max(kv->get_n_pad(), 256u);
+
+    llama_pos pos_max = -1;
+
+    for (llama_seq_id seq_id = 0; seq_id < (llama_seq_id) kv->get_n_seq_max(); ++seq_id) {
+        pos_max = std::max(pos_max, kv->seq_pos_max(seq_id));
+    }
+
+    return std::max(n_pad_cur, GGML_PAD((uint32_t) (pos_max + 1), n_pad_cur));
+}
+
+void llama_kv_cache_msa_context::set_input_cell_pos(ggml_tensor * dst, const llama_ubatch * ubatch, int32_t div) const {
+    GGML_ASSERT(ggml_backend_buffer_is_host(dst->buffer));
+    GGML_ASSERT(dst->type == GGML_TYPE_I32);
+    GGML_ASSERT(div > 0);
+
+    const int64_t n_tokens    = ubatch->n_tokens;
+    const int64_t n_kv        = dst->ne[0];
+    const int64_t n_stream_ub = dst->ne[1];
+
+    GGML_ASSERT(n_tokens % n_stream_ub == 0);
+    const int64_t n_tps = n_tokens/n_stream_ub;
+
+    int32_t * data = (int32_t *) dst->data;
+
+    for (int64_t s = 0; s < n_stream_ub; ++s) {
+        const llama_seq_id seq_id = ubatch->seq_id[s*n_tps][0];
+
+        const auto & cells = kv->get_base()->get_cells(seq_id);
+
+        for (int64_t j = 0; j < n_kv; ++j) {
+            // the value for empty or other-sequence cells is irrelevant as consumers mask them
+            data[s*n_kv + j] =
+                cells.is_empty(j) || !cells.seq_has(j, seq_id)
+                    ? 0
+                    : (int32_t) (cells.pos_get(j)/div);
+        }
+    }
+}
+
+void llama_kv_cache_msa_context::set_input_pos_slot(ggml_tensor * dst, const llama_ubatch * ubatch) const {
+    GGML_ASSERT(ggml_backend_buffer_is_host(dst->buffer));
+    GGML_ASSERT(dst->type == GGML_TYPE_I32 || dst->type == GGML_TYPE_F32);
+
+    const int64_t n_tokens    = ubatch->n_tokens;
+    const int64_t n_pos       = dst->ne[0];
+    const int64_t n_stream_ub = dst->ne[1];
+
+    GGML_ASSERT(n_tokens % n_stream_ub == 0);
+    const int64_t n_tps = n_tokens/n_stream_ub;
+
+    for (int64_t s = 0; s < n_stream_ub; ++s) {
+        const llama_seq_id seq_id = ubatch->seq_id[s*n_tps][0];
+
+        const auto & cells = kv->get_base()->get_cells(seq_id);
+
+        std::vector<int32_t> map(n_pos, 0);
+
+        for (uint32_t j = 0; j < cells.size(); ++j) {
+            if (cells.is_empty(j) || !cells.seq_has(j, seq_id)) {
+                continue;
+            }
+
+            const llama_pos p0 = cells.pos_get(j);
+
+            if (p0 < 0 || p0 >= n_pos) {
+                continue;
+            }
+
+            map[p0] = (int32_t) j;
+        }
+
+        if (dst->type == GGML_TYPE_I32) {
+            int32_t * data = (int32_t *) dst->data + s*n_pos;
+            std::copy(map.begin(), map.end(), data);
+        } else {
+            float * data = (float *) dst->data + s*n_pos;
+            for (int64_t p = 0; p < n_pos; ++p) {
+                data[p] = (float) map[p];
+            }
+        }
+    }
+}
+
+void llama_kv_cache_msa_context::set_input_pos_mask(ggml_tensor * dst, const llama_ubatch * ubatch) const {
+    GGML_ASSERT(ggml_backend_buffer_is_host(dst->buffer));
+    GGML_ASSERT(dst->type == GGML_TYPE_F32);
+
+    const int64_t n_tokens = ubatch->n_tokens;
+    const int64_t n_pos    = dst->ne[0];
+
+    GGML_ASSERT(dst->ne[1] == n_tokens);
+
+    const uint32_t       n_swa    = kv->get_n_swa();
+    const llama_swa_type swa_type = kv->get_swa_type();
+
+    float * data = (float *) dst->data;
+
+    std::fill(data, data + n_pos*n_tokens, -INFINITY);
+
+    for (int64_t i = 0; i < n_tokens; ++i) {
+        const llama_seq_id seq_id = ubatch->seq_id[i][0];
+
+        const auto & cells = kv->get_base()->get_cells(seq_id);
+
+        const llama_pos p1 = ubatch->pos[i];
+
+        for (uint32_t j = 0; j < cells.size(); ++j) {
+            if (cells.is_empty(j) || !cells.seq_has(j, seq_id)) {
+                continue;
+            }
+
+            const llama_pos p0 = cells.pos_get(j);
+
+            if (p0 < 0 || p0 >= n_pos) {
+                continue;
+            }
+
+            // causal mask
+            if (p0 > p1) {
+                continue;
+            }
+
+            // apply SWA if any
+            if (llama_hparams::is_masked_swa(n_swa, swa_type, p0, p1)) {
+                continue;
+            }
+
+            data[i*n_pos + p0] = 0.0f;
+        }
+    }
+}
diff --git a/src/llama-kv-cache-msa.h b/src/llama-kv-cache-msa.h
new file mode 100644
index 000000000..f09b6d32b
--- /dev/null
+++ b/src/llama-kv-cache-msa.h
@@ -0,0 +1,153 @@
+#pragma once
+
+#include "llama-kv-cache.h"
+
+#include <vector>
+
+// llama_kv_cache_msa
+
+// uses two instances of llama_kv_cache, one for K/V tensors, and one for the MSA indexer tensors
+// both receive identical sequence operations and identical ubatches, so their cell layouts stay in synced.
+// the context also exposes per-ubatch pos - cell translation maps populated from llama_kv_cells via
+// llama_kv_cache::get_cells(), which the model graph uses to run MSA block selection in position space
+
+class llama_kv_cache_msa : public llama_memory_i {
+public:
+    llama_kv_cache_msa(
+            const llama_model & model,
+                    ggml_type   type_k,
+                    ggml_type   type_v,
+                         bool   v_trans,
+                         bool   offload,
+                         bool   unified,
+                     uint32_t   kv_size,
+                     uint32_t   n_seq_max,
+                     uint32_t   n_pad,
+                     uint32_t   n_swa,
+               llama_swa_type   swa_type,
+        const layer_filter_cb & filter,
+        const layer_filter_cb & filter_idx,
+        const  layer_reuse_cb & reuse);
+
+    ~llama_kv_cache_msa() = default;
+
+    // llama_memory_i
+
+    llama_memory_context_ptr init_batch(
+            llama_batch_allocr & balloc,
+            uint32_t n_ubatch,
+            bool embd_all) override;
+
+    llama_memory_context_ptr init_full() override;
+
+    llama_memory_context_ptr init_update(llama_context * lctx, bool optimize) override;
+
+    bool get_can_shift() const override;
+
+    void clear(bool data) override;
+
+    bool seq_rm  (llama_seq_id seq_id,                              llama_pos p0, llama_pos p1) override;
+    void seq_cp  (llama_seq_id seq_id_src, llama_seq_id seq_id_dst, llama_pos p0, llama_pos p1) override;
+    void seq_keep(llama_seq_id seq_id)                                                          override;
+    void seq_add (llama_seq_id seq_id,                              llama_pos p0, llama_pos p1, llama_pos shift) override;
+    void seq_div (llama_seq_id seq_id,                              llama_pos p0, llama_pos p1, int d) override;
+
+    llama_pos seq_pos_min(llama_seq_id seq_id) const override;
+    llama_pos seq_pos_max(llama_seq_id seq_id) const override;
+
+    std::map<ggml_backend_buffer_type_t, size_t> memory_breakdown() const override;
+
+    // state write/load
+
+    void state_write(llama_io_write_i & io, llama_seq_id seq_id = -1, llama_state_seq_flags flags = 0) const override;
+    void state_read (llama_io_read_i  & io, llama_seq_id seq_id = -1, llama_state_seq_flags flags = 0) override;
+
+    // llama_kv_cache_msa specific API
+
+    llama_kv_cache * get_base() const;
+    llama_kv_cache * get_idx () const;
+
+    uint32_t       get_n_pad()    const { return n_pad; }
+    uint32_t       get_n_seq_max() const { return n_seq_max; }
+    uint32_t       get_n_swa()    const { return n_swa; }
+    llama_swa_type get_swa_type() const { return swa_type; }
+
+private:
+    // keep the indexer KV cache hparams instance here as llama_kv_cache stores only a reference
+    llama_hparams hparams_idx;
+
+    const uint32_t n_stream  = 1;
+    const uint32_t n_seq_max = 1;
+    const uint32_t n_pad     = 1;
+
+    const uint32_t       n_swa    = 0;
+    const llama_swa_type swa_type = LLAMA_SWA_TYPE_NONE;
+
+    std::unique_ptr<llama_kv_cache> kv_base;
+    std::unique_ptr<llama_kv_cache> kv_idx;
+};
+
+class llama_kv_cache_msa_context : public llama_memory_context_i {
+public:
+    using slot_info_vec_t = llama_kv_cache::slot_info_vec_t;
+
+    // used for errors
+    llama_kv_cache_msa_context(llama_memory_status status);
+
+    // used to create a full-cache context
+    llama_kv_cache_msa_context(
+            llama_kv_cache_msa * kv);
+
+    // used to create an update context
+    llama_kv_cache_msa_context(
+            llama_kv_cache_msa * kv,
+            llama_context * lctx,
+            bool optimize);
+
+    // used to create a batch processing context from a batch
+    llama_kv_cache_msa_context(
+            llama_kv_cache_msa * kv,
+            slot_info_vec_t sinfos_base,
+            slot_info_vec_t sinfos_idx,
+            std::vector<llama_ubatch> ubatches);
+
+    virtual ~llama_kv_cache_msa_context();
+
+    // llama_memory_context_i
+
+    bool next()  override;
+    bool apply() override;
+
+    llama_memory_status  get_status() const override;
+    const llama_ubatch & get_ubatch() const override;
+
+    // llama_kv_cache_msa_context specific API
+
+    const llama_kv_cache_context * get_base() const;
+    const llama_kv_cache_context * get_idx () const;
+
+    // max position currently present in the cache plus one, padded MSA blocks are defined over token positions
+    // so the block-selection tensors are sized by this value rather than by the number of cells
+    uint32_t get_n_pos() const;
+
+    // position <-> cell translation maps, populated from the base cache cells
+    // the model graph relates cache contents to token positions only through these per ubatch inputs
+    // value for empty or other-sequence cells is 0 so consumers must mask them
+    void set_input_cell_pos(ggml_tensor * dst, const llama_ubatch * ubatch, int32_t div) const;
+    // positions without a cell map to cell 0, consumers must mask them assumes one sequence per stream
+    void set_input_pos_slot(ggml_tensor * dst, const llama_ubatch * ubatch) const;
+    void set_input_pos_mask(ggml_tensor * dst, const llama_ubatch * ubatch) const;
+
+private:
+    llama_kv_cache_msa * kv;
+
+    // the index of the next ubatch to process
+    size_t i_next = 0;
+
+    std::vector<llama_ubatch> ubatches;
+
+    const llama_memory_context_ptr ctx_base;
+    const llama_memory_context_ptr ctx_idx;
+
+    const llama_memory_status status;
+};
diff --git a/src/llama-kv-cache.cpp b/src/llama-kv-cache.cpp
index 44cb1668d..5382cd726 100644
--- a/src/llama-kv-cache.cpp
+++ b/src/llama-kv-cache.cpp
@@ -112,7 +112,7 @@ llama_kv_cache::llama_kv_cache(
         auto it = ctx_map.find(buft);
         if (it == ctx_map.end()) {
             ggml_init_params params = {
-                /*.mem_size   =*/ size_t(3u*(1 + n_stream)*n_layer*ggml_tensor_overhead()), //Reserve tensor metadata for up to 3 tensors per layer (K, V, and optional K_idx), plus one view per tensor per stream.
+                /*.mem_size   =*/ size_t(2u*(1 + n_stream)*n_layer*ggml_tensor_overhead()),
                 /*.mem_buffer =*/ NULL,
                 /*.no_alloc   =*/ true,
             };
@@ -242,25 +242,9 @@ llama_kv_cache::llama_kv_cache(
             v_stream.push_back(has_v ? ggml_view_2d(ctx, v, n_embd_v_gqa, kv_size, v->nb[1], s*v->nb[2]) : nullptr);
         }
 
-        const uint32_t n_embd_k_idx = hparams.n_embd_k_idx(il);
-        ggml_tensor * k_idx = n_embd_k_idx > 0
-            ? ggml_new_tensor_3d(ctx, GGML_TYPE_F32, n_embd_k_idx, kv_size, n_stream)
-            : nullptr;
-        if (k_idx) {
-            ggml_format_name(k_idx, "cache_k_idx_l%d", il);
-            msa_strict_slots = (n_stream == n_seq_max);
-        }
-
-        std::vector<ggml_tensor *> k_idx_stream;
-        for (uint32_t s = 0; s < n_stream; ++s) {
-            k_idx_stream.push_back(k_idx
-                ? ggml_view_2d(ctx, k_idx, n_embd_k_idx, kv_size, k_idx->nb[1], s*k_idx->nb[2])
-                : nullptr);
-        }
-
         map_layer_ids[il] = layers.size();
 
-        layers.push_back({ il, k, v, k_idx, k_stream, v_stream, k_idx_stream });
+        layers.push_back({ il, k, v, k_stream, v_stream, });
     }
 
     if (reuse) {
@@ -309,24 +293,13 @@ llama_kv_cache::llama_kv_cache(
     }
 
     {
-        const size_t memory_size_k     = size_k_bytes();
-        const size_t memory_size_v     = size_v_bytes();
-        const size_t memory_size_k_idx = size_k_idx_bytes();
-        const size_t memory_size_total = memory_size_k + memory_size_v + memory_size_k_idx;
-
-        constexpr float mib = 1024.0f * 1024.0f;
-
-        const std::string k_log = format(", K (%s): %7.2f MiB", ggml_type_name(type_k), (float) memory_size_k / mib);
-        const std::string v_log = format(", V (%s): %7.2f MiB", ggml_type_name(type_v), (float) memory_size_v / mib);
-
-        std::string k_idx_log;
-        if (memory_size_k_idx > 0) {
-            k_idx_log = format(", K_idx (%s): %7.2f MiB", ggml_type_name(GGML_TYPE_F32), (float) memory_size_k_idx / mib);
-        }
+        const size_t memory_size_k = size_k_bytes();
+        const size_t memory_size_v = size_v_bytes();
 
-        LLAMA_LOG_INFO("%s: size = %7.2f MiB (%6u cells, %3d layers, %2u/%u seqs)%s%s%s\n", __func__,
-                (float) memory_size_total / mib, kv_size, (int) layers.size(), n_seq_max, n_stream,
-                k_log.c_str(), v_log.c_str(), k_idx_log.c_str());
+        LLAMA_LOG_INFO("%s: size = %7.2f MiB (%6u cells, %3d layers, %2u/%u seqs), K (%s): %7.2f MiB, V (%s): %7.2f MiB\n", __func__,
+                (float)(memory_size_k + memory_size_v) / (1024.0f * 1024.0f), kv_size, (int) layers.size(), n_seq_max, n_stream,
+                ggml_type_name(type_k), (float)memory_size_k / (1024.0f * 1024.0f),
+                ggml_type_name(type_v), (float)memory_size_v / (1024.0f * 1024.0f));
     }
 
     // TODO: refactor [TAG_KV_CACHE_SHARE_CELLS]
@@ -419,39 +392,6 @@ bool llama_kv_cache::seq_rm(llama_seq_id seq_id, llama_pos p0, llama_pos p1) {
         p1 = std::numeric_limits<llama_pos>::max();
     }
 
-    // empty range - nothing to remove
-    if (p0 >= p1) {
-        return true;
-    }
-
-    // MSA anchors block selection to absolute cache slots (slot == position). Tail trim and full removal preserve this invariant, but removing a prefix
-    // or middle range would free slots while later cells survive, desynchronizing the indexer cache. Reject such removals before modifying the cache.
-    if (msa_strict_slots) {
-        for (llama_seq_id sid = 0; sid < (llama_seq_id) seq_to_stream.size(); ++sid) {
-            if (seq_id >= 0 && sid != seq_id) {
-                continue;
-            }
-
-            const auto & cells = v_cells[seq_to_stream[sid]];
-
-            const llama_pos pmin = cells.seq_pos_min(sid);
-            const llama_pos pmax = cells.seq_pos_max(sid);
-
-            if (pmin < 0) {
-                continue;   // empty sequence
-            }
-
-            const bool overlaps    = p0 <= pmax && p1 > pmin;   // the range removes something
-            const bool leaves_tail = p1 <= pmax;                // cells beyond the range survive
-
-            if (overlaps && leaves_tail) {
-                LLAMA_LOG_WARN("%s: MSA: partial (non-suffix) removal [%d, %d) for seq %d is not supported "
-                        "(block selection is anchored to cache slots) - rejected\n", __func__, p0, p1, sid);
-                return false;
-            }
-        }
-    }
-
     if (seq_id >= 0) {
         auto & cells = v_cells[seq_to_stream[seq_id]];
         auto & head  = v_heads[seq_to_stream[seq_id]];
@@ -906,10 +846,6 @@ bool llama_kv_cache::update(llama_context * lctx, bool do_shift, const stream_co
                 if (layer.v_stream[ssrc]) {
                     ggml_backend_tensor_copy(layer.v_stream[ssrc], layer.v_stream[sdst]);
                 }
-                if (layer.k_idx_stream[ssrc]) {
-                    GGML_ASSERT(layer.k_idx_stream[sdst]);
-                    ggml_backend_tensor_copy(layer.k_idx_stream[ssrc], layer.k_idx_stream[sdst]);
-                }
             }
         }
     }
@@ -1058,44 +994,6 @@ llama_kv_cache::slot_info llama_kv_cache::find_slot(const llama_ubatch & ubatch,
 
         const auto & cells = v_cells[seq_to_stream[seq_id]];
 
-        if (n_tokens > cells.size()) {
-            LLAMA_LOG_ERROR("%s: n_tokens = %d > size = %u\n", __func__, n_tokens, cells.size());
-            return { };
-        }
-
-        // MSA block selection assumes slot == logical position (append-only streams).
-        if (msa_strict_slots) {
-            for (uint32_t ii = 0; ii < n_tokens; ++ii) {
-                const llama_pos pos = ubatch.pos[s*n_tokens + ii];
-
-                if (pos < 0 || (uint64_t) pos >= cells.size()) {
-                    LLAMA_LOG_WARN("%s: MSA: position %d is outside the cache range [0, %u)\n",
-                            __func__, pos, cells.size());
-                    return { };
-                }
-
-                const uint32_t idx = (uint32_t) pos;
-
-                if (!cells.is_empty(idx)) {
-                    LLAMA_LOG_WARN("%s: MSA: required slot %u is already occupied (stream %u)\n",
-                            __func__, idx, seq_to_stream[seq_id]);
-                    return { };
-                }
-
-                // strictly increasing positions, rules out duplicates and, for contiguous requests, is tightened to exact adjacency
-                if (!res.idxs[s].empty() && (cont ? idx != res.idxs[s].back() + 1
-                                                  : idx <= res.idxs[s].back())) {
-                    LLAMA_LOG_WARN("%s: MSA: token positions are not %s within the ubatch\n",
-                            __func__, cont ? "contiguous" : "strictly increasing");
-                    return { };
-                }
-
-                res.idxs[s].push_back(idx);
-            }
-
-            continue;
-        }
-
         uint32_t head_cur = v_heads[seq_to_stream[seq_id]];
 
         // if we have enough unused cells before the current head ->
@@ -1104,6 +1002,11 @@ llama_kv_cache::slot_info llama_kv_cache::find_slot(const llama_ubatch & ubatch,
             head_cur = 0;
         }
 
+        if (n_tokens > cells.size()) {
+            LLAMA_LOG_ERROR("%s: n_tokens = %d > size = %u\n", __func__, n_tokens, cells.size());
+            return { };
+        }
+
         uint32_t n_tested = 0;
 
         // for continuous slots, we test that all tokens in the ubatch fit, starting from the current head
@@ -1210,15 +1113,6 @@ void llama_kv_cache::apply_ubatch(const slot_info & sinfo, const llama_ubatch &
 
             const auto idx = sinfo.idxs[s][ii];
 
-            if (msa_strict_slots && (llama_pos) idx != ubatch.pos[i]) {
-                LLAMA_LOG_ERROR("%s: MSA slot/position invariant violated: "
-                        "writing pos %d into cell %u (stream %u). The indexer cache "
-                        "would desync and block selection would silently corrupt. "
-                        "This is a bug, please report it with reproduction steps.\n",
-                        __func__, ubatch.pos[i], idx, sinfo.strm[s]);
-                GGML_ABORT("MSA: slot != pos");
-            }
-
             if (!cells.is_empty(idx)) {
                 assert(cells.seq_count(idx) == 1);
 
@@ -1262,8 +1156,7 @@ void llama_kv_cache::apply_ubatch(const slot_info & sinfo, const llama_ubatch &
             LLAMA_LOG_DEBUG("%s: purging positions [%d, %d] of sequence %d from KV cache\n",
                     __func__, cells.seq_pos_min(s), seq_pos_max_rm[s], s);
 
-            // under MSA strict slots this path should be unreachable, since strict MSA placement never selects occupied cells
-            GGML_ASSERT(seq_rm(s, cells.seq_pos_min(s), seq_pos_max_rm[s] + 1));
+            seq_rm(s, cells.seq_pos_min(s), seq_pos_max_rm[s] + 1);
         }
     }
 
@@ -1283,12 +1176,6 @@ bool llama_kv_cache::get_can_shift() const {
     if (hparams.n_pos_per_embd() > 1) {
         return false;
     }
-    // shifting would leave k_idx stale
-    for (const auto & layer : layers) {
-        if (layer.k_idx) {
-            return false;
-        }
-    }
     return true;
 }
 
@@ -1337,6 +1224,12 @@ ggml_tensor * llama_kv_cache::get_k_storage(int32_t il) const {
     return layers[ikv].k;
 }
 
+const llama_kv_cells & llama_kv_cache::get_cells(llama_seq_id seq_id) const {
+    GGML_ASSERT(seq_id >= 0 && (size_t) seq_id < seq_to_stream.size());
+
+    return v_cells[seq_to_stream[seq_id]];
+}
+
 uint32_t llama_kv_cache::get_n_kv(const slot_info & sinfo) const {
     uint32_t result = 0;
 
@@ -1405,23 +1298,6 @@ ggml_tensor * llama_kv_cache::get_v(ggml_context * ctx, int32_t il, uint32_t n_k
             ggml_row_size(v->type, kv_size*n_embd_v_gqa)*sinfo.s0);
 }
 
-ggml_tensor * llama_kv_cache::get_k_idx(ggml_context * ctx, int32_t il, uint32_t n_kv, const slot_info & sinfo) const {
-    const int32_t ikv = map_layer_ids.at(il);
-    auto * k_idx = layers[ikv].k_idx;
-    GGML_ASSERT(k_idx);
-
-    const uint64_t kv_size = get_size();
-    const int64_t  n_idx   = k_idx->ne[0];                 // 128
-    const uint32_t ns      = sinfo.s1 - sinfo.s0 + 1;
-
-    return ggml_view_4d(ctx, k_idx,
-            n_idx, 1, n_kv, ns,
-            ggml_row_size(k_idx->type, n_idx),             // nb1 (single head)
-            ggml_row_size(k_idx->type, n_idx),             // nb2 (per cell)
-            ggml_row_size(k_idx->type, n_idx*kv_size),     // nb3 (per stream)
-            ggml_row_size(k_idx->type, n_idx*kv_size)*sinfo.s0);
-}
-
 ggml_tensor * llama_kv_cache::cpy_k(ggml_context * ctx, ggml_tensor * k_cur, ggml_tensor * k_idxs, int32_t il, const slot_info & sinfo) const {
     GGML_UNUSED(sinfo);
 
@@ -1523,28 +1399,6 @@ ggml_tensor * llama_kv_cache::build_input_k_idxs(ggml_context * ctx, const llama
     return k_idxs;
 }
 
-ggml_tensor * llama_kv_cache::cpy_k_idx(ggml_context * ctx, ggml_tensor * k_idx_cur, ggml_tensor * k_idxs, int32_t il, const slot_info & sinfo) const {
-    GGML_UNUSED(sinfo);
-    const int32_t ikv = map_layer_ids.at(il);
-    ggml_tensor * k_idx = layers[ikv].k_idx;
-    GGML_ASSERT(k_idx && "cpy_k_idx on a layer with no indexer cache");
-
-    const int64_t n_embd_head = k_idx_cur->ne[0];          // 128
-    const int64_t n_head      = k_idx_cur->ne[1];          // 1
-    const int64_t n_tokens    = k_idx_cur->ne[2];
-    const int64_t n_embd_gqa  = n_embd_head*n_head;        // 128
-
-    GGML_ASSERT(ggml_row_size(k_idx_cur->type, n_embd_head) == k_idx_cur->nb[1]);
-    k_idx_cur = ggml_view_2d(ctx, k_idx_cur, n_embd_gqa, n_tokens, k_idx_cur->nb[2], 0);
-
-    const int64_t n_stream = k_idx->ne[2];
-    if (n_stream > 1) {
-        const int64_t kv_size = get_size();
-        k_idx = ggml_reshape_2d(ctx, k_idx, n_embd_gqa, kv_size*n_stream);
-    }
-    return ggml_set_rows(ctx, k_idx, k_idx_cur, k_idxs);   // same k_idxs as the K store
-}
-
 ggml_tensor * llama_kv_cache::build_input_v_idxs(ggml_context * ctx, const llama_ubatch & ubatch) const {
     const uint32_t n_tokens = ubatch.n_tokens;
 
@@ -1979,18 +1833,6 @@ size_t llama_kv_cache::size_v_bytes() const {
     return size_v_bytes;
 }
 
-size_t llama_kv_cache::size_k_idx_bytes() const {
-    size_t size_k_idx_bytes = 0;
-
-    for (const auto & layer : layers) {
-        if (layer.k_idx) {
-            size_k_idx_bytes += ggml_nbytes(layer.k_idx);
-        }
-    }
-
-    return size_k_idx_bytes;
-}
-
 ggml_tensor * llama_kv_cache::build_rope_shift(
         const llama_cparams & cparams,
                ggml_context * ctx,
@@ -2089,6 +1931,10 @@ ggml_cgraph * llama_kv_cache::build_graph_shift(llm_graph_result * res, llama_co
     for (const auto & layer : layers) {
         const uint32_t il = layer.il;
 
+        if (!hparams.has_rope(il)) {
+            continue;
+        }
+
         const int64_t n_head_kv    = hparams.n_head_kv(il);
         const int64_t n_embd_k_gqa = hparams.n_embd_k_gqa(il);
 
@@ -2303,36 +2149,6 @@ void llama_kv_cache::state_write_data(llama_io_write_i & io, const cell_ranges_t
         }
     }
 
-    if (size_k_idx_bytes() > 0) {
-        const uint32_t has_k_idx_u32 = 1;
-        io.write(&has_k_idx_u32, sizeof(has_k_idx_u32));
-
-        for (const auto & layer : layers) {
-            const uint32_t layer_has_k_idx = layer.k_idx ? 1 : 0;
-            io.write(&layer_has_k_idx, sizeof(layer_has_k_idx));
-
-            if (!layer_has_k_idx) {
-                continue;
-            }
-
-            GGML_ASSERT(layer.k_idx_stream[cr.strm]);
-
-            const int32_t k_idx_type_i = (int32_t) layer.k_idx->type;
-            io.write(&k_idx_type_i, sizeof(k_idx_type_i));
-
-            const uint64_t k_idx_size_row = ggml_row_size(layer.k_idx->type, layer.k_idx->ne[0]);
-            io.write(&k_idx_size_row, sizeof(k_idx_size_row));
-
-            for (const auto & range : cr.data) {
-                const size_t range_size = range.second - range.first;
-                const size_t buf_size   = range_size * k_idx_size_row;
-                const size_t offset     = range.first * k_idx_size_row;
-
-                io.write_tensor(layer.k_idx_stream[cr.strm], offset, buf_size);
-            }
-        }
-    }
-
     if (!v_trans) {
         for (const auto & layer : layers) {
             const uint32_t il = layer.il;
@@ -2581,68 +2397,6 @@ bool llama_kv_cache::state_read_data(llama_io_read_i & io, uint32_t strm, uint32
         }
     }
 
-    if (size_k_idx_bytes() > 0) {
-        uint32_t has_k_idx_u32 = 0;
-        io.read(&has_k_idx_u32, sizeof(has_k_idx_u32));
-
-        if (has_k_idx_u32 != 1) {
-            LLAMA_LOG_ERROR("%s: missing k_idx data in KV cache state\n", __func__);
-            return false;
-        }
-
-        for (const auto & layer : layers) {
-            uint32_t layer_has_k_idx = 0;
-            io.read(&layer_has_k_idx, sizeof(layer_has_k_idx));
-
-            const uint32_t expected_layer_has_k_idx = layer.k_idx ? 1 : 0;
-
-            if (layer_has_k_idx != expected_layer_has_k_idx) {
-                LLAMA_LOG_ERROR(
-                    "%s: mismatched k_idx state for layer: got %u, expected %u\n",
-                    __func__, layer_has_k_idx, expected_layer_has_k_idx);
-                return false;
-            }
-
-            if (!layer_has_k_idx) {
-                continue;
-            }
-
-            GGML_ASSERT(layer.k_idx_stream[strm]);
-
-            int32_t k_idx_type_i = -1;
-            io.read(&k_idx_type_i, sizeof(k_idx_type_i));
-
-            if (k_idx_type_i != (int32_t) layer.k_idx->type) {
-                LLAMA_LOG_ERROR(
-                    "%s: mismatched k_idx type: got %d, expected %d\n",
-                    __func__, k_idx_type_i, (int32_t) layer.k_idx->type);
-                return false;
-            }
-
-            uint64_t k_idx_size_row = 0;
-            io.read(&k_idx_size_row, sizeof(k_idx_size_row));
-
-            const uint64_t expected_k_idx_size_row = ggml_row_size(layer.k_idx->type, layer.k_idx->ne[0]);
-
-            if (k_idx_size_row != expected_k_idx_size_row) {
-                LLAMA_LOG_ERROR(
-                    "%s: mismatched k_idx row size: got %zu, expected %zu\n",
-                    __func__, (size_t) k_idx_size_row, (size_t) expected_k_idx_size_row);
-                return false;
-            }
-
-            if (cell_count) {
-                if (sinfo.is_contiguous()) {
-                    io.read_tensor(layer.k_idx_stream[strm], sinfo.head() * k_idx_size_row, cell_count * k_idx_size_row);
-                } else {
-                    for (uint32_t i = 0; i < cell_count; ++i) {
-                        io.read_tensor(layer.k_idx_stream[strm], sinfo.idxs[0][i] * k_idx_size_row, k_idx_size_row);
-                    }
-                }
-            }
-        }
-    }
-
     if (!this->v_trans) {
         for (const auto & layer : layers) {
             const uint32_t il = layer.il;
@@ -2844,10 +2598,6 @@ ggml_tensor * llama_kv_cache_context::get_v(ggml_context * ctx, int32_t il) cons
     return kv->get_v(ctx, il, n_kv, sinfos[i_cur]);
 }
 
-ggml_tensor * llama_kv_cache_context::get_k_idx(ggml_context * ctx, int32_t il) const {
-    return kv->get_k_idx(ctx, il, n_kv, sinfos[i_cur]);
-}
-
 ggml_tensor * llama_kv_cache_context::cpy_k(ggml_context * ctx, ggml_tensor * k_cur, ggml_tensor * k_idxs, int32_t il) const {
     return kv->cpy_k(ctx, k_cur, k_idxs, il, sinfos[i_cur]);
 }
@@ -2856,10 +2606,6 @@ ggml_tensor * llama_kv_cache_context::cpy_v(ggml_context * ctx, ggml_tensor * v_
     return kv->cpy_v(ctx, v_cur, v_idxs, il, sinfos[i_cur]);
 }
 
-ggml_tensor * llama_kv_cache_context::cpy_k_idx(ggml_context * ctx, ggml_tensor * k_idx_cur, ggml_tensor * k_idxs, int32_t il) const {
-    return kv->cpy_k_idx(ctx, k_idx_cur, k_idxs, il, sinfos[i_cur]);
-}
-
 ggml_tensor * llama_kv_cache_context::build_input_k_idxs(ggml_context * ctx, const llama_ubatch & ubatch) const {
     return kv->build_input_k_idxs(ctx, ubatch);
 }
diff --git a/src/llama-kv-cache.h b/src/llama-kv-cache.h
index d5a92f440..6cb6dbd2f 100644
--- a/src/llama-kv-cache.h
+++ b/src/llama-kv-cache.h
@@ -164,6 +164,8 @@ public:
     std::vector<uint32_t> get_layer_ids() const;
     ggml_tensor * get_k_storage(int32_t il) const;
 
+    const llama_kv_cells & get_cells(llama_seq_id seq_id) const;
+
     //
     // graph_build API
     //
@@ -173,12 +175,10 @@ public:
     // get views of the current state of the cache
     ggml_tensor * get_k(ggml_context * ctx, int32_t il, uint32_t n_kv, const slot_info & sinfo) const;
     ggml_tensor * get_v(ggml_context * ctx, int32_t il, uint32_t n_kv, const slot_info & sinfo) const;
-    ggml_tensor * get_k_idx(ggml_context * ctx, int32_t il, uint32_t n_kv, const slot_info & sinfo) const;
 
     // store k_cur and v_cur in the cache based on the provided head location
     ggml_tensor * cpy_k(ggml_context * ctx, ggml_tensor * k_cur, ggml_tensor * k_idxs, int32_t il, const slot_info & sinfo) const;
     ggml_tensor * cpy_v(ggml_context * ctx, ggml_tensor * v_cur, ggml_tensor * v_idxs, int32_t il, const slot_info & sinfo) const;
-    ggml_tensor * cpy_k_idx(ggml_context * ctx, ggml_tensor * k_idx_cur, ggml_tensor * k_idxs, int32_t il, const slot_info & sinfo) const;
 
     //
     // preparation API
@@ -230,11 +230,9 @@ private:
 
         ggml_tensor * k;
         ggml_tensor * v;
-        ggml_tensor * k_idx;   // MSA single-head indexer keys, F32
 
         std::vector<ggml_tensor *> k_stream;
         std::vector<ggml_tensor *> v_stream;
-        std::vector<ggml_tensor *> k_idx_stream;
     };
 
     bool v_trans = true;  // the value tensor is transposed
@@ -263,9 +261,6 @@ private:
     // env: LLAMA_KV_CACHE_DEBUG
     int debug = 0;
 
-    // set when a k_idx (indexer) cache exists and the stream layout supports MSA (single seq, or one stream per seq)
-    bool msa_strict_slots = false;
-
     // this is the SWA type of the cache - not to be confused with the model SWA type
     const llama_swa_type swa_type = LLAMA_SWA_TYPE_NONE;
 
@@ -298,7 +293,6 @@ private:
 
     size_t size_k_bytes() const;
     size_t size_v_bytes() const;
-    size_t size_k_idx_bytes() const;
 
     ggml_tensor * build_rope_shift(
             const llama_cparams & cparams,
@@ -378,7 +372,6 @@ public:
     // get views of the current state of the cache
     ggml_tensor * get_k(ggml_context * ctx, int32_t il) const;
     ggml_tensor * get_v(ggml_context * ctx, int32_t il) const;
-    ggml_tensor * get_k_idx(ggml_context * ctx, int32_t il) const;
 
     // store k_cur and v_cur in the cache based on the provided head location
     // note: the heads in k_cur and v_cur should be laid out contiguously in memory
@@ -388,7 +381,6 @@ public:
     //   - v_idxs [n_tokens] or [n_tokens*n_embd_v_gqa] depending if V cache is transposed
     ggml_tensor * cpy_k(ggml_context * ctx, ggml_tensor * k_cur, ggml_tensor * k_idxs, int32_t il) const;
     ggml_tensor * cpy_v(ggml_context * ctx, ggml_tensor * v_cur, ggml_tensor * v_idxs, int32_t il) const;
-    ggml_tensor * cpy_k_idx(ggml_context * ctx, ggml_tensor * k_idx_cur, ggml_tensor * k_idxs, int32_t il) const;
 
     // create destination indices for each head of the current batch for where it would be written in the KV cache
     // the indices address the global KV cache (not per stream) - this is not relevant for the user of this API, but
diff --git a/src/llama-model-loader.cpp b/src/llama-model-loader.cpp
index df8313e81..51ba05439 100644
--- a/src/llama-model-loader.cpp
+++ b/src/llama-model-loader.cpp
@@ -543,7 +543,7 @@ llama_model_loader::llama_model_loader(
 
     tensor_buft_overrides = param_tensor_buft_overrides_p;
 
-    this->use_mmap      = load_mode == LLAMA_LOAD_MODE_MMAP || load_mode == LLAMA_LOAD_MODE_MMAP_MLOCK;
+    this->use_mmap      = load_mode == LLAMA_LOAD_MODE_MMAP || load_mode == LLAMA_LOAD_MODE_MMAP_MLOCK || load_mode == LLAMA_LOAD_MODE_AUTO;
     this->use_direct_io = load_mode == LLAMA_LOAD_MODE_DIRECT_IO;
 
     if (!fname.empty()) {
@@ -857,7 +857,11 @@ struct ggml_tensor * llama_model_loader::require_tensor_meta(const std::string &
     return tensor;
 }
 
-const struct ggml_tensor * llama_model_loader::check_tensor_dims(const std::string & name, const std::vector<int64_t> & ne, bool required) const {
+const struct ggml_tensor * llama_model_loader::check_tensor_dims(
+        const std::string & name,
+        const std::vector<int64_t> & ne,
+        bool required,
+        bool allow_reshape) const {
     const struct ggml_tensor * cur = get_tensor_meta(name.c_str());
 
     if (cur == NULL) {
@@ -867,21 +871,33 @@ const struct ggml_tensor * llama_model_loader::check_tensor_dims(const std::stri
         throw std::runtime_error(format("%s: tensor '%s' not found", __func__, name.c_str()));
     }
 
-    {
-        bool is_ok = true;
+    bool is_ok = true;
+
+    if (allow_reshape) {
+        // check total number of elements only
+        const int64_t ncur = ggml_nelements(cur);
+        int64_t nexp = 1;
+        for (size_t i = 0; i < ne.size(); ++i) {
+            nexp *= ne[i];
+        }
+        if (ncur != nexp) {
+            is_ok = false;
+        }
+    } else {
         for (size_t i = 0; i < GGML_MAX_DIMS; ++i) {
             if ((i < ne.size() && ne[i] != cur->ne[i]) || (i >= ne.size() && cur->ne[i] != 1)) {
                 is_ok = false;
                 break;
             }
         }
-        if (!is_ok) {
-            throw std::runtime_error(
-                    format("%s: tensor '%s' has wrong shape; expected %s, got %s",
-                        __func__, name.c_str(),
-                        llama_format_tensor_shape(ne).c_str(),
-                        llama_format_tensor_shape(cur).c_str()));
-        }
+    }
+
+    if (!is_ok) {
+        throw std::runtime_error(
+                format("%s: tensor '%s' has wrong shape; expected %s, got %s",
+                    __func__, name.c_str(),
+                    llama_format_tensor_shape(ne).c_str(),
+                    llama_format_tensor_shape(cur).c_str()));
     }
 
     return cur;
@@ -921,10 +937,11 @@ static bool weight_buft_supported(const llama_hparams & hparams, ggml_tensor * w
             } break;
         case GGML_OP_MUL_MAT_ID:
             {
-                const int n_expert_used = hparams.n_expert_used;
-                GGML_ASSERT(n_expert_used > 0);
-                ggml_tensor * b = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, w->ne[0], n_expert_used, 512);
-                ggml_tensor * ids = ggml_new_tensor_2d(ctx, GGML_TYPE_I32, n_expert_used, 512);
+                // Used for either MoE expert routing or embedded adapter routing
+                const int n_ids_used = hparams.router_layer >= 0 ? 1 : hparams.n_expert_used;
+                GGML_ASSERT(n_ids_used > 0);
+                ggml_tensor * b = ggml_new_tensor_3d(ctx, GGML_TYPE_F32, w->ne[0], n_ids_used, 512);
+                ggml_tensor * ids = ggml_new_tensor_2d(ctx, GGML_TYPE_I32, n_ids_used, 512);
                 op_tensor = ggml_mul_mat_id(ctx, w, b, ids);
             } break;
         case GGML_OP_ADD:
@@ -1107,15 +1124,14 @@ struct ggml_tensor * llama_model_loader::create_tensor(
             return nullptr;
         }
 
-        // tensors with "bias" suffix are always used with GGML_OP_ADD or GGML_OP_ADD_ID
+        // tensors with "bias" suffix are always used with GGML_OP_ADD or GGML_OP_ADD_ID;
+        // embedded-adapter ".lora_a"/".lora_b" tensors are always used with GGML_OP_MUL_MAT_ID
         ggml_op op;
-        bool bias = tn.suffix != nullptr && strcmp(tn.suffix, "bias") == 0;
-        if (bias) {
-            if (info.op == GGML_OP_MUL_MAT_ID) {
-                op = GGML_OP_ADD_ID;
-            } else {
-                op = GGML_OP_ADD;
-            }
+        if (tn.suffix != nullptr && strcmp(tn.suffix, "bias") == 0) {
+            op = info.op == GGML_OP_MUL_MAT_ID ? GGML_OP_ADD_ID : GGML_OP_ADD;
+        } else if (hparams.router_layer >= 0 && tn.suffix != nullptr &&
+                (strcmp(tn.suffix, "lora_a") == 0 || strcmp(tn.suffix, "lora_b") == 0)) {
+            op = GGML_OP_MUL_MAT_ID;
         } else {
             op = info.op;
         }
@@ -1233,7 +1249,13 @@ struct ggml_tensor * llama_model_loader::create_tensor(
         for (size_t dim = 0; dim < GGML_MAX_DIMS; dim++) {
             t_meta.ne[dim] = dim < ne.size() ? ne.begin()[dim] : 1;
             GGML_ASSERT(t_meta.ne[dim] >= 1);
-            t_meta.nb[dim] = dim == 0 ? ggml_type_size(type) : t_meta.ne[dim-1]*t_meta.nb[dim-1];
+            if (dim == 0) {
+                t_meta.nb[dim] = ggml_type_size(type);
+            } else if (dim == 1) {
+                t_meta.nb[dim] = ggml_row_size(type, t_meta.ne[dim-1]);
+            } else {
+                t_meta.nb[dim] = t_meta.nb[dim-1]*t_meta.ne[dim-1];
+            }
             GGML_ASSERT(t_meta.nb[dim] >= 1);
         }
         ggml_set_name(&t_meta, tn.str().c_str());
@@ -1246,11 +1268,33 @@ struct ggml_tensor * llama_model_loader::create_tensor(
         return ret;
     }
 
-    ggml_tensor * t_meta = get_tensor_meta(tn.str().c_str());
-    ggml_backend_buffer_type_t buft = buft_for_tensor(t_meta);
+    LLAMA_LOG_DEBUG("%s: loading tensor %s\n", __func__, tn.str().c_str());
+    const struct ggml_tensor * cur = check_tensor_dims(tn.str(), ne, !(flags & TENSOR_NOT_REQUIRED), flags & TENSOR_ALLOW_RESHAPE);
+    if (cur == NULL) {
+        return NULL;
+    }
+
+    ggml_tensor t_meta = *cur;
+    if (flags & TENSOR_ALLOW_RESHAPE) {
+        for (size_t dim = 0; dim < GGML_MAX_DIMS; dim++) {
+            t_meta.ne[dim] = dim < ne.size() ? ne.begin()[dim] : 1;
+            if (dim == 0) {
+                t_meta.nb[dim] = ggml_type_size(t_meta.type);
+            } else if (dim == 1) {
+                t_meta.nb[dim] = ggml_row_size(t_meta.type, t_meta.ne[dim-1]);
+            } else {
+                t_meta.nb[dim] = t_meta.ne[dim-1]*t_meta.nb[dim-1];
+            }
+        }
+    }
+
+    GGML_ASSERT(ggml_nbytes(&t_meta) == ggml_nbytes(cur));
+
+    ggml_backend_buffer_type_t buft = buft_for_tensor(&t_meta);
     if (buft == nullptr) {
-        return nullptr; // return type is ggml_tensor *
+        return nullptr;
     }
+
     ggml_context * ctx = ctx_for_buft(buft);
 
     // if duplicated, check if the original tensor was allocated in the same buffer type context and avoid creating a new one
@@ -1261,20 +1305,13 @@ struct ggml_tensor * llama_model_loader::create_tensor(
         }
     }
 
-    LLAMA_LOG_DEBUG("%s: loading tensor %s\n", __func__, tn.str().c_str());
-    const struct ggml_tensor * cur = check_tensor_dims(tn.str(), ne, !(flags & TENSOR_NOT_REQUIRED));
-
-    if (cur == NULL) {
-        return NULL;
-    }
-
     const bool duplicated = flags & TENSOR_DUPLICATED;
 
-    struct ggml_tensor * tensor = ggml_dup_tensor(ctx, cur);
-    ggml_set_name(tensor, ggml_get_name(cur));
+    struct ggml_tensor * tensor = ggml_dup_tensor(ctx, &t_meta);
+    ggml_set_name(tensor, ggml_get_name(&t_meta));
 
     if (duplicated) {
-        size_data += ggml_nbytes(cur);
+        size_data += ggml_nbytes(&t_meta);
     } else {
         n_created++;
     }
@@ -1282,34 +1319,6 @@ struct ggml_tensor * llama_model_loader::create_tensor(
     return tensor;
 }
 
-struct ggml_tensor * llama_model_loader::create_tensor_as_view(struct ggml_context * ctx, struct ggml_tensor * base, const std::string & name, const std::initializer_list<int64_t> & ne, size_t offset, bool required) {
-    const struct ggml_tensor * cur = check_tensor_dims(name, ne, required);
-
-    if (cur == NULL) {
-        return NULL;
-    }
-
-    if (cur->type != base->type) {
-        throw std::runtime_error(format("%s: tensor '%s' has wrong type; expected %s, got %s", __func__, name.c_str(), ggml_type_name(base->type), ggml_type_name(cur->type)));
-    }
-
-    std::array<int64_t, GGML_MAX_DIMS> dims;
-    for (size_t i = 0; i < GGML_MAX_DIMS; ++i) {
-        dims[i] = i < ne.size() ? ne.begin()[i] : 1;
-    }
-
-    struct ggml_tensor * tensor = ggml_view_4d(ctx, base,
-                                    dims[0], dims[1], dims[2], dims[3],
-                                    cur->nb[1], cur->nb[2], cur->nb[3],
-                                    offset);
-
-    ggml_set_name(tensor, name.c_str());
-
-    n_created++;
-
-    return tensor;
-}
-
 void llama_model_loader::done_getting_tensors(bool partial) const {
     if (n_created > n_tensors) {
         throw std::runtime_error(format("%s: too many tensors created; expected %d, got %d", __func__, n_tensors, n_created));
diff --git a/src/llama-model-loader.h b/src/llama-model-loader.h
index 7ad380782..d6b31c231 100644
--- a/src/llama-model-loader.h
+++ b/src/llama-model-loader.h
@@ -67,6 +67,7 @@ struct llama_model_loader {
     static const int TENSOR_DUPLICATED      = 1 << 1;
     static const int TENSOR_SKIP            = 1 << 2;
     static const int TENSOR_SKIP_IF_VIRTUAL = 1 << 3;
+    static const int TENSOR_ALLOW_RESHAPE   = 1 << 4;
 
     int n_kv      = 0;
     int n_tensors = 0;
@@ -177,14 +178,16 @@ struct llama_model_loader {
 
     struct ggml_tensor * require_tensor_meta(const std::string & name) const;
 
-    const struct ggml_tensor * check_tensor_dims(const std::string & name, const std::vector<int64_t> & ne, bool required) const;
+    const struct ggml_tensor * check_tensor_dims(
+            const std::string & name,
+            const std::vector<int64_t> & ne,
+            bool required,
+            bool allow_reshape) const;
 
     struct ggml_tensor * create_tensor(
         const llama_hparams & hparams, const buft_list_t * buft_list_cpu, const buft_list_t * buft_list_input, const buft_list_t * buft_list_output,
         const buft_list_t * buft_list_layer, const LLM_TN_IMPL & tn, const std::initializer_list<int64_t> & ne, int flags);
 
-    struct ggml_tensor * create_tensor_as_view(struct ggml_context * ctx, struct ggml_tensor * base, const std::string & name, const std::initializer_list<int64_t> & ne, size_t offset, bool required = true);
-
     void done_getting_tensors(bool partial = false) const;
 
     void init_mappings(bool prefetch = true, llama_mlocks * mlock_mmaps = nullptr);
diff --git a/src/llama-model-saver.cpp b/src/llama-model-saver.cpp
index 3812c594e..abca773a9 100644
--- a/src/llama-model-saver.cpp
+++ b/src/llama-model-saver.cpp
@@ -27,6 +27,7 @@ bool llama_model_saver_supports_arch(llm_arch arch) {
         case LLM_ARCH_APERTUS:
         case LLM_ARCH_MIMO2:
         case LLM_ARCH_STEP35:
+        case LLM_ARCH_MUSE_GLIMMER:
         case LLM_ARCH_MELLUM:
         case LLM_ARCH_LAGUNA:
             return false;
@@ -213,7 +214,7 @@ void llama_model_saver::add_kv_from_model() {
     add_kv(LLM_KV_FEED_FORWARD_LENGTH,               hparams.n_ff_arr, true);
     add_kv(LLM_KV_EXPERT_FEED_FORWARD_LENGTH,        hparams.n_ff_exp);
     add_kv(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_shexp);
-    add_kv(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_chexp);
+    add_kv(LLM_KV_EXPERT_CHUNK_FEED_FORWARD_LENGTH,  hparams.n_ff_chexp);
     add_kv(LLM_KV_SWIGLU_CLAMP_EXP,                  hparams.swiglu_clamp_exp);
     add_kv(LLM_KV_SWIGLU_CLAMP_SHEXP,                hparams.swiglu_clamp_shexp);
     add_kv(LLM_KV_USE_PARALLEL_RESIDUAL,             hparams.use_par_res);
diff --git a/src/llama-model.cpp b/src/llama-model.cpp
index c2d041e3b..199dc8dba 100644
--- a/src/llama-model.cpp
+++ b/src/llama-model.cpp
@@ -11,6 +11,7 @@
 #include "llama-kv-cache.h"
 #include "llama-kv-cache-iswa.h"
 #include "llama-kv-cache-dsa.h"
+#include "llama-kv-cache-msa.h"
 #include "llama-kv-cache-dsv4.h"
 #include "llama-memory-hybrid.h"
 #include "llama-memory-hybrid-iswa.h"
@@ -39,6 +40,8 @@
 
 static llama_model * llama_model_mapping(llm_arch arch, const llama_model_params & params) {
     switch (arch) {
+        case LLM_ARCH_CLIP:
+            return new llama_model_clip(params);
         case LLM_ARCH_LLAMA:
             return new llama_model_llama(params);
         case LLM_ARCH_LLAMA4:
@@ -113,6 +116,10 @@ static llama_model * llama_model_mapping(llm_arch arch, const llama_model_params
             return new llama_model_qwen3vl(params);
         case LLM_ARCH_QWEN3VLMOE:
             return new llama_model_qwen3vlmoe(params);
+        case LLM_ARCH_QWEN3TTS:
+            return new llama_model_qwen3tts(params);
+        case LLM_ARCH_POCKETTTS:
+            return new llama_model_pockettts(params);
         case LLM_ARCH_PHI2:
             return new llama_model_phi2(params);
         case LLM_ARCH_PHI3:
@@ -173,6 +180,8 @@ static llama_model * llama_model_mapping(llm_arch arch, const llama_model_params
             return new llama_model_olmo2(params);
         case LLM_ARCH_OLMOE:
             return new llama_model_olmoe(params);
+        case LLM_ARCH_MUSE_GLIMMER:
+            return new llama_model_muse_glimmer(params);
         case LLM_ARCH_OPENELM:
             return new llama_model_openelm(params);
         case LLM_ARCH_GPTNEOX:
@@ -233,6 +242,8 @@ static llama_model * llama_model_mapping(llm_arch arch, const llama_model_params
             return new llama_model_granite(params);
         case LLM_ARCH_GRANITE_MOE:
             return new llama_model_granite_moe(params);
+        case LLM_ARCH_GRANITE_SWITCH:
+            return new llama_model_granite_switch(params);
         case LLM_ARCH_MINICPM:
             return new llama_model_minicpm(params);
         case LLM_ARCH_GRANITE_HYBRID:
@@ -1265,8 +1276,23 @@ bool llama_model_base::load_tensors(llama_model_loader & ml) {
 
     this->ml = &ml; // to be used by create_tensor() and load_arch_tensors()
 
+    if (ml.use_mmap && params.load_mode == LLAMA_LOAD_MODE_AUTO) {
+        for (const auto & dev : devices) {
+            ggml_backend_dev_props props;
+            ggml_backend_dev_get_props(dev.dev, &props);
+            if (!props.caps.mmap_support) {
+                ml.use_mmap = false;
+                break;
+            }
+        }
+    }
+
+    const char * load_mode_name = params.load_mode == LLAMA_LOAD_MODE_AUTO
+        ? llama_load_mode_name(ml.use_mmap ? LLAMA_LOAD_MODE_MMAP : LLAMA_LOAD_MODE_NONE)
+        : llama_load_mode_name(params.load_mode);
+
     LLAMA_LOG_INFO("%s: loading model tensors, this can take a while... (load_mode = %s)\n",
-        __func__, llama_load_mode_name(params.load_mode));
+        __func__, load_mode_name);
 
     // build a list of buffer types for the CPU and GPU devices
     pimpl->cpu_buft_list = make_cpu_buft_list(devices, params.use_extra_bufts, params.no_host);
@@ -1912,6 +1938,7 @@ void llama_model::print_info() const {
                 arch == LLM_ARCH_GRANITE ||
                 arch == LLM_ARCH_GRANITE_MOE ||
                 arch == LLM_ARCH_GRANITE_HYBRID ||
+                arch == LLM_ARCH_GRANITE_SWITCH ||
                 arch == LLM_ARCH_NEMOTRON_H_MOE) {
             LLAMA_LOG_INFO("%s: f_embedding_scale     = %f\n", __func__, hparams.f_embedding_scale);
             LLAMA_LOG_INFO("%s: f_residual_scale      = %f\n", __func__, hparams.f_residual_scale);
@@ -2074,9 +2101,13 @@ llama_memory_i * llama_model::create_memory(const llama_memory_params & params,
             {
                 res = nullptr;
             } break;
-        case LLM_ARCH_DEEPSEEK32:
+        case LLM_ARCH_MINIMAX_M3:
             {
-                res = new llama_kv_cache_dsa(
+                // sparse (MSA) layers carry an indexer key cache, but leading dense layers do not
+                llama_kv_cache::layer_filter_cb filter_idx =
+                    [&](int32_t il) { return (uint32_t) il >= hparams.n_layer_dense_lead; };
+
+                res = new llama_kv_cache_msa(
                         *this,
                         params.type_k,
                         params.type_v,
@@ -2089,9 +2120,11 @@ llama_memory_i * llama_model::create_memory(const llama_memory_params & params,
                         hparams.n_swa,
                         hparams.swa_type,
                         nullptr,
+                        filter_idx,
                         nullptr);
             } break;
         case LLM_ARCH_GLM_DSA:
+        case LLM_ARCH_DEEPSEEK32:
             {
                 if (params.ctx_type == LLAMA_CONTEXT_TYPE_MTP && hparams.n_layer_nextn > 0) {
                     // The NextN/MTP draft head runs dense MLA (no DSA indexer), so the
@@ -2120,10 +2153,11 @@ llama_memory_i * llama_model::create_memory(const llama_memory_params & params,
                 } else {
                     // Main context: DSA cache for the trunk layers only - the nextn
                     // layer(s) are never attended by the trunk graph.
-                    llama_kv_cache::layer_filter_cb filter = nullptr;
+                    llama_kv_cache::layer_filter_cb filter_mla = nullptr;
                     if (hparams.n_layer_nextn > 0) {
-                        filter = [&](uint32_t il) { return il < hparams.n_layer(); };
+                        filter_mla = [&](uint32_t il) { return il < hparams.n_layer(); };
                     }
+                    llama_kv_cache::layer_filter_cb filter_lid = [&](uint32_t il) { return il < hparams.n_layer() && (arch != LLM_ARCH_GLM_DSA || hparams.is_indexer_full(il)); };
 
                     res = new llama_kv_cache_dsa(
                             *this,
@@ -2137,7 +2171,8 @@ llama_memory_i * llama_model::create_memory(const llama_memory_params & params,
                             1,
                             hparams.n_swa,
                             hparams.swa_type,
-                            filter,
+                            filter_mla,
+                            filter_lid,
                             nullptr);
                 }
             } break;
@@ -2214,11 +2249,14 @@ llama_memory_i * llama_model::create_memory(const llama_memory_params & params,
         // checks
         default:
             {
-                // The MTP head is dense-attention only on hybrid Qwen3.5/3.6, so use a plain
+                // The MTP head is dense-attention only on hybrid Qwen3-Next/3.5/3.6, so use a plain
                 // attention KV cache for the MTP context instead of the hybrid wrapper.
-                const bool mtp_on_hybrid_qwen35 =
+                const bool mtp_on_hybrid_qwen =
                     params.ctx_type == LLAMA_CONTEXT_TYPE_MTP &&
-                    (arch == LLM_ARCH_QWEN35 || arch == LLM_ARCH_QWEN35MOE);
+                    (arch == LLM_ARCH_QWEN3NEXT || arch == LLM_ARCH_QWEN35 || arch == LLM_ARCH_QWEN35MOE);
+
+                const bool mtp_on_hybrid_nemotron =
+                    params.ctx_type == LLAMA_CONTEXT_TYPE_MTP && arch == LLM_ARCH_NEMOTRON_H_MOE;
 
                 if (llm_arch_is_recurrent(arch)) {
                     res = new llama_memory_recurrent(
@@ -2230,7 +2268,7 @@ llama_memory_i * llama_model::create_memory(const llama_memory_params & params,
                             cparams.n_seq_max,
                             cparams.n_rs_seq,
                             nullptr);
-                } else if (llm_arch_is_hybrid(arch) && !mtp_on_hybrid_qwen35) {
+                } else if (llm_arch_is_hybrid(arch) && !mtp_on_hybrid_qwen && !mtp_on_hybrid_nemotron) {
                     // The main difference between hybrid architectures is the
                     // layer filters, so pick the right one here
                     llama_memory_hybrid::layer_filter_cb filter_attn = nullptr;
@@ -2245,7 +2283,7 @@ llama_memory_i * llama_model::create_memory(const llama_memory_params & params,
                         filter_recr = [&](uint32_t il) {
                             return hparams.is_recr(il) && hparams.n_ff(il) == 0;
                         };
-                    } else if (arch == LLM_ARCH_QWEN35 || arch == LLM_ARCH_QWEN35MOE) {
+                    } else if (arch == LLM_ARCH_QWEN3NEXT || arch == LLM_ARCH_QWEN35 || arch == LLM_ARCH_QWEN35MOE) {
                         filter_attn = [&](uint32_t il) {
                             return il < hparams.n_layer() && !hparams.is_recr(il);
                         };
@@ -2311,12 +2349,12 @@ llama_memory_i * llama_model::create_memory(const llama_memory_params & params,
                         };
                     }
 
-                    if (mtp_on_hybrid_qwen35) {
+                    if (mtp_on_hybrid_qwen || mtp_on_hybrid_nemotron) {
                         filter = [&](uint32_t il) { return il >= hparams.n_layer(); };
                     }
 
                     if ((arch == LLM_ARCH_STEP35 || arch == LLM_ARCH_HY_V3 || arch == LLM_ARCH_GLM_DSA ||
-                            arch == LLM_ARCH_MIMO2) &&
+                            arch == LLM_ARCH_MIMO2 || arch == LLM_ARCH_DEEPSEEK32) &&
                             hparams.n_layer_nextn > 0) {
                         if (params.ctx_type == LLAMA_CONTEXT_TYPE_MTP) {
                             filter = [&](uint32_t il) { return il >= hparams.n_layer(); };
@@ -2434,7 +2472,7 @@ llama_model_params llama_model_default_params() {
         /*.tensor_buft_overrides       =*/ nullptr,
         /*.n_gpu_layers                =*/ -1,
         /*.split_mode                  =*/ LLAMA_SPLIT_MODE_LAYER,
-        /*.load_mode                   =*/ LLAMA_LOAD_MODE_MMAP,
+        /*.load_mode                   =*/ LLAMA_LOAD_MODE_AUTO,
         /*.main_gpu                    =*/ 0,
         /*.tensor_split                =*/ nullptr,
         /*.progress_callback           =*/ nullptr,
@@ -2583,11 +2621,13 @@ llama_rope_type llama_model_rope_type(const llama_model * model) {
         case LLM_ARCH_DEEPSEEK2OCR:
         case LLM_ARCH_DEEPSEEK32:
         case LLM_ARCH_DEEPSEEK4:
+        case LLM_ARCH_MUSE_GLIMMER:
         case LLM_ARCH_PLM:
         case LLM_ARCH_CHATGLM:
         case LLM_ARCH_GRANITE:
         case LLM_ARCH_GRANITE_MOE:
         case LLM_ARCH_GRANITE_HYBRID:
+        case LLM_ARCH_GRANITE_SWITCH:
         case LLM_ARCH_CHAMELEON:
         case LLM_ARCH_BAILINGMOE:
         case LLM_ARCH_NEO_BERT:
@@ -2602,6 +2642,7 @@ llama_rope_type llama_model_rope_type(const llama_model * model) {
         case LLM_ARCH_MAINCODER:
         case LLM_ARCH_GLM_DSA:
         case LLM_ARCH_NANBEIGE:
+        case LLM_ARCH_POCKETTTS:
             return LLAMA_ROPE_TYPE_NORM;
 
         // the pairs of head values are offset by n_rot/2
@@ -2688,6 +2729,7 @@ llama_rope_type llama_model_rope_type(const llama_model * model) {
         case LLM_ARCH_QWEN3VLMOE:
         case LLM_ARCH_QWEN35:
         case LLM_ARCH_QWEN35MOE:
+        case LLM_ARCH_QWEN3TTS:
             return LLAMA_ROPE_TYPE_IMROPE;
 
         case LLM_ARCH_GLM4:
@@ -2862,7 +2904,8 @@ llama_model_base::llama_model_base(const struct llama_model_params & params) : l
     TENSOR_DUPLICATED     (llama_model_loader::TENSOR_DUPLICATED),
     TENSOR_NOT_REQUIRED   (llama_model_loader::TENSOR_NOT_REQUIRED),
     TENSOR_SKIP           (llama_model_loader::TENSOR_SKIP),
-    TENSOR_SKIP_IF_VIRTUAL(llama_model_loader::TENSOR_SKIP_IF_VIRTUAL) {}
+    TENSOR_SKIP_IF_VIRTUAL(llama_model_loader::TENSOR_SKIP_IF_VIRTUAL),
+    TENSOR_ALLOW_RESHAPE  (llama_model_loader::TENSOR_ALLOW_RESHAPE) {}
 
 ggml_tensor * llama_model_base::create_tensor(const LLM_TN_IMPL & tn, const std::initializer_list<int64_t> & ne, int flags) {
     GGML_ASSERT(ml != nullptr);
@@ -2881,6 +2924,21 @@ void llama_model_base::create_tensor_qkv(llama_layer & layer, int bid,
         int64_t n_embd_, int64_t n_embd_q_, int64_t n_embd_k_, int64_t n_embd_v_,
         int flags) {
     const int64_t n_embd_qkv = n_embd_q_ + n_embd_k_ + n_embd_v_;
+
+    if (flags & TENSOR_SKIP) {
+        const int skip = TENSOR_NOT_REQUIRED | TENSOR_SKIP;
+
+        create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", bid), {n_embd_, n_embd_qkv}, skip | TENSOR_SKIP_IF_VIRTUAL);
+        create_tensor(tn(LLM_TENSOR_ATTN_QKV, "bias",   bid), {n_embd_qkv},          skip | TENSOR_SKIP_IF_VIRTUAL);
+        create_tensor(tn(LLM_TENSOR_ATTN_Q,   "weight", bid), {n_embd_, n_embd_q_},  skip);
+        create_tensor(tn(LLM_TENSOR_ATTN_K,   "weight", bid), {n_embd_, n_embd_k_},  skip);
+        create_tensor(tn(LLM_TENSOR_ATTN_V,   "weight", bid), {n_embd_, n_embd_v_},  skip);
+        create_tensor(tn(LLM_TENSOR_ATTN_Q,   "bias",   bid), {n_embd_q_},           skip);
+        create_tensor(tn(LLM_TENSOR_ATTN_K,   "bias",   bid), {n_embd_k_},           skip);
+        create_tensor(tn(LLM_TENSOR_ATTN_V,   "bias",   bid), {n_embd_v_},           skip);
+        return;
+    }
+
     layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", bid), {n_embd_, n_embd_qkv}, TENSOR_NOT_REQUIRED | TENSOR_SKIP_IF_VIRTUAL);
     if (layer.wqkv) {
         layer.wqkv_b = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "bias", bid), {n_embd_qkv}, TENSOR_NOT_REQUIRED | TENSOR_SKIP_IF_VIRTUAL);
@@ -2902,3 +2960,38 @@ const int32_t * llama_model_target_layer_ids(const struct llama_model * model) {
 uint32_t llama_model_target_layer_ids_n(const struct llama_model * model) {
     return (uint32_t) model->target_layer_ids.size();
 }
+
+uint32_t llama_model_get_tok_embd(const struct llama_model * model, float * out) {
+    if (model->vocab.n_tokens() == 0 || model->tok_embd == nullptr) {
+        return 0;
+    }
+
+    const ggml_tensor * tensor = model->tok_embd;
+    const size_t nelements = ggml_nelements(tensor);
+    GGML_ASSERT(nelements <= UINT32_MAX); // for the return type
+
+    if (out == nullptr) {
+        return (uint32_t) nelements;
+    }
+
+    if (tensor->type == GGML_TYPE_F32) {
+        ggml_backend_tensor_get(tensor, out, 0, nelements * sizeof(float));
+        return (uint32_t) nelements;
+    }
+
+    std::vector<uint8_t> buf(ggml_nbytes(tensor));
+    ggml_backend_tensor_get(tensor, buf.data(), 0, buf.size());
+
+    const ggml_type_traits * traits = ggml_get_type_traits(tensor->type);
+    if (tensor->type == GGML_TYPE_F16) {
+        ggml_fp16_to_fp32_row((const ggml_fp16_t *) buf.data(), out, nelements);
+    } else if (tensor->type == GGML_TYPE_BF16) {
+        ggml_bf16_to_fp32_row((const ggml_bf16_t *) buf.data(), out, nelements);
+    } else if (ggml_is_quantized(tensor->type) && traits->to_float != nullptr) {
+        traits->to_float(buf.data(), out, nelements);
+    } else {
+        GGML_ABORT("unsupported tensor type for dequantization: %s", ggml_type_name(tensor->type));
+    }
+
+    return (uint32_t) nelements;
+}
diff --git a/src/llama-model.h b/src/llama-model.h
index 5db9864f3..4f300a1d0 100644
--- a/src/llama-model.h
+++ b/src/llama-model.h
@@ -224,6 +224,24 @@ struct llama_layer_nextn {
     struct ggml_tensor * shared_head_norm      = nullptr;
 };
 
+struct llama_layer_switch_lora {
+    struct ggml_tensor * a_q    = nullptr;
+    struct ggml_tensor * b_q    = nullptr;
+    struct ggml_tensor * a_k    = nullptr;
+    struct ggml_tensor * b_k    = nullptr;
+    struct ggml_tensor * a_v    = nullptr;
+    struct ggml_tensor * b_v    = nullptr;
+    struct ggml_tensor * a_o    = nullptr;
+    struct ggml_tensor * b_o    = nullptr;
+
+    struct ggml_tensor * a_gate = nullptr;
+    struct ggml_tensor * b_gate = nullptr;
+    struct ggml_tensor * a_up   = nullptr;
+    struct ggml_tensor * b_up   = nullptr;
+    struct ggml_tensor * a_down = nullptr;
+    struct ggml_tensor * b_down = nullptr;
+};
+
 struct llama_layer {
     // normalization
     struct ggml_tensor * attn_norm       = nullptr;
@@ -560,6 +578,8 @@ struct llama_layer {
     struct llama_layer_shortconv shortconv;
 
     struct llama_layer_nextn nextn;
+
+    struct llama_layer_switch_lora switch_lora;
 };
 
 struct llama_device {
@@ -630,8 +650,9 @@ struct llama_model {
     struct ggml_tensor * per_layer_model_proj = nullptr;
     struct ggml_tensor * per_layer_proj_norm  = nullptr;
 
-    // eagle3
-    struct ggml_tensor * fc  = nullptr;  // feature fusion layer
+    // eagle3 / dflash feature fusion layer
+    struct ggml_tensor * fc   = nullptr;
+    struct ggml_tensor * fc_s = nullptr;
     struct ggml_tensor * d2t = nullptr;  // draft to target vocabulary mapping
 
     // dspark
@@ -746,6 +767,7 @@ struct llama_model_base : public llama_model {
     const int TENSOR_NOT_REQUIRED;
     const int TENSOR_SKIP;
     const int TENSOR_SKIP_IF_VIRTUAL;
+    const int TENSOR_ALLOW_RESHAPE;
 
     explicit llama_model_base(const llama_model_params & params);
     virtual ~llama_model_base() = default;
diff --git a/src/llama-sampler.cpp b/src/llama-sampler.cpp
index a9cb6bee5..34a798826 100644
--- a/src/llama-sampler.cpp
+++ b/src/llama-sampler.cpp
@@ -467,9 +467,11 @@ static void llama_sampler_empty_free(struct llama_sampler * smpl) {
 
 static bool llama_sampler_empty_backend_init(
         struct llama_sampler       * smpl,
-        ggml_backend_buffer_type_t   buft) {
+        ggml_backend_buffer_type_t   buft,
+        uint32_t                     n_outputs_max_per_seq) {
     GGML_UNUSED(smpl);
     GGML_UNUSED(buft);
+    GGML_UNUSED(n_outputs_max_per_seq);
 
     return true;
 }
@@ -511,6 +513,8 @@ static struct llama_sampler_i llama_sampler_empty_i = {
     /* .backend_accept    = */ llama_sampler_empty_backend_accept,
     /* .backend_apply     = */ llama_sampler_empty_backend_apply,
     /* .backend_set_input = */ llama_sampler_empty_backend_set_input,
+    /* .backend_reset     = */ nullptr,
+    /* .copy_state        = */ nullptr,
 };
 
 struct llama_sampler * llama_sampler_init_empty(const char * name) {
@@ -551,6 +555,12 @@ struct llama_sampler_backend {
         this->support = support;
     }
 
+    // copy the state that is not tied to the current sampling graph
+    // samplers that hold only immutable configuration can use this as is
+    void copy_state(const llama_sampler_backend & src) {
+        GGML_UNUSED(src);
+    }
+
 private:
     std::string name;
     std::string name_ext;
@@ -559,19 +569,25 @@ private:
     bool support;
 };
 
-// check if all ggml ops used by the sampler are supported by the backend
-static bool llama_sampler_backend_support(
-        llama_sampler              * smpl,
-        ggml_backend_buffer_type_t   buft) {
-    auto * device = ggml_backend_buft_get_device(buft);
-    if (!device) {
-        // CPU backend always supported
-        return true;
-    }
+// .copy_state for samplers deriving from llama_sampler_backend
+template<typename T>
+static void llama_sampler_backend_copy_state(const struct llama_sampler * src, struct llama_sampler * dst) {
+    ((T *) dst->ctx)->copy_state(*(const T *) src->ctx);
+}
+
+struct llama_sampler_backend_probe {
+    ggml_context_ptr ctx;
+    ggml_cgraph * gf;
+};
 
+static llama_sampler_backend_probe llama_sampler_backend_probe_graph(
+        llama_sampler * sampler,
+        int64_t         n_candidates,
+        uint32_t        max_nodes,
+        bool            with_candidates) {
     ggml_init_params params = {
-        /*.mem_size   =*/ 128*ggml_tensor_overhead() + ggml_graph_overhead(),
-        /*.mem_buffer =*/ NULL,
+        /*.mem_size   =*/ max_nodes * ggml_tensor_overhead() + ggml_graph_overhead_custom(max_nodes, false),
+        /*.mem_buffer =*/ nullptr,
         /*.no_alloc   =*/ true,
     };
 
@@ -580,39 +596,58 @@ static bool llama_sampler_backend_support(
         throw std::runtime_error(format("failed to create ggml context"));
     }
 
-    ggml_context * ctx = ctx_ptr.get();
-
-    const int64_t n = 1024*1024;
+    auto * ctx = ctx_ptr.get();
+    auto * gf = ggml_new_graph_custom(ctx, max_nodes, false);
 
     llama_sampler_data data = {
-        /*.logits     = */ ggml_new_tensor_1d(ctx, GGML_TYPE_F32, n),
-        /*.probs      = */ nullptr,
-        /*.sampled    = */ nullptr,
-        /*.candidates = */ ggml_new_tensor_1d(ctx, GGML_TYPE_I32, n),
+        /*.logits       =*/ ggml_new_tensor_1d(ctx, GGML_TYPE_F32, n_candidates),
+        /*.probs        =*/ nullptr,
+        /*.sampled      =*/ nullptr,
+        /*.candidates   =*/ with_candidates ? ggml_new_tensor_1d(ctx, GGML_TYPE_I32, n_candidates) : nullptr,
     };
 
-    ggml_cgraph * gf = ggml_new_graph(ctx);
-
-    smpl->iface->backend_apply(smpl, ctx, gf, &data);
+    if (sampler->iface->backend_reset) {
+        sampler->iface->backend_reset(sampler);
+    }
+    sampler->iface->backend_apply(sampler, ctx, gf, &data);
 
-    if (data.logits) {
-        ggml_build_forward_expand(gf, data.logits);
+    for (auto * output : { data.logits, data.probs, data.sampled, data.candidates }) {
+        if (output) {
+            ggml_build_forward_expand(gf, output);
+        }
     }
 
-    if (data.probs) {
-        ggml_build_forward_expand(gf, data.probs);
+    if (sampler->iface->backend_reset) {
+        sampler->iface->backend_reset(sampler);
     }
 
-    if (data.sampled) {
-        ggml_build_forward_expand(gf, data.sampled);
+    return { std::move(ctx_ptr), gf };
+}
+
+static uint32_t llama_sampler_backend_probe_n_nodes(const llama_sampler_backend_probe & probe) {
+    uint32_t n_tensors = 0;
+    for (auto * tensor = ggml_get_first_tensor(probe.ctx.get()); tensor;
+            tensor = ggml_get_next_tensor(probe.ctx.get(), tensor)) {
+        ++n_tensors;
     }
 
-    if (data.candidates) {
-        ggml_build_forward_expand(gf, data.candidates);
+    return std::max<uint32_t>(ggml_graph_n_nodes(probe.gf), n_tensors);
+}
+
+// check if all ggml ops used by the sampler are supported by the backend
+static bool llama_sampler_backend_support(
+        llama_sampler              * smpl,
+        ggml_backend_buffer_type_t   buft) {
+    auto * device = ggml_backend_buft_get_device(buft);
+    if (!device) {
+        // CPU backend always supported
+        return true;
     }
 
-    for (int i = 0; i < ggml_graph_n_nodes(gf); i++) {
-        struct ggml_tensor * op = ggml_graph_node(gf, i);
+    auto probe = llama_sampler_backend_probe_graph(smpl, 1024*1024, GGML_DEFAULT_GRAPH_SIZE, true);
+
+    for (int i = 0; i < ggml_graph_n_nodes(probe.gf); i++) {
+        struct ggml_tensor * op = ggml_graph_node(probe.gf, i);
 
         if (!ggml_backend_dev_supports_op(device, op)) {
             LLAMA_LOG_WARN("%s: device '%s' does not have support for op %s needed for sampler '%s'\n",
@@ -697,7 +732,8 @@ static void llama_sampler_chain_free(struct llama_sampler * smpl) {
 
 static bool llama_sampler_chain_backend_init(
         struct llama_sampler       * smpl,
-        ggml_backend_buffer_type_t   buft) {
+        ggml_backend_buffer_type_t   buft,
+        uint32_t                     n_outputs_max_per_seq) {
     auto * chain = (llama_sampler_chain *) smpl->ctx;
 
     GGML_ASSERT(chain->is_init == false && "llama_sampler_chain_backend_init() called twice");
@@ -705,26 +741,32 @@ static bool llama_sampler_chain_backend_init(
     chain->is_init = true;
 
     bool res = true;
+    bool backend_prefix = true;
 
     for (auto & smpl : chain->samplers) {
-        bool res_cur = true;
+        bool cur_prefix = backend_prefix;
 
         // to be able to run a sampler on the backend, it has to:
         // - have the .backend_init() API implemented
         // - return true during .backend_init()
-        if (smpl.ptr->iface->backend_init) {
-            if (!smpl.ptr->iface->backend_init(smpl.ptr, buft)) {
-                res_cur = false;
+        // - support the requested per-sequence output limit
+        if (cur_prefix && smpl.ptr->iface->backend_init) {
+            if (!smpl.ptr->iface->backend_init(smpl.ptr, buft, n_outputs_max_per_seq)) {
+                cur_prefix = false;
             }
         } else {
-            res_cur = false;
+            cur_prefix = false;
         }
 
-        smpl.is_backend = res_cur;
+        smpl.is_backend = cur_prefix;
+        backend_prefix = cur_prefix;
 
-        res = res && res_cur;
+        res = res && cur_prefix;
     }
 
+    auto probe = llama_sampler_backend_probe_graph(smpl, 1024*1024, GGML_DEFAULT_GRAPH_SIZE, false);
+    chain->n_nodes = llama_sampler_backend_probe_n_nodes(probe);
+
     return res;
 }
 
@@ -780,6 +822,36 @@ static void llama_sampler_chain_backend_set_input(struct llama_sampler * smpl) {
     }
 }
 
+static void llama_sampler_chain_backend_reset(struct llama_sampler * smpl) {
+    auto * chain = (llama_sampler_chain *) smpl->ctx;
+
+    for (auto & entry : chain->samplers) {
+        if (!entry.is_backend) {
+            break;
+        }
+        if (entry.ptr->iface->backend_reset) {
+            entry.ptr->iface->backend_reset(entry.ptr);
+        }
+    }
+}
+
+static void llama_sampler_chain_copy_state(const struct llama_sampler * src, struct llama_sampler * dst) {
+    const auto * src_chain = (const llama_sampler_chain *) src->ctx;
+    auto * dst_chain = (llama_sampler_chain *) dst->ctx;
+
+    GGML_ASSERT(src_chain->samplers.size() == dst_chain->samplers.size());
+
+    for (size_t i = 0; i < src_chain->samplers.size(); ++i) {
+        llama_sampler_copy(src_chain->samplers[i].ptr, dst_chain->samplers[i].ptr);
+    }
+
+    // note: is_init, n_nodes and is_backend belong to the current sampling graph
+    dst_chain->params      = src_chain->params;
+    dst_chain->cur         = src_chain->cur;
+    dst_chain->t_sample_us = src_chain->t_sample_us;
+    dst_chain->n_sample    = src_chain->n_sample;
+}
+
 static struct llama_sampler_i llama_sampler_chain_i = {
     /* .name              = */ llama_sampler_chain_name,
     /* .accept            = */ llama_sampler_chain_accept,
@@ -791,22 +863,35 @@ static struct llama_sampler_i llama_sampler_chain_i = {
     /* .backend_accept    = */ llama_sampler_chain_backend_accept,
     /* .backend_apply     = */ llama_sampler_chain_backend_apply,
     /* .backend_set_input = */ llama_sampler_chain_backend_set_input,
+    /* .backend_reset     = */ llama_sampler_chain_backend_reset,
+    /* .copy_state        = */ llama_sampler_chain_copy_state,
 };
 
 struct llama_sampler * llama_sampler_chain_init(struct llama_sampler_chain_params params) {
     return llama_sampler_init(
         /* .iface = */ &llama_sampler_chain_i,
         /* .ctx   = */ new llama_sampler_chain {
-            /* .params      = */ params,
-            /* .is_init     = */ false,
-            /* .samplers    = */ {},
-            /* .cur         = */ {},
-            /* .t_sample_us = */ 0,
-            /* .n_sample    = */ 0,
+            /* .params               = */ params,
+            /* .is_init              = */ false,
+            /* .n_nodes              = */ 0,
+            /* .samplers             = */ {},
+            /* .cur                  = */ {},
+            /* .t_sample_us          = */ 0,
+            /* .n_sample             = */ 0,
         }
     );
 }
 
+uint32_t llama_sampler_backend_n_nodes(const llama_sampler * sampler) {
+    GGML_ASSERT(sampler != nullptr);
+    GGML_ASSERT(sampler->iface == &llama_sampler_chain_i);
+
+    const auto * chain = (const llama_sampler_chain *) sampler->ctx;
+    GGML_ASSERT(chain->is_init);
+
+    return chain->n_nodes;
+}
+
 llama_token llama_sampler_sample(struct llama_sampler * smpl, struct llama_context * ctx, int32_t idx) {
     const llama_token   sampled_token  = llama_get_sampled_token_ith     (ctx, idx);
     const float *       sampled_probs  = llama_get_sampled_probs_ith     (ctx, idx);
@@ -816,6 +901,7 @@ llama_token llama_sampler_sample(struct llama_sampler * smpl, struct llama_conte
     // If a backend sampler has already sampled a token, return it.
     if (sampled_token != LLAMA_TOKEN_NULL) {
         LLAMA_LOG_DEBUG("%s: Backend sampler selected token for idx %d. Skipping CPU samplers\n", __func__, idx);
+        llama_sampler_accept(smpl, sampled_token);
         return sampled_token;
     }
 
@@ -975,8 +1061,10 @@ static void llama_sampler_greedy_apply(struct llama_sampler * /*smpl*/, llama_to
 
 static bool llama_sampler_greedy_backend_init(
         struct llama_sampler       * smpl,
-        ggml_backend_buffer_type_t   buft) {
+        ggml_backend_buffer_type_t   buft,
+        uint32_t                     n_outputs_max_per_seq) {
     auto * sctx = (llama_sampler_greedy *) smpl->ctx;
+    GGML_UNUSED(n_outputs_max_per_seq);
 
     const bool res = llama_sampler_backend_support(smpl, buft);
 
@@ -1012,6 +1100,8 @@ static struct llama_sampler_i llama_sampler_greedy_i = {
     /* .backend_accept    = */ nullptr,
     /* .backend_apply     = */ llama_sampler_greedy_backend_apply,
     /* .backend_set_input = */ nullptr,
+    /* .backend_reset     = */ nullptr,
+    /* .copy_state        = */ llama_sampler_backend_copy_state<llama_sampler_greedy>,
 };
 
 struct llama_sampler * llama_sampler_init_greedy() {
@@ -1031,7 +1121,25 @@ struct llama_sampler_dist : public llama_sampler_backend {
 
     std::mt19937 rng;
 
-    ggml_tensor * inp_uniform;
+    // TODO: refactor + fix naming
+    //       https://github.com/ggml-org/llama.cpp/pull/25532/changes#r3749906719
+    // use a temporary RNG for multi-output sampling so rejected tokens do not advance rng
+    bool backend_transactional;
+    std::mt19937 rng_backend;
+    size_t n_backend_draws_generated;
+    size_t n_backend_draws_committed;
+
+    // inputs for the current sampling graph
+    std::vector<ggml_tensor *> inp_uniforms;
+
+    void copy_state(const llama_sampler_dist & src) {
+        // note: inp_uniforms and backend_transactional belong to the current sampling graph
+        seed_cur                  = src.seed_cur;
+        rng                       = src.rng;
+        rng_backend               = src.rng_backend;
+        n_backend_draws_generated = src.n_backend_draws_generated;
+        n_backend_draws_committed = src.n_backend_draws_committed;
+    }
 };
 
 static const char * llama_sampler_dist_name(const struct llama_sampler * smpl) {
@@ -1050,7 +1158,11 @@ static void llama_sampler_dist_apply(struct llama_sampler * smpl, llama_token_da
 
     cur_p->selected = 0;
 
+    std::uniform_real_distribution<double> dist(0.0f, 1.0f);
+
     if (cur_p->size == 1) {
+        // keep the RNG state aligned with backend sampling, which draws once per output
+        dist(ctx->rng);
         cur_p->data[0].p = 1.0f;
         return;
     }
@@ -1075,7 +1187,6 @@ static void llama_sampler_dist_apply(struct llama_sampler * smpl, llama_token_da
     // sample from the obtained probabilities and normalize the probs in a single pass
     // this is ~3x faster on Mac with full gpt-oss vocab than the version below
     //
-    std::uniform_real_distribution<double> dist(0.0f, 1.0f);
     const double rnd = dist(ctx->rng);
 
           double sum_run = 0.0f;
@@ -1115,6 +1226,9 @@ static void llama_sampler_dist_reset(struct llama_sampler * smpl) {
     auto * ctx = (llama_sampler_dist *) smpl->ctx;
     ctx->seed_cur = get_rng_seed(ctx->seed);
     ctx->rng.seed(ctx->seed_cur);
+    ctx->rng_backend = ctx->rng;
+    ctx->n_backend_draws_generated = 0;
+    ctx->n_backend_draws_committed = 0;
 }
 
 static struct llama_sampler * llama_sampler_dist_clone(const struct llama_sampler * smpl) {
@@ -1125,7 +1239,12 @@ static struct llama_sampler * llama_sampler_dist_clone(const struct llama_sample
     {
         auto * result_ctx = (llama_sampler_dist *) result->ctx;
 
-        result_ctx->rng = ctx->rng;
+        result_ctx->seed_cur                  = ctx->seed_cur;
+        result_ctx->rng                       = ctx->rng;
+        result_ctx->backend_transactional     = ctx->backend_transactional;
+        result_ctx->rng_backend               = ctx->rng_backend;
+        result_ctx->n_backend_draws_generated = ctx->n_backend_draws_generated;
+        result_ctx->n_backend_draws_committed = ctx->n_backend_draws_committed;
     }
 
     return result;
@@ -1137,12 +1256,17 @@ static void llama_sampler_dist_free(struct llama_sampler * smpl) {
 
 static bool llama_sampler_dist_backend_init(
         struct llama_sampler       * smpl,
-        ggml_backend_buffer_type_t   buft) {
+        ggml_backend_buffer_type_t   buft,
+        uint32_t                     n_outputs_max_per_seq) {
     auto * sctx = (llama_sampler_dist *) smpl->ctx;
 
     const bool res = llama_sampler_backend_support(smpl, buft);
 
     sctx->init(res);
+    sctx->backend_transactional = n_outputs_max_per_seq > 1;
+    sctx->rng_backend = sctx->rng;
+    sctx->n_backend_draws_generated = 0;
+    sctx->n_backend_draws_committed = 0;
 
     return res;
 }
@@ -1156,9 +1280,10 @@ static void llama_sampler_dist_backend_apply(
 
     auto * sctx = (llama_sampler_dist *) smpl->ctx;
 
-    sctx->inp_uniform = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, 1);
-    ggml_set_name (sctx->inp_uniform, "uniform");
-    ggml_set_input(sctx->inp_uniform);
+    ggml_tensor * inp_uniform = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, 1);
+    ggml_format_name(inp_uniform, "uniform_%zu", sctx->inp_uniforms.size());
+    ggml_set_input(inp_uniform);
+    sctx->inp_uniforms.push_back(inp_uniform);
 
     // flatten
     struct ggml_tensor * logits = ggml_reshape_1d(ctx, data->logits, ggml_nelements(data->logits));
@@ -1174,7 +1299,7 @@ static void llama_sampler_dist_backend_apply(
     // Recall that each entry in cumsum is the cumulative probability up to that
     // index so values stay negative while the cumulative total is below the
     // random value, and become zero/positive once the threshold is crossed.
-    struct ggml_tensor * diff = ggml_sub(ctx, cumsum, sctx->inp_uniform);
+    struct ggml_tensor * diff = ggml_sub(ctx, cumsum, inp_uniform);
     ggml_set_name(diff, "dist_cumsum");
 
     // The ggml_step function produces a tensor where entries are 1 if the
@@ -1189,6 +1314,9 @@ static void llama_sampler_dist_backend_apply(
     struct ggml_tensor * idxf = ggml_sum(ctx, mask);
     ggml_set_name(idxf, "dist_index_f32");
 
+    // Clamp to prevent out-of-bounds access when computing the index.
+    idxf = ggml_clamp(ctx, idxf, 1.0f, mask->ne[0]);
+
     // Use ggml_scale_bias to scale the index value by -1 and then add the size
     // of the mask to that value so we get the correct index ((-1 * idxf) + n).
     struct ggml_tensor * idx = ggml_cast(ctx, ggml_scale_bias(ctx, idxf, -1.0f, mask->ne[0]), GGML_TYPE_I32);
@@ -1210,22 +1338,52 @@ static void llama_sampler_dist_backend_apply(
 static void llama_sampler_dist_backend_set_input(struct llama_sampler * smpl) {
     auto * sctx = (llama_sampler_dist *) smpl->ctx;
 
-    GGML_ASSERT(sctx->inp_uniform != nullptr);
+    GGML_ASSERT(!sctx->inp_uniforms.empty());
 
     // We sample in double precision and cast to float to match rnd numbers of
-    // llama_dampler_dist which uses double precision (sampling from
+    // llama_sampler_dist which uses double precision (sampling from
     // std::uniform_real_distribution<double> and
     // std::uniform_real_distribution<float> with same rng will produce
     // different sequences).
     std::uniform_real_distribution<double> dist(0.0f, 1.0f);
-    const float rnd = dist(sctx->rng);
 
-    ggml_backend_tensor_set(sctx->inp_uniform, &rnd, 0, sizeof(float));
+    auto & rng = sctx->backend_transactional ? sctx->rng_backend : sctx->rng;
+
+    for (auto * inp_uniform : sctx->inp_uniforms) {
+        GGML_ASSERT(inp_uniform != nullptr);
+
+        const float rnd = dist(rng);
+        ggml_backend_tensor_set(inp_uniform, &rnd, 0, sizeof(float));
+
+        if (sctx->backend_transactional) {
+            ++sctx->n_backend_draws_generated;
+        }
+    }
+}
+
+static void llama_sampler_dist_backend_reset(struct llama_sampler * smpl) {
+    auto * sctx = (llama_sampler_dist *) smpl->ctx;
+    sctx->inp_uniforms.clear();
+}
+
+static void llama_sampler_dist_accept(struct llama_sampler * smpl, llama_token token) {
+    GGML_UNUSED(token);
+
+    auto * sctx = (llama_sampler_dist *) smpl->ctx;
+
+    if (!sctx->backend_transactional ||
+            sctx->n_backend_draws_committed >= sctx->n_backend_draws_generated) {
+        return;
+    }
+
+    std::uniform_real_distribution<double> dist(0.0f, 1.0f);
+    dist(sctx->rng);
+    ++sctx->n_backend_draws_committed;
 }
 
 static struct llama_sampler_i llama_sampler_dist_i = {
     /* .name              = */ llama_sampler_dist_name,
-    /* .accept            = */ nullptr,
+    /* .accept            = */ llama_sampler_dist_accept,
     /* .apply             = */ llama_sampler_dist_apply,
     /* .reset             = */ llama_sampler_dist_reset,
     /* .clone             = */ llama_sampler_dist_clone,
@@ -1234,6 +1392,8 @@ static struct llama_sampler_i llama_sampler_dist_i = {
     /* .backend_accept    = */ nullptr,
     /* .backend_apply     = */ llama_sampler_dist_backend_apply,
     /* .backend_set_input = */ llama_sampler_dist_backend_set_input,
+    /* .backend_reset     = */ llama_sampler_dist_backend_reset,
+    /* .copy_state        = */ llama_sampler_backend_copy_state<llama_sampler_dist>,
 };
 
 struct llama_sampler * llama_sampler_init_dist(uint32_t seed) {
@@ -1242,14 +1402,39 @@ struct llama_sampler * llama_sampler_init_dist(uint32_t seed) {
         /* .iface = */ &llama_sampler_dist_i,
         /* .ctx   = */ new llama_sampler_dist {
             ("dist"),
-            /* .seed        = */ seed,
-            /* .seed_cur    = */ seed_cur,
-            /* .rng         = */ std::mt19937(seed_cur),
-            /* .inp_uniform = */ nullptr,
+            /* .seed                      = */ seed,
+            /* .seed_cur                  = */ seed_cur,
+            /* .rng                       = */ std::mt19937(seed_cur),
+            /* .backend_transactional     = */ false,
+            /* .rng_backend               = */ std::mt19937(seed_cur),
+            /* .n_backend_draws_generated = */ 0,
+            /* .n_backend_draws_committed = */ 0,
+            /* .inp_uniforms              = */ {},
         }
     );
 }
 
+void llama_sampler_backend_begin(llama_sampler * sampler) {
+    GGML_ASSERT(sampler != nullptr);
+
+    if (sampler->iface == &llama_sampler_chain_i) {
+        auto * chain = (llama_sampler_chain *) sampler->ctx;
+        for (auto & entry : chain->samplers) {
+            if (!entry.is_backend) {
+                break;
+            }
+            llama_sampler_backend_begin(entry.ptr);
+        }
+    } else if (sampler->iface == &llama_sampler_dist_i) {
+        auto * ctx = (llama_sampler_dist *) sampler->ctx;
+        if (ctx->backend_transactional) {
+            ctx->rng_backend = ctx->rng;
+            ctx->n_backend_draws_generated = 0;
+            ctx->n_backend_draws_committed = 0;
+        }
+    }
+}
+
 // top-k
 
 struct llama_sampler_top_k : public llama_sampler_backend {
@@ -1277,8 +1462,10 @@ static void llama_sampler_top_k_free(struct llama_sampler * smpl) {
 
 static bool llama_sampler_top_k_backend_init(
         struct llama_sampler       * smpl,
-        ggml_backend_buffer_type_t   buft) {
+        ggml_backend_buffer_type_t   buft,
+        uint32_t                     n_outputs_max_per_seq) {
     auto * sctx = (llama_sampler_top_k *) smpl->ctx;
+    GGML_UNUSED(n_outputs_max_per_seq);
 
     const bool res = llama_sampler_backend_support(smpl, buft);
 
@@ -1325,6 +1512,8 @@ static struct llama_sampler_i llama_sampler_top_k_i = {
     /* .backend_accept    = */ nullptr,
     /* .backend_apply     = */ llama_sampler_top_k_backend_apply,
     /* .backend_set_input = */ nullptr,
+    /* .backend_reset     = */ nullptr,
+    /* .copy_state        = */ llama_sampler_backend_copy_state<llama_sampler_top_k>,
 };
 
 struct llama_sampler * llama_sampler_init_top_k(int32_t k) {
@@ -1423,8 +1612,10 @@ static void llama_sampler_top_p_free(struct llama_sampler * smpl) {
 
 static bool llama_sampler_top_p_backend_init(
         struct llama_sampler       * smpl,
-        ggml_backend_buffer_type_t   buft) {
+        ggml_backend_buffer_type_t   buft,
+        uint32_t                     n_outputs_max_per_seq) {
     auto * sctx = (llama_sampler_top_p *) smpl->ctx;
+    GGML_UNUSED(n_outputs_max_per_seq);
 
     const bool res = llama_sampler_backend_support(smpl, buft);
 
@@ -1521,6 +1712,8 @@ static struct llama_sampler_i llama_sampler_top_p_i = {
     /* .backend_accept    = */ nullptr,
     /* .backend_apply     = */ llama_sampler_top_p_backend_apply,
     /* .backend_set_input = */ nullptr,
+    /* .backend_reset     = */ nullptr,
+    /* .copy_state        = */ llama_sampler_backend_copy_state<llama_sampler_top_p>,
 };
 
 struct llama_sampler * llama_sampler_init_top_p(float p, size_t min_keep) {
@@ -1618,8 +1811,10 @@ static void llama_sampler_min_p_free(struct llama_sampler * smpl) {
 
 static bool llama_sampler_min_p_backend_init(
         struct llama_sampler       * smpl,
-        ggml_backend_buffer_type_t   buft) {
+        ggml_backend_buffer_type_t   buft,
+        uint32_t                     n_outputs_max_per_seq) {
     auto * sctx = (llama_sampler_min_p *) smpl->ctx;
+    GGML_UNUSED(n_outputs_max_per_seq);
 
     const bool res = llama_sampler_backend_support(smpl, buft);
 
@@ -1680,6 +1875,8 @@ static struct llama_sampler_i llama_sampler_min_p_i = {
     /* .backend_accept    = */ nullptr,
     /* .backend_apply     = */ llama_sampler_min_p_backend_apply,
     /* .backend_set_input = */ nullptr,
+    /* .backend_reset     = */ nullptr,
+    /* .copy_state        = */ llama_sampler_backend_copy_state<llama_sampler_min_p>,
 };
 
 struct llama_sampler * llama_sampler_init_min_p(float p, size_t min_keep) {
@@ -1790,6 +1987,8 @@ static struct llama_sampler_i llama_sampler_typical_i = {
     /* .backend_accept    = */ nullptr,
     /* .backend_apply     = */ nullptr,
     /* .backend_set_input = */ nullptr,
+    /* .backend_reset     = */ nullptr,
+    /* .copy_state        = */ nullptr,
 };
 
 struct llama_sampler * llama_sampler_init_typical(float p, size_t min_keep) {
@@ -1866,8 +2065,10 @@ static void llama_sampler_backend_temp_sampling(
 
 static bool llama_sampler_temp_backend_init(
         struct llama_sampler       * smpl,
-        ggml_backend_buffer_type_t   buft) {
+        ggml_backend_buffer_type_t   buft,
+        uint32_t                     n_outputs_max_per_seq) {
     auto * sctx = (llama_sampler_temp *) smpl->ctx;
+    GGML_UNUSED(n_outputs_max_per_seq);
 
     const bool res = llama_sampler_backend_support(smpl, buft);
 
@@ -1896,6 +2097,8 @@ static struct llama_sampler_i llama_sampler_temp_i = {
     /* .backend_accept    = */ nullptr,
     /* .backend_apply     = */ llama_sampler_temp_backend_apply,
     /* .backend_set_input = */ nullptr,
+    /* .backend_reset     = */ nullptr,
+    /* .copy_state        = */ llama_sampler_backend_copy_state<llama_sampler_temp>,
 };
 
 struct llama_sampler * llama_sampler_init_temp(float temp) {
@@ -2009,8 +2212,10 @@ static void llama_sampler_temp_ext_free(struct llama_sampler * smpl) {
 
 static bool llama_sampler_temp_ext_backend_init(
         struct llama_sampler       * smpl,
-        ggml_backend_buffer_type_t   buft) {
+        ggml_backend_buffer_type_t   buft,
+        uint32_t                     n_outputs_max_per_seq) {
     auto * sctx = (llama_sampler_temp_ext *) smpl->ctx;
+    GGML_UNUSED(n_outputs_max_per_seq);
 
     const bool res = llama_sampler_backend_support(smpl, buft);
 
@@ -2095,6 +2300,8 @@ static struct llama_sampler_i llama_sampler_temp_ext_i = {
     /* .backend_accept    = */ nullptr,
     /* .backend_apply     = */ llama_sampler_temp_ext_backend_apply,
     /* .backend_set_input = */ nullptr,
+    /* .backend_reset     = */ nullptr,
+    /* .copy_state        = */ llama_sampler_backend_copy_state<llama_sampler_temp_ext>,
 };
 
 struct llama_sampler * llama_sampler_init_temp_ext(float temp, float delta, float exponent) {
@@ -2202,6 +2409,8 @@ static struct llama_sampler_i llama_sampler_xtc_i = {
     /* .backend_accept    = */ nullptr,
     /* .backend_apply     = */ nullptr,
     /* .backend_set_input = */ nullptr,
+    /* .backend_reset     = */ nullptr,
+    /* .copy_state        = */ nullptr,
 };
 
 struct llama_sampler * llama_sampler_init_xtc(float p, float t, size_t min_keep, uint32_t seed) {
@@ -2290,7 +2499,7 @@ static struct llama_sampler * llama_sampler_mirostat_clone(const struct llama_sa
 
     // copy the state
     {
-        auto * result_ctx = (llama_sampler_mirostat *) smpl->ctx;
+        auto * result_ctx = (llama_sampler_mirostat *) result->ctx;
 
         result_ctx->mu  = ctx->mu;
         result_ctx->rng = ctx->rng;
@@ -2321,6 +2530,8 @@ static struct llama_sampler_i llama_sampler_mirostat_i = {
     /* .backend_accept    = */ nullptr,
     /* .backend_apply     = */ nullptr,
     /* .backend_set_input = */ nullptr,
+    /* .backend_reset     = */ nullptr,
+    /* .copy_state        = */ nullptr,
 };
 
 struct llama_sampler * llama_sampler_init_mirostat(int32_t n_vocab, uint32_t seed, float tau, float eta, int32_t m) {
@@ -2425,6 +2636,8 @@ static struct llama_sampler_i llama_sampler_mirostat_v2_i = {
     /* .backend_accept    = */ nullptr,
     /* .backend_apply     = */ nullptr,
     /* .backend_set_input = */ nullptr,
+    /* .backend_reset     = */ nullptr,
+    /* .copy_state        = */ nullptr,
 };
 
 struct llama_sampler * llama_sampler_init_mirostat_v2(uint32_t seed, float tau, float eta) {
@@ -2546,6 +2759,8 @@ static struct llama_sampler_i llama_sampler_grammar_i = {
     /* .backend_accept    = */ nullptr,
     /* .backend_apply     = */ nullptr,
     /* .backend_set_input = */ nullptr,
+    /* .backend_reset     = */ nullptr,
+    /* .copy_state        = */ nullptr,
 };
 
 static struct llama_sampler * llama_sampler_init_grammar_impl(
@@ -2638,7 +2853,8 @@ struct llama_sampler * llama_sampler_init_grammar_lazy_patterns(
 
 // penalties
 
-struct llama_sampler_penalties {
+struct llama_sampler_penalties : public llama_sampler_backend {
+    const int32_t n_vocab;
     const int32_t penalty_last_n;
     const float   penalty_repeat;
     const float   penalty_freq;
@@ -2648,10 +2864,56 @@ struct llama_sampler_penalties {
 
     // a frequency map to count token occurrences
     std::unordered_map<llama_token, int> token_count;
+
+    // backend graph inputs
+    ggml_tensor * inp_token_ids = nullptr;
+    ggml_tensor * inp_counts    = nullptr;
+
+    // backend helpers
+    int32_t n_max   = 0;
+    bool has_candidates = false;
+
+    std::vector<int32_t> host_token_ids;
+    std::vector<int32_t> host_counts;
+
+    void copy_state(const llama_sampler_penalties & src) {
+        // note: inp_token_ids/inp_counts belong to the current sampling graph
+        prev        = src.prev;
+        token_count = src.token_count;
+    }
+
+    static bool is_disabled(
+            int32_t penalty_last_n,
+            float   penalty_repeat,
+            float   penalty_freq,
+            float   penalty_present) {
+        return penalty_last_n == 0 ||
+            (penalty_repeat == 1.0f && penalty_freq == 0.0f && penalty_present == 0.0f);
+    }
+
+    bool is_disabled() const {
+        return is_disabled(penalty_last_n, penalty_repeat, penalty_freq, penalty_present);
+    }
+
+    llama_sampler_penalties(
+            int32_t n_vocab,
+            int32_t penalty_last_n,
+            float   penalty_repeat,
+            float   penalty_freq,
+            float   penalty_present)
+        : llama_sampler_backend("penalties")
+        , n_vocab         (n_vocab)
+        , penalty_last_n  (penalty_last_n)
+        , penalty_repeat  (penalty_repeat)
+        , penalty_freq    (penalty_freq)
+        , penalty_present (penalty_present)
+        , prev            (penalty_last_n) {
+    }
 };
 
-static const char * llama_sampler_penalties_name(const struct llama_sampler * /*smpl*/) {
-    return "penalties";
+static const char * llama_sampler_penalties_name(const struct llama_sampler * smpl) {
+    auto * ctx = (llama_sampler_penalties *) smpl->ctx;
+    return ctx->get_name();
 }
 
 static void llama_sampler_penalties_accept(struct llama_sampler * smpl, llama_token token) {
@@ -2688,8 +2950,7 @@ static void llama_sampler_penalties_accept(struct llama_sampler * smpl, llama_to
 static void llama_sampler_penalties_apply(struct llama_sampler * smpl, llama_token_data_array * cur_p) {
     auto * ctx = (llama_sampler_penalties *) smpl->ctx;
 
-    if ((ctx->penalty_last_n == 0) ||
-        (ctx->penalty_repeat == 1.0f && ctx->penalty_freq == 0.0f && ctx->penalty_present == 0.0f)) {
+    if (ctx->is_disabled()) {
         return;
     }
 
@@ -2727,6 +2988,7 @@ static void llama_sampler_penalties_reset(struct llama_sampler * smpl) {
 static struct llama_sampler * llama_sampler_penalties_clone(const struct llama_sampler * smpl) {
     const auto * ctx = (const llama_sampler_penalties *) smpl->ctx;
     auto * result = llama_sampler_init_penalties(
+            ctx->n_vocab,
             ctx->penalty_last_n,
             ctx->penalty_repeat,
             ctx->penalty_freq,
@@ -2736,7 +2998,8 @@ static struct llama_sampler * llama_sampler_penalties_clone(const struct llama_s
     {
         auto * result_ctx = (llama_sampler_penalties *) result->ctx;
 
-        result_ctx->prev = ctx->prev;
+        result_ctx->prev        = ctx->prev;
+        result_ctx->token_count = ctx->token_count;
     }
 
     return result;
@@ -2746,6 +3009,182 @@ static void llama_sampler_penalties_free(struct llama_sampler * smpl) {
     delete (llama_sampler_penalties *) smpl->ctx;
 }
 
+static bool llama_sampler_penalties_backend_init(
+        struct llama_sampler       * smpl,
+        ggml_backend_buffer_type_t   buft,
+        uint32_t                     n_outputs_max_per_seq) {
+    auto * sctx = (llama_sampler_penalties *) smpl->ctx;
+
+    if (n_outputs_max_per_seq > 1) {
+        sctx->init(false);
+        return false;
+    }
+
+    const bool res = llama_sampler_backend_support(smpl, buft);
+
+    sctx->init(res);
+
+    return res;
+}
+
+static void llama_sampler_penalties_backend_apply(
+        struct llama_sampler      * smpl,
+        struct ggml_context       * ctx,
+        struct ggml_cgraph        * gf,
+        struct llama_sampler_data * data) {
+    GGML_UNUSED(gf);
+
+    auto * sctx = (llama_sampler_penalties *) smpl->ctx;
+
+    if (sctx->is_disabled()) {
+        return;
+    }
+
+    GGML_ASSERT(sctx->n_vocab > 0);
+
+    sctx->has_candidates = data->candidates != nullptr;
+    sctx->n_max   = std::min(sctx->penalty_last_n, sctx->n_vocab);
+
+    sctx->inp_token_ids = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, sctx->n_max);
+    ggml_set_name(sctx->inp_token_ids, "penalties_token_ids");
+    ggml_set_input(sctx->inp_token_ids);
+
+    sctx->inp_counts = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, sctx->n_max);
+    ggml_set_name(sctx->inp_counts, "penalties_counts");
+    ggml_set_input(sctx->inp_counts);
+
+    if ((int32_t) sctx->host_token_ids.size() != sctx->n_max) {
+        sctx->host_token_ids.assign(sctx->n_max, 0);
+        sctx->host_counts.assign(sctx->n_max, 0);
+    }
+
+    // flatten
+    ggml_tensor * logits = ggml_reshape_1d(ctx, data->logits, ggml_nelements(data->logits));
+    ggml_tensor * gathered = logits;
+    ggml_tensor * counts_f32 = ggml_cast(ctx, sctx->inp_counts, GGML_TYPE_F32);
+
+    if (sctx->has_candidates) {
+        ggml_tensor * candidates = ggml_reshape_1d(
+                ctx, data->candidates, ggml_nelements(data->candidates));
+        const int64_t n_candidates = candidates->ne[0];
+        GGML_ASSERT(n_candidates == ggml_nelements(logits));
+
+        ggml_tensor * counts_rows = ggml_fill(
+                ctx, ggml_new_tensor_2d(ctx, GGML_TYPE_F32, 1, sctx->n_vocab), 0.0f);
+        ggml_tensor * scatter_rows = ggml_reshape_2d(ctx, counts_f32, 1, sctx->n_max);
+        counts_rows = ggml_set_rows(ctx, counts_rows, scatter_rows, sctx->inp_token_ids);
+        counts_f32 = ggml_get_rows(ctx, counts_rows, candidates);
+        counts_f32 = ggml_reshape_1d(ctx, counts_f32, n_candidates);
+    } else {
+        ggml_tensor * logits_rows = ggml_reshape_2d(ctx, logits, 1, ggml_nelements(logits));
+        gathered = ggml_get_rows(ctx, logits_rows, sctx->inp_token_ids);
+        gathered = ggml_reshape_1d(ctx, gathered, sctx->n_max);
+    }
+
+    ggml_tensor * active_mask = ggml_step(ctx, counts_f32);
+    ggml_tensor * inactive_mask = ggml_sub(ctx, ggml_fill(ctx, active_mask, 1.0f), active_mask);
+
+    ggml_tensor * penalized = gathered;
+
+    if (sctx->penalty_repeat != 1.0f) {
+        ggml_tensor * pos_mask = ggml_step(ctx, penalized);
+        ggml_tensor * neg_mask = ggml_sub(ctx, ggml_fill(ctx, pos_mask, 1.0f), pos_mask);
+
+        ggml_tensor * pos_scale = ggml_scale(ctx, pos_mask, 1.0f/sctx->penalty_repeat);
+        ggml_tensor * neg_scale = ggml_scale(ctx, neg_mask, sctx->penalty_repeat);
+        ggml_tensor * repeat_scale = ggml_add(ctx, pos_scale, neg_scale);
+
+        // scale inactive entries with 1 to avoid -INF * 0 = NaN for values masked by top-p
+        repeat_scale = ggml_mul(ctx, repeat_scale, active_mask);
+        repeat_scale = ggml_add(ctx, repeat_scale, inactive_mask);
+        penalized = ggml_mul(ctx, gathered, repeat_scale);
+    }
+
+    if (sctx->penalty_freq != 0.0f) {
+        ggml_tensor * penalty_freq = ggml_scale(ctx, counts_f32, sctx->penalty_freq);
+        penalized = ggml_sub(ctx, penalized, penalty_freq);
+    }
+
+    if (sctx->penalty_present != 0.0f) {
+        ggml_tensor * penalty_present = ggml_scale(ctx, active_mask, sctx->penalty_present);
+        penalized = ggml_sub(ctx, penalized, penalty_present);
+    }
+
+    if (sctx->has_candidates) {
+        data->logits = penalized;
+    } else {
+        ggml_tensor * logits_rows = ggml_reshape_2d(ctx, logits, 1, ggml_nelements(logits));
+        ggml_tensor * scatter_rows = ggml_reshape_2d(ctx, penalized, 1, sctx->n_max);
+        logits_rows = ggml_set_rows(ctx, logits_rows, scatter_rows, sctx->inp_token_ids);
+        data->logits = ggml_reshape_1d(ctx, logits_rows, ggml_nelements(logits));
+    }
+}
+
+static void llama_sampler_penalties_backend_set_input(struct llama_sampler * smpl) {
+    auto * sctx = (llama_sampler_penalties *) smpl->ctx;
+
+    if (!sctx->inp_token_ids || !sctx->inp_counts || sctx->n_max <= 0 || sctx->n_vocab <= 0) {
+        return;
+    }
+
+    if (sctx->is_disabled()) {
+        return;
+    }
+
+    // fill active entries from the map
+    int32_t n_active = 0;
+
+    for (const auto & it : sctx->token_count) {
+        GGML_ASSERT(n_active < sctx->n_max);
+        sctx->host_token_ids[n_active] = it.first;
+        sctx->host_counts   [n_active] = it.second;
+        ++n_active;
+    }
+
+    // Sorting is required because backend_apply uses ggml_set_rows (a scatter-back operation)
+    std::vector<std::pair<int32_t, int32_t>> entries;
+    entries.reserve(n_active);
+    for (int32_t i = 0; i < n_active; ++i) {
+        entries.emplace_back(sctx->host_token_ids[i], sctx->host_counts[i]);
+    }
+    std::sort(entries.begin(), entries.end(), [](const auto & a, const auto & b) {
+        return a.first < b.first;
+    });
+    for (int32_t i = 0; i < n_active; ++i) {
+        sctx->host_token_ids[i] = entries[i].first;
+        sctx->host_counts   [i] = entries[i].second;
+    }
+
+    // Padding: Finds a filler token id that is not present in token_count.
+    // Use it to do padding for the arrays, it avoids resizing every time.
+    // The arrays must always have exactly n_max entries (the GPU tensor is a fixed size).
+    int32_t filler = 0;
+    if (n_active < sctx->n_max) {
+        while (sctx->token_count.find(filler) != sctx->token_count.end()) {
+            ++filler;
+        }
+        GGML_ASSERT(filler < sctx->n_vocab);
+    }
+
+    // Fill the rest of the arrays with the filler token id and count 0.
+    // Inactive slots are padded with a unique dummy token ID (count = 0).
+    // The uniqueness matters because ggml_set_rows with duplicate indices can produce non-deterministic or incorrect results.
+    // Using a filler token with count 0 that isn't in the active set is safe, because the active_mask step in backend_apply filters them out via ggml_step(counts_f32)
+    for (int32_t i = n_active; i < sctx->n_max; ++i) {
+        sctx->host_token_ids[i] = filler;
+        sctx->host_counts   [i] = 0;
+    }
+
+    ggml_backend_tensor_set(sctx->inp_token_ids, sctx->host_token_ids.data(), 0, sctx->n_max * sizeof(int32_t));
+    ggml_backend_tensor_set(sctx->inp_counts,    sctx->host_counts.data(),    0, sctx->n_max * sizeof(int32_t));
+}
+
+static void llama_sampler_penalties_backend_reset(struct llama_sampler * smpl) {
+    auto * sctx = (llama_sampler_penalties *) smpl->ctx;
+    sctx->inp_token_ids = nullptr;
+    sctx->inp_counts    = nullptr;
+}
+
 static struct llama_sampler_i llama_sampler_penalties_i = {
     /* .name              = */ llama_sampler_penalties_name,
     /* .accept            = */ llama_sampler_penalties_accept,
@@ -2753,35 +3192,35 @@ static struct llama_sampler_i llama_sampler_penalties_i = {
     /* .reset             = */ llama_sampler_penalties_reset,
     /* .clone             = */ llama_sampler_penalties_clone,
     /* .free              = */ llama_sampler_penalties_free,
-    /* .backend_init      = */ nullptr,
+    /* .backend_init      = */ llama_sampler_penalties_backend_init,
     /* .backend_accept    = */ nullptr,
-    /* .backend_apply     = */ nullptr,
-    /* .backend_set_input = */ nullptr,
+    /* .backend_apply     = */ llama_sampler_penalties_backend_apply,
+    /* .backend_set_input = */ llama_sampler_penalties_backend_set_input,
+    /* .backend_reset     = */ llama_sampler_penalties_backend_reset,
+    /* .copy_state        = */ llama_sampler_backend_copy_state<llama_sampler_penalties>,
 };
 
 struct llama_sampler * llama_sampler_init_penalties(
+        int32_t n_vocab,
         int32_t penalty_last_n,
         float penalty_repeat,
         float penalty_freq,
         float penalty_present) {
     penalty_last_n = std::max(penalty_last_n, 0);
 
-    const bool is_empty = (penalty_last_n == 0 || (penalty_repeat == 1.0f && penalty_freq == 0.0f && penalty_present == 0.0f));
-
-    if (is_empty) {
+    if (llama_sampler_penalties::is_disabled(
+                penalty_last_n, penalty_repeat, penalty_freq, penalty_present)) {
         return llama_sampler_init_empty("?penalties");
     }
 
     return llama_sampler_init(
         /* .iface = */ &llama_sampler_penalties_i,
-        /* .ctx   = */ new llama_sampler_penalties {
-            /* .penalty_last_n  = */ penalty_last_n,
-            /* .penalty_repeat  = */ penalty_repeat,
-            /* .penalty_freq    = */ penalty_freq,
-            /* .penalty_present = */ penalty_present,
-            /* .prev            = */ ring_buffer<llama_token>(penalty_last_n),
-            /* .token_count     = */ {},
-        }
+        /* .ctx   = */ new llama_sampler_penalties(
+            n_vocab,
+            penalty_last_n,
+            penalty_repeat,
+            penalty_freq,
+            penalty_present)
     );
 }
 
@@ -2854,6 +3293,8 @@ static struct llama_sampler_i llama_sampler_top_n_sigma_i = {
     /* .backend_accept    = */ nullptr,
     /* .backend_apply     = */ nullptr,
     /* .backend_set_input = */ nullptr,
+    /* .backend_reset     = */ nullptr,
+    /* .copy_state        = */ nullptr,
 };
 
 struct llama_sampler * llama_sampler_init_top_n_sigma(float n) {
@@ -2874,8 +3315,6 @@ struct llama_sampler * llama_sampler_init_top_n_sigma(float n) {
 // DRY
 
 struct llama_sampler_dry {
-    int32_t total_context_size;
-
     const float   dry_multiplier;
     const float   dry_base;
     const int32_t dry_allowed_length;
@@ -2951,8 +3390,7 @@ static void llama_sampler_dry_apply(struct llama_sampler * smpl, llama_token_dat
         return;
     }
 
-    int32_t effective_dry_penalty_last_n = (ctx->dry_penalty_last_n == -1) ? ctx->total_context_size : std::max(ctx->dry_penalty_last_n, 0);
-    int last_n_repeat = std::min(std::min((int)ctx->last_tokens.size(), effective_dry_penalty_last_n), ctx->total_context_size);
+    int last_n_repeat = std::min((int) ctx->last_tokens.size(), ctx->dry_penalty_last_n);
 
     if (last_n_repeat <= ctx->dry_allowed_length) {
         return;
@@ -3165,7 +3603,7 @@ static struct llama_sampler * llama_sampler_dry_clone(const struct llama_sampler
     llama_vocab dummy_vocab;
 
     // dummy vocab is passed because it is only needed for raw sequence breaker processing, which we have already done and will simply be copying
-    auto * result = llama_sampler_init_dry(&dummy_vocab, ctx->total_context_size, ctx->dry_multiplier, ctx->dry_base, ctx->dry_allowed_length, ctx->dry_penalty_last_n, NULL, 0);
+    auto * result = llama_sampler_init_dry(&dummy_vocab, ctx->dry_multiplier, ctx->dry_base, ctx->dry_allowed_length, ctx->dry_penalty_last_n, NULL, 0);
 
     // Copy the state, including the processed breakers
     {
@@ -3194,10 +3632,12 @@ static struct llama_sampler_i llama_sampler_dry_i = {
     /* .backend_accept    = */ nullptr,
     /* .backend_apply     = */ nullptr,
     /* .backend_set_input = */ nullptr,
+    /* .backend_reset     = */ nullptr,
+    /* .copy_state        = */ nullptr,
 };
 
-struct llama_sampler * llama_sampler_init_dry(const struct llama_vocab * vocab, int32_t n_ctx_train, float dry_multiplier, float dry_base, int32_t dry_allowed_length, int32_t dry_penalty_last_n, const char** seq_breakers, size_t num_breakers) {
-    int32_t effective_dry_penalty_last_n = (dry_penalty_last_n == -1) ? n_ctx_train : std::max(dry_penalty_last_n, 0);
+struct llama_sampler * llama_sampler_init_dry(const struct llama_vocab * vocab, float dry_multiplier, float dry_base, int32_t dry_allowed_length, int32_t dry_penalty_last_n, const char** seq_breakers, size_t num_breakers) {
+    dry_penalty_last_n = std::max(dry_penalty_last_n, 0);
     std::unordered_multimap<llama_token, std::vector<llama_token>> processed_breakers;
     const int MAX_CHAR_LEN = 40;
     const int MAX_SEQ_LEN = 20;
@@ -3234,23 +3674,22 @@ struct llama_sampler * llama_sampler_init_dry(const struct llama_vocab * vocab,
     return llama_sampler_init(
         /* .iface = */ &llama_sampler_dry_i,
         /* .ctx   = */ new llama_sampler_dry {
-            /* .total_context_size     = */ n_ctx_train,
             /* .dry_multiplier         = */ dry_multiplier,
             /* .dry_base               = */ dry_base,
             /* .dry_allowed_length     = */ dry_allowed_length,
             /* .dry_penalty_last_n     = */ dry_penalty_last_n,
             /* .dry_processed_breakers = */ std::move(processed_breakers),
-            /* .dry_repeat_count       = */ dry_enabled ? std::vector<int>(effective_dry_penalty_last_n, 0) : std::vector<int>{},
+            /* .dry_repeat_count       = */ dry_enabled ? std::vector<int>(dry_penalty_last_n, 0) : std::vector<int>{},
             /* .dry_max_token_repeat   = */ {},
-            /* .last_tokens            = */ dry_enabled ? ring_buffer<llama_token>(effective_dry_penalty_last_n) : ring_buffer<llama_token>(0),
+            /* .last_tokens            = */ dry_enabled ? ring_buffer<llama_token>(dry_penalty_last_n) : ring_buffer<llama_token>(0),
         }
     );
 }
 
 // wrapper for test-sampling.cpp
-struct llama_sampler * llama_sampler_init_dry_testing(int32_t context_size, float dry_multiplier, float dry_base, int32_t dry_allowed_length, int32_t dry_penalty_last_n, const std::vector<std::vector<llama_token>>& seq_breakers) {
+struct llama_sampler * llama_sampler_init_dry_testing(float dry_multiplier, float dry_base, int32_t dry_allowed_length, int32_t dry_penalty_last_n, const std::vector<std::vector<llama_token>>& seq_breakers) {
     llama_vocab dummy_vocab;
-    auto * result = llama_sampler_init_dry(&dummy_vocab, context_size, dry_multiplier, dry_base, dry_allowed_length, dry_penalty_last_n, NULL, 0);
+    auto * result = llama_sampler_init_dry(&dummy_vocab, dry_multiplier, dry_base, dry_allowed_length, dry_penalty_last_n, NULL, 0);
     auto * ctx = (llama_sampler_dry *) result->ctx;
 
     // Process the token-based sequence breakers
@@ -3414,6 +3853,8 @@ static struct llama_sampler_i llama_sampler_adaptive_p_i = {
     /* .backend_accept    = */ nullptr,
     /* .backend_apply     = */ nullptr,
     /* .backend_set_input = */ nullptr,
+    /* .backend_reset     = */ nullptr,
+    /* .copy_state        = */ nullptr,
 };
 
 struct llama_sampler * llama_sampler_init_adaptive_p(
@@ -3515,13 +3956,17 @@ static void llama_sampler_logit_bias_backend_apply(
 
     const size_t n = sctx->logit_bias.size();
 
-    sctx->inp_logit_bias = ggml_new_tensor_2d(ctx, GGML_TYPE_F32, 1, n);
-    ggml_set_name(sctx->inp_logit_bias, "logit_bias");
-    ggml_set_input(sctx->inp_logit_bias);
+    if (sctx->inp_logit_bias == nullptr) {
+        GGML_ASSERT(sctx->inp_logit_idxs == nullptr);
 
-    sctx->inp_logit_idxs = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, n);
-    ggml_set_name(sctx->inp_logit_idxs, "logit_idxs");
-    ggml_set_input(sctx->inp_logit_idxs);
+        sctx->inp_logit_bias = ggml_new_tensor_2d(ctx, GGML_TYPE_F32, 1, n);
+        ggml_set_name(sctx->inp_logit_bias, "logit_bias");
+        ggml_set_input(sctx->inp_logit_bias);
+
+        sctx->inp_logit_idxs = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, n);
+        ggml_set_name(sctx->inp_logit_idxs, "logit_idxs");
+        ggml_set_input(sctx->inp_logit_idxs);
+    }
 
     ggml_tensor * cur = ggml_fill(ctx, data->logits, 0.0f);
 
@@ -3556,10 +4001,18 @@ static void llama_sampler_logit_bias_backend_set_input(struct llama_sampler * sm
     ggml_backend_tensor_set(sctx->inp_logit_idxs, data_logit_idxs.data(), 0, ggml_nbytes(sctx->inp_logit_idxs));
 }
 
+static void llama_sampler_logit_bias_backend_reset(struct llama_sampler * smpl) {
+    auto * sctx = (llama_sampler_logit_bias *) smpl->ctx;
+    sctx->inp_logit_bias = nullptr;
+    sctx->inp_logit_idxs = nullptr;
+}
+
 static bool llama_sampler_logit_bias_backend_init(
         struct llama_sampler       * smpl,
-        ggml_backend_buffer_type_t   buft) {
+        ggml_backend_buffer_type_t   buft,
+        uint32_t                     n_outputs_max_per_seq) {
     GGML_UNUSED(buft);
+    GGML_UNUSED(n_outputs_max_per_seq);
 
     auto * sctx = (llama_sampler_logit_bias *) smpl->ctx;
 
@@ -3583,6 +4036,8 @@ static struct llama_sampler_i llama_sampler_logit_bias_i = {
     /* .backend_accept    = */ nullptr,
     /* .backend_apply     = */ llama_sampler_logit_bias_backend_apply,
     /* .backend_set_input = */ llama_sampler_logit_bias_backend_set_input,
+    /* .backend_reset     = */ llama_sampler_logit_bias_backend_reset,
+    /* .copy_state        = */ llama_sampler_backend_copy_state<llama_sampler_logit_bias>,
 };
 
 struct llama_sampler * llama_sampler_init_logit_bias(
@@ -3822,10 +4277,12 @@ static struct llama_sampler_i llama_sampler_infill_i = {
     /* .reset             = */ nullptr,
     /* .clone             = */ llama_sampler_infill_clone,
     /* .free              = */ llama_sampler_infill_free,
-    /* .backend_apply     = */ nullptr,
+    /* .backend_init      = */ nullptr,
     /* .backend_accept    = */ nullptr,
+    /* .backend_apply     = */ nullptr,
     /* .backend_set_input = */ nullptr,
-    /* .backend_init      = */ nullptr,
+    /* .backend_reset     = */ nullptr,
+    /* .copy_state        = */ nullptr,
 };
 
 struct llama_sampler * llama_sampler_init_infill(const struct llama_vocab * vocab) {
@@ -3839,6 +4296,32 @@ struct llama_sampler * llama_sampler_init_infill(const struct llama_vocab * voca
     );
 }
 
+void llama_sampler_copy(const struct llama_sampler * src, struct llama_sampler * dst) {
+    if (!src || !dst || src == dst) {
+        return;
+    }
+
+    GGML_ASSERT(src->iface == dst->iface && "llama_sampler_copy: cannot copy between different sampler types");
+
+    if (dst->iface->copy_state) {
+        dst->iface->copy_state(src, dst);
+        return;
+    }
+
+    // build a temporary sampler carrying src's current state
+    llama_sampler * tmp = llama_sampler_clone(src);
+
+    // free dst's old state (frees dst->ctx, including children for a chain)
+    if (dst->iface->free) {
+        dst->iface->free(dst);
+    }
+
+    // transplant tmp's state into dst, then destroy the (now empty) temp shell
+    dst->ctx = tmp->ctx;
+    tmp->ctx = nullptr;
+    delete tmp;
+}
+
 // utils
 
 uint32_t llama_sampler_get_seed(const struct llama_sampler * smpl) {
diff --git a/src/llama-sampler.h b/src/llama-sampler.h
index b9bfc20d2..e5db2982b 100644
--- a/src/llama-sampler.h
+++ b/src/llama-sampler.h
@@ -15,6 +15,8 @@ struct llama_sampler_chain {
     // has .backend_init() been called?
     bool is_init = false;
 
+    uint32_t n_nodes = 0;
+
     struct info {
         bool is_backend;
 
@@ -33,8 +35,10 @@ struct llama_sampler_chain {
     mutable int32_t n_sample;
 };
 
+uint32_t llama_sampler_backend_n_nodes(const llama_sampler * sampler);
+void llama_sampler_backend_begin(llama_sampler * sampler);
+
 struct llama_sampler * llama_sampler_init_dry_testing(
-        int32_t context_size,
         float   dry_multiplier,
         float   dry_base,
         int32_t dry_allowed_length,
diff --git a/src/llama-vocab.cpp b/src/llama-vocab.cpp
index eeca61e61..26f9dcc7f 100644
--- a/src/llama-vocab.cpp
+++ b/src/llama-vocab.cpp
@@ -1373,8 +1373,10 @@ struct llm_tokenizer_plamo2 : llm_tokenizer {
             if (vocab.is_byte(token_id)) {
                 if (entry.text.length() == 6 && entry.text.substr(0, 3) == "<0x" && entry.text.back() == '>') {
                     std::string hex_str = entry.text.substr(3, 2);
-                    int byte_val = std::stoi(hex_str, nullptr, 16);
-                    bytes_[byte_val] = static_cast<llama_token>(token_id);
+                    if (std::isxdigit(static_cast<unsigned char>(hex_str[0])) && std::isxdigit(static_cast<unsigned char>(hex_str[1]))) {
+                        int byte_val = std::stoi(hex_str, nullptr, 16);
+                        bytes_[byte_val] = static_cast<llama_token>(token_id);
+                    }
                 }
                 continue;
             }
@@ -2532,6 +2534,12 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) {
             const std::string & key = kv(std::get<0>(it));
             int32_t & id = std::get<1>(it);
 
+            if (id >= 0 && static_cast<size_t>(id) >= id_to_token.size()) {
+                LLAMA_LOG_WARN("%s: default special token '%s' = %d out of vocab range, disabling\n",
+                    __func__, key.c_str(), id);
+                id = LLAMA_TOKEN_NULL;
+            }
+
             uint32_t new_id;
             if (!ml.get_key(std::get<0>(it), new_id, false)) {
                 continue;
@@ -3621,12 +3629,15 @@ int32_t llama_vocab::impl::token_to_piece(llama_token token, char * buf, int32_t
                 if (vocab.is_byte(token)) {
                     // Handle byte tokens like <0xXX>
                     if (token_text.length() == 6 && token_text.substr(0, 3) == "<0x" && token_text.back() == '>') {
-                        int hex_val = std::stoi(token_text.substr(3, 2), nullptr, 16);
-                        if (length < 1) {
-                            return -1;
+                        std::string hex_str = token_text.substr(3, 2);
+                        if (std::isxdigit(static_cast<unsigned char>(hex_str[0])) && std::isxdigit(static_cast<unsigned char>(hex_str[1]))) {
+                            int hex_val = std::stoi(hex_str, nullptr, 16);
+                            if (length < 1) {
+                                return -1;
+                            }
+                            buf[0] = static_cast<char>(hex_val);
+                            return 1;
                         }
-                        buf[0] = static_cast<char>(hex_val);
-                        return 1;
                     }
                 }
 
diff --git a/src/llama.cpp b/src/llama.cpp
index d6e0bbfef..94c8f60e0 100644
--- a/src/llama.cpp
+++ b/src/llama.cpp
@@ -48,6 +48,8 @@ const char * llama_flash_attn_type_name(enum llama_flash_attn_type flash_attn_ty
 
 const char * llama_load_mode_name(enum llama_load_mode load_mode) {
     switch (load_mode) {
+        case LLAMA_LOAD_MODE_AUTO:
+            return "auto";
         case LLAMA_LOAD_MODE_NONE:
             return "none";
         case LLAMA_LOAD_MODE_MMAP:
@@ -63,11 +65,12 @@ const char * llama_load_mode_name(enum llama_load_mode load_mode) {
 }
 
 enum llama_load_mode llama_load_mode_from_str(const char * str) {
-    if (std::strcmp(str, "none") == 0)       { return LLAMA_LOAD_MODE_NONE;       }
-    if (std::strcmp(str, "mmap") == 0)       { return LLAMA_LOAD_MODE_MMAP;       }
-    if (std::strcmp(str, "mlock") == 0)      { return LLAMA_LOAD_MODE_MLOCK;      }
+    if (std::strcmp(str, "auto")       == 0) { return LLAMA_LOAD_MODE_AUTO;       }
+    if (std::strcmp(str, "none")       == 0) { return LLAMA_LOAD_MODE_NONE;       }
+    if (std::strcmp(str, "mmap")       == 0) { return LLAMA_LOAD_MODE_MMAP;       }
+    if (std::strcmp(str, "mlock")      == 0) { return LLAMA_LOAD_MODE_MLOCK;      }
     if (std::strcmp(str, "mmap+mlock") == 0) { return LLAMA_LOAD_MODE_MMAP_MLOCK; }
-    if (std::strcmp(str, "dio") == 0)        { return LLAMA_LOAD_MODE_DIRECT_IO;  }
+    if (std::strcmp(str, "dio")        == 0) { return LLAMA_LOAD_MODE_DIRECT_IO;  }
     throw std::invalid_argument(std::string("unknown load mode: ") + str);
 }
 
diff --git a/src/models/clip.cpp b/src/models/clip.cpp
new file mode 100644
index 000000000..537766aeb
--- /dev/null
+++ b/src/models/clip.cpp
@@ -0,0 +1,18 @@
+#include "models.h"
+
+// Stub to allow llama-quantize to open mmproj GGUFs
+
+[[noreturn]]
+void llama_model_clip::load_arch_hparams(llama_model_loader &) {
+    GGML_ABORT("CLIP is a quant-only stub; load_arch_hparams should not be called");
+}
+
+[[noreturn]]
+void llama_model_clip::load_arch_tensors(llama_model_loader &) {
+    GGML_ABORT("CLIP is a quant-only stub; load_arch_tensors should not be called");
+}
+
+[[noreturn]]
+std::unique_ptr<llm_graph_context> llama_model_clip::build_arch_graph(const llm_graph_params &) const {
+    GGML_ABORT("CLIP has no inference graph via llama_model dispatch; runtime lives in tools/mtmd/clip.cpp");
+}
diff --git a/src/models/deepseek2.cpp b/src/models/deepseek2.cpp
index a9e8bc514..ba90c0d07 100644
--- a/src/models/deepseek2.cpp
+++ b/src/models/deepseek2.cpp
@@ -37,6 +37,11 @@ void llama_model_deepseek2::load_arch_hparams(llama_model_loader & ml) {
         hparams.rope_yarn_log_mul /= 0.1f;
     }
 
+    // NextN/MTP
+    ml.get_key(LLM_KV_NEXTN_PREDICT_LAYERS, hparams.n_layer_nextn, false);
+    GGML_ASSERT(hparams.n_layer_nextn == 0 ||
+        hparams.n_layer() + hparams.n_layer_nextn == hparams.n_layer_all);
+
     // (optional) temperature tuning - used by mistral-large
     ml.get_key(LLM_KV_ATTENTION_TEMPERATURE_SCALE,  hparams.f_attn_temp_scale,       false);
     ml.get_key(LLM_KV_ATTENTION_TEMPERATURE_LENGTH, hparams.n_attn_temp_floor_scale, false); // FIXME why not use temperature_length?
@@ -52,10 +57,20 @@ void llama_model_deepseek2::load_arch_hparams(llama_model_loader & ml) {
     }
 }
 
-void llama_model_deepseek2::load_arch_tensors(llama_model_loader &) {
+void llama_model_deepseek2::load_arch_tensors(llama_model_loader & ml) {
     LLAMA_LOAD_LOCALS;
     const int64_t n_expert_shared = hparams.n_expert_shared;
 
+    const bool mtp_only = (hparams.n_layer_nextn > 0) && (ml.get_weight("blk.0.attn_norm.weight") == nullptr);
+    const std::string mtp_probe = "blk." + std::to_string(n_layer) + ".nextn.eh_proj.weight";
+    const bool trunk_only = (hparams.n_layer_nextn > 0) && (ml.get_weight(mtp_probe.c_str()) == nullptr);
+    const int trunk_flags = mtp_only  ? TENSOR_NOT_REQUIRED : 0;
+    int       mtp_flags   = trunk_only ? TENSOR_NOT_REQUIRED : 0;
+
+    if (!ml.load_mtp) {
+        mtp_flags |= TENSOR_SKIP;
+    }
+
     const bool is_mla = hparams.is_mla();
 
     // note: these are the actual head sizes you get when treating as MHA or after "decompression" using wv_b for MLA
@@ -81,44 +96,45 @@ void llama_model_deepseek2::load_arch_tensors(llama_model_loader &) {
         output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
     }
 
-    for (int i = 0; i < n_layer; ++i) {
+    for (int i = 0; i < n_layer_all; ++i) {
         auto & layer = layers[i];
+        const int flags = i < n_layer ? trunk_flags : mtp_flags;
 
-        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, flags);
         if (q_lora_rank > 0) {
-            layer.attn_q_a_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_A_NORM, "weight", i), {q_lora_rank}, 0);
+            layer.attn_q_a_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_A_NORM, "weight", i), {q_lora_rank}, flags);
         }
 
-        layer.attn_kv_a_norm = create_tensor(tn(LLM_TENSOR_ATTN_KV_A_NORM, "weight", i), {kv_lora_rank}, 0);
+        layer.attn_kv_a_norm = create_tensor(tn(LLM_TENSOR_ATTN_KV_A_NORM, "weight", i), {kv_lora_rank}, flags);
 
         if (q_lora_rank > 0) {
-            layer.wq_a = create_tensor(tn(LLM_TENSOR_ATTN_Q_A, "weight", i), {n_embd, q_lora_rank}, 0);
-            layer.wq_b = create_tensor(tn(LLM_TENSOR_ATTN_Q_B, "weight", i), {q_lora_rank, n_head * n_embd_head_k_mla}, 0);
+            layer.wq_a = create_tensor(tn(LLM_TENSOR_ATTN_Q_A, "weight", i), {n_embd, q_lora_rank}, flags);
+            layer.wq_b = create_tensor(tn(LLM_TENSOR_ATTN_Q_B, "weight", i), {q_lora_rank, n_head * n_embd_head_k_mla}, flags);
         } else {
-            layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q, "weight", i), {n_embd, n_head * n_embd_head_k_mla}, 0);
+            layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q, "weight", i), {n_embd, n_head * n_embd_head_k_mla}, flags);
         }
 
-        layer.wkv_a_mqa = create_tensor(tn(LLM_TENSOR_ATTN_KV_A_MQA, "weight", i), {n_embd, kv_lora_rank + n_embd_head_qk_rope}, 0);
+        layer.wkv_a_mqa = create_tensor(tn(LLM_TENSOR_ATTN_KV_A_MQA, "weight", i), {n_embd, kv_lora_rank + n_embd_head_qk_rope}, flags);
 
         // note: only old legacy GGUF files will have the unsplit wkv_b tensor in
         if (is_mla) {
-            layer.wk_b = create_tensor(tn(LLM_TENSOR_ATTN_K_B, "weight", i), {n_embd_head_qk_nope, kv_lora_rank, n_head}, 0);
-            layer.wv_b = create_tensor(tn(LLM_TENSOR_ATTN_V_B, "weight", i), {kv_lora_rank, n_embd_head_v_mla, n_head}, 0);
+            layer.wk_b = create_tensor(tn(LLM_TENSOR_ATTN_K_B, "weight", i), {n_embd_head_qk_nope, kv_lora_rank, n_head}, flags);
+            layer.wv_b = create_tensor(tn(LLM_TENSOR_ATTN_V_B, "weight", i), {kv_lora_rank, n_embd_head_v_mla, n_head}, flags);
         } else {
-            layer.wkv_b = create_tensor(tn(LLM_TENSOR_ATTN_KV_B, "weight", i), {kv_lora_rank, n_head * (n_embd_head_qk_nope + n_embd_head_v_mla)}, 0);
+            layer.wkv_b = create_tensor(tn(LLM_TENSOR_ATTN_KV_B, "weight", i), {kv_lora_rank, n_head * (n_embd_head_qk_nope + n_embd_head_v_mla)}, flags);
         }
 
-        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_head * n_embd_head_v_mla, n_embd}, 0);
+        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_head * n_embd_head_v_mla, n_embd}, flags);
 
-        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, flags);
 
         if (i < (int) hparams.n_layer_dense_lead) {
-            layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
-            layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
-            layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+            layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, flags);
+            layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, flags);
+            layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, flags);
         } else {
-            layer.ffn_gate_inp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP, "weight", i), {n_embd, n_expert}, 0);
-            layer.ffn_exp_probs_b = create_tensor(tn(LLM_TENSOR_FFN_EXP_PROBS_B, "bias", i), {n_expert}, TENSOR_NOT_REQUIRED);
+            layer.ffn_gate_inp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP, "weight", i), {n_embd, n_expert}, flags);
+            layer.ffn_exp_probs_b = create_tensor(tn(LLM_TENSOR_FFN_EXP_PROBS_B, "bias", i), {n_expert}, TENSOR_NOT_REQUIRED | flags);
 
             if (n_expert == 0) {
                 throw std::runtime_error("n_expert must be > 0");
@@ -128,21 +144,281 @@ void llama_model_deepseek2::load_arch_tensors(llama_model_loader &) {
             }
 
             // MoE branch
-            layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff_exp,   n_embd, n_expert}, 0);
-            create_tensor_gate_up_exps(layer, i, n_embd, n_ff_exp, n_expert, 0);
+            layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff_exp,   n_embd, n_expert}, flags);
+            create_tensor_gate_up_exps(layer, i, n_embd, n_ff_exp, n_expert, flags);
 
             // Shared expert branch
-            layer.ffn_gate_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "weight", i), {n_embd, n_ff_exp * n_expert_shared}, 0);
-            layer.ffn_down_shexp = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), {        n_ff_exp * n_expert_shared, n_embd}, 0);
-            layer.ffn_up_shexp   = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP,   "weight", i), {n_embd, n_ff_exp * n_expert_shared}, 0);
+            layer.ffn_gate_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "weight", i), {n_embd, n_ff_exp * n_expert_shared}, flags);
+            layer.ffn_down_shexp = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), {        n_ff_exp * n_expert_shared, n_embd}, flags);
+            layer.ffn_up_shexp   = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP,   "weight", i), {n_embd, n_ff_exp * n_expert_shared}, flags);
+        }
+
+        // NextN/MTP tensors
+        if (i >= n_layer) {
+            layer.nextn.eh_proj          = create_tensor(tn(LLM_TENSOR_NEXTN_EH_PROJ, "weight", i), { 2 * n_embd, n_embd }, mtp_flags);
+            layer.nextn.enorm            = create_tensor(tn(LLM_TENSOR_NEXTN_ENORM, "weight", i), { n_embd }, mtp_flags);
+            layer.nextn.hnorm            = create_tensor(tn(LLM_TENSOR_NEXTN_HNORM, "weight", i), { n_embd }, mtp_flags);
+            layer.nextn.embed_tokens     = create_tensor(tn(LLM_TENSOR_NEXTN_EMBED_TOKENS, "weight", i), { n_embd, n_vocab }, TENSOR_NOT_REQUIRED | flags);
+            layer.nextn.shared_head_head = create_tensor(tn(LLM_TENSOR_NEXTN_SHARED_HEAD_HEAD, "weight", i), { n_embd, n_vocab }, TENSOR_NOT_REQUIRED | flags);
+            layer.nextn.shared_head_norm = create_tensor(tn(LLM_TENSOR_NEXTN_SHARED_HEAD_NORM, "weight", i), { n_embd }, TENSOR_NOT_REQUIRED | flags);
         }
     }
 }
 
 std::unique_ptr<llm_graph_context> llama_model_deepseek2::build_arch_graph(const llm_graph_params & params) const {
+    if (params.gtype == LLM_GRAPH_TYPE_DECODER_MTP) {
+        return std::make_unique<graph_mtp>(*this, params);
+    }
     return std::make_unique<graph>(*this, params);
 }
 
+llama_model_deepseek2::graph_mtp::graph_mtp(const llama_model & model, const llm_graph_params & params) :
+    llm_graph_context(params) {
+    GGML_ASSERT(hparams.n_layer_nextn > 0 && "GLM4 MTP requires n_layer_nextn > 0");
+    GGML_ASSERT(hparams.n_layer_nextn == 1 && "GLM4 MTP currently only supports a single MTP block");
+    GGML_ASSERT(hparams.is_mla() && "GLM4 MTP requires MLA");
+    GGML_ASSERT(hparams.f_attn_temp_scale == 0.0f && "GLM4 MTP does not support attention temperature scaling");
+
+    // The appended MTP block is stored immediately after the main decoder layers.
+    const int il = hparams.n_layer();
+    const auto & layer = model.layers[il];
+
+    GGML_ASSERT(layer.nextn.eh_proj && "MTP block missing nextn.eh_proj");
+    GGML_ASSERT(layer.nextn.enorm   && "MTP block missing nextn.enorm");
+    GGML_ASSERT(layer.nextn.hnorm   && "MTP block missing nextn.hnorm");
+
+    GGML_ASSERT((uint32_t) il >= hparams.n_layer_dense_lead && "GLM4 MTP block expected to use MoE FFN");
+
+    const int64_t n_embd_head_k_mla   = hparams.n_embd_head_k_mla();
+    const int64_t n_embd_head_qk_rope = hparams.n_rot();
+    const int64_t n_embd_head_qk_nope = n_embd_head_k_mla - n_embd_head_qk_rope;
+    const int64_t kv_lora_rank        = hparams.n_lora_kv;
+
+    GGML_ASSERT(n_embd_head_qk_nope >= 1);
+    GGML_ASSERT(hparams.n_lora_q > 0);
+    GGML_ASSERT(layer.wq_a);
+    GGML_ASSERT(layer.attn_q_a_norm);
+    GGML_ASSERT(layer.wq_b);
+    GGML_ASSERT(layer.wkv_a_mqa);
+    GGML_ASSERT(layer.attn_kv_a_norm);
+    GGML_ASSERT(layer.wk_b);
+
+    const bool has_split_exps =
+            layer.ffn_up_exps   != nullptr &&
+            layer.ffn_gate_exps != nullptr;
+
+    const bool has_fused_exps = layer.ffn_gate_up_exps != nullptr;
+
+    GGML_ASSERT(has_split_exps || has_fused_exps);
+    GGML_ASSERT(layer.ffn_norm);
+    GGML_ASSERT(layer.ffn_gate_inp);
+    GGML_ASSERT(layer.ffn_down_exps);
+    GGML_ASSERT(layer.ffn_gate_shexp);
+    GGML_ASSERT(layer.ffn_down_shexp);
+    GGML_ASSERT(layer.ffn_up_shexp);
+
+    auto inp = std::make_unique<llm_graph_input_embd_h>(hparams.n_embd);
+
+    inp->tokens = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_tokens);
+    ggml_set_input(inp->tokens);
+
+    inp->embd = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, hparams.n_embd_inp(), n_tokens);
+    ggml_set_input(inp->embd);
+
+    ggml_tensor * tok_embd;
+    if (ubatch.token) {
+        ggml_tensor * tok_embd_w = layer.nextn.embed_tokens
+                ? layer.nextn.embed_tokens
+                : model.tok_embd;
+
+        tok_embd = ggml_get_rows(ctx0, tok_embd_w, inp->tokens);
+    } else {
+        tok_embd = inp->embd;
+    }
+    cb(tok_embd, "mtp_tok_embd", il);
+
+    inp->h = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, hparams.n_embd, n_tokens);
+    ggml_set_input(inp->h);
+    ggml_set_name(inp->h, "mtp_h_input");
+
+    ggml_tensor * h_embd = inp->h;
+
+    res->add_input(std::move(inp));
+
+    ggml_tensor * inp_pos     = build_inp_pos();
+    ggml_tensor * inp_out_ids = build_inp_out_ids();
+
+    auto * inp_attn_k = build_attn_inp_k();
+
+    ggml_tensor * h_norm = build_norm(h_embd, layer.nextn.hnorm, nullptr, LLM_NORM_RMS, il);
+    cb(h_norm, "mtp_hnorm", il);
+
+    ggml_tensor * e_norm = build_norm(tok_embd, layer.nextn.enorm, nullptr, LLM_NORM_RMS, il);
+    cb(e_norm, "mtp_enorm", il);
+
+    ggml_tensor * concat = ggml_concat(ctx0, e_norm, h_norm, 0);
+    cb(concat, "mtp_concat", il);
+
+    ggml_tensor * cur = build_lora_mm(layer.nextn.eh_proj, concat, layer.nextn.eh_proj_s);
+    cb(cur, "mtp_eh_proj", il);
+
+    ggml_tensor * inpSA = cur;
+
+    cur = build_norm(cur, layer.attn_norm, nullptr, LLM_NORM_RMS, il);
+    cb(cur, "mtp_attn_norm", il);
+
+    ggml_tensor * q = ggml_mul_mat(ctx0, layer.wq_a, cur);
+    cb(q, "mtp_q_a", il);
+
+    q = build_norm(q, layer.attn_q_a_norm, nullptr, LLM_NORM_RMS, il);
+    cb(q, "mtp_q_a_norm", il);
+
+    q = ggml_mul_mat(ctx0, layer.wq_b, q);
+    cb(q, "mtp_q_b", il);
+
+    ggml_tensor * q_nope =
+        ggml_view_3d(ctx0, q, n_embd_head_qk_nope, n_head, n_tokens,
+                ggml_row_size(q->type, n_embd_head_k_mla),
+                ggml_row_size(q->type, n_embd_head_k_mla) * n_head, 0);
+    cb(q_nope, "mtp_q_nope", il);
+
+    ggml_tensor * q_pe =
+        ggml_view_3d(ctx0, q, n_embd_head_qk_rope, n_head, n_tokens,
+                ggml_row_size(q->type, n_embd_head_k_mla),
+                ggml_row_size(q->type, n_embd_head_k_mla) * n_head,
+                ggml_row_size(q->type, n_embd_head_qk_nope));
+    cb(q_pe, "mtp_q_pe", il);
+
+    ggml_tensor * kv_cmpr_pe = ggml_mul_mat(ctx0, layer.wkv_a_mqa, cur);
+    cb(kv_cmpr_pe, "mtp_kv_cmpr_pe", il);
+
+    ggml_tensor * kv_cmpr =
+        ggml_view_2d(ctx0, kv_cmpr_pe, kv_lora_rank, n_tokens,
+                ggml_row_size(kv_cmpr_pe->type, kv_lora_rank + n_embd_head_qk_rope), 0);
+    cb(kv_cmpr, "mtp_kv_cmpr", il);
+
+    ggml_tensor * k_pe =
+        ggml_view_3d(ctx0, kv_cmpr_pe, n_embd_head_qk_rope, 1, n_tokens,
+                ggml_row_size(kv_cmpr_pe->type, kv_lora_rank + n_embd_head_qk_rope),
+                ggml_row_size(kv_cmpr_pe->type, kv_lora_rank + n_embd_head_qk_rope),
+                ggml_row_size(kv_cmpr_pe->type, kv_lora_rank));
+    cb(k_pe, "mtp_k_pe", il);
+
+    kv_cmpr = build_norm(kv_cmpr, layer.attn_kv_a_norm, nullptr, LLM_NORM_RMS, il);
+    cb(kv_cmpr, "mtp_kv_cmpr_norm", il);
+
+    GGML_ASSERT(ext_factor >= 0.0f);
+
+    const float attn_factor_org =
+            attn_factor * (1.0f + 0.1f * logf(1.0f / freq_scale));
+
+    const float mscale =
+            attn_factor_org * (1.0f + 0.1f * hparams.rope_yarn_log_mul * logf(1.0f / freq_scale));
+
+    const float kq_scale =
+            1.0f * mscale * mscale / sqrtf(float(n_embd_head_k_mla));
+
+    q_pe = ggml_rope_ext(ctx0, q_pe, inp_pos, nullptr,
+            n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+            ext_factor, attn_factor, beta_fast, beta_slow);
+    cb(q_pe, "mtp_q_pe_rope", il);
+
+    k_pe = ggml_rope_ext(ctx0, k_pe, inp_pos, nullptr,
+            n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+            ext_factor, attn_factor, beta_fast, beta_slow);
+    cb(k_pe, "mtp_k_pe_rope", il);
+
+    q_nope = ggml_permute(ctx0, q_nope, 0, 2, 1, 3);
+    cb(q_nope, "mtp_q_nope_perm", il);
+
+    ggml_tensor * q_nope_absorbed = ggml_mul_mat(ctx0, layer.wk_b, q_nope);
+    cb(q_nope_absorbed, "mtp_q_nope_absorbed", il);
+
+    q_nope_absorbed = ggml_permute(ctx0, q_nope_absorbed, 0, 2, 1, 3);
+    cb(q_nope_absorbed, "mtp_q_nope_absorbed_perm", il);
+
+    ggml_tensor * Qcur = ggml_concat(ctx0, q_nope_absorbed, q_pe, 0);
+    cb(Qcur, "mtp_Qcur", il);
+
+    kv_cmpr = ggml_reshape_3d(ctx0, kv_cmpr, hparams.n_lora_kv, 1, n_tokens);
+    cb(kv_cmpr, "mtp_kv_cmpr_reshape", il);
+
+    ggml_tensor * Kcur = ggml_concat(ctx0, kv_cmpr, k_pe, 0);
+    cb(Kcur, "mtp_Kcur", il);
+
+    ggml_tensor * Vcur = kv_cmpr;
+    cb(Vcur, "mtp_Vcur", il);
+
+    cur = build_attn(inp_attn_k,
+            layer.wo, nullptr, layer.wo_s,
+            Qcur, Kcur, Vcur, nullptr, nullptr, layer.wv_b, kq_scale, il);
+    cb(cur, "mtp_attn_out", il);
+
+    ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+    cb(ffn_inp, "mtp_ffn_inp", il);
+
+    cur = build_norm(ffn_inp, layer.ffn_norm, nullptr, LLM_NORM_RMS, il);
+    cb(cur, "mtp_ffn_norm", il);
+
+    ggml_tensor * moe_out = build_moe_ffn(cur,
+            layer.ffn_gate_inp,
+            layer.ffn_up_exps,
+            layer.ffn_gate_exps,
+            layer.ffn_down_exps,
+            layer.ffn_exp_probs_b,
+            n_expert, n_expert_used,
+            LLM_FFN_SILU, hparams.expert_weights_norm,
+            hparams.expert_weights_scale,
+            (llama_expert_gating_func_type) hparams.expert_gating_func,
+            il,
+            nullptr,
+            layer.ffn_gate_up_exps);
+    cb(moe_out, "mtp_ffn_moe_out", il);
+
+    ggml_tensor * ffn_shexp = build_ffn(cur,
+            layer.ffn_up_shexp, nullptr, nullptr,
+            layer.ffn_gate_shexp, nullptr, nullptr,
+            layer.ffn_down_shexp, nullptr, nullptr,
+            nullptr, LLM_FFN_SILU, LLM_FFN_PAR, il);
+    cb(ffn_shexp, "mtp_ffn_shexp", il);
+
+    cur = ggml_add(ctx0, moe_out, ffn_shexp);
+    cb(cur, "mtp_ffn_out", il);
+
+    cur = ggml_add(ctx0, cur, ffn_inp);
+    cb(cur, "mtp_post_ffn", il);
+
+    ggml_tensor * head_norm_w = layer.nextn.shared_head_norm
+            ? layer.nextn.shared_head_norm
+            : model.output_norm;
+    GGML_ASSERT(head_norm_w && "GLM4 MTP: missing both nextn.shared_head_norm and output_norm");
+
+    cur = build_norm(cur, head_norm_w, nullptr, LLM_NORM_RMS, -1);
+    cb(cur, "h_nextn", -1);
+    res->t_h_nextn = cur;
+
+    if (inp_out_ids) {
+        cur = ggml_get_rows(ctx0, cur, inp_out_ids);
+    }
+    cb(cur, "mtp_shared_head_norm", -1);
+
+    ggml_tensor * head_w = layer.nextn.shared_head_head
+            ? layer.nextn.shared_head_head
+            : model.output;
+
+    ggml_tensor * head_s = layer.nextn.shared_head_head
+            ? layer.nextn.shared_head_head_s
+            : model.output_s;
+
+    GGML_ASSERT(head_w && "GLM4 MTP: missing LM head (nextn.shared_head_head or model.output)");
+
+    cur = build_lora_mm(head_w, cur, head_s);
+    cb(cur, "result_output", -1);
+
+    res->t_logits = cur;
+    ggml_build_forward_expand(gf, cur);
+}
+
 llama_model_deepseek2::graph::graph(const llama_model & model, const llm_graph_params & params) :
     llm_graph_context(params) {
     // lite variants include DeepSeek-V2-Lite, GigaChat3-10B-A1.8B
@@ -365,7 +641,7 @@ llama_model_deepseek2::graph::graph(const llama_model & model, const llm_graph_p
                             Qcur, Kcur, Vcur, nullptr, nullptr, nullptr, kq_scale, il);
             }
         }
-        if (il == n_layer - 1 && inp_out_ids) {
+        if (il == n_layer - 1 && inp_out_ids && (!cparams.embeddings_nextn || cparams.embeddings_nextn_masked)) {
             cur   = ggml_get_rows(ctx0, cur, inp_out_ids);
             inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
         }
@@ -425,6 +701,13 @@ llama_model_deepseek2::graph::graph(const llama_model & model, const llm_graph_p
 
     cur = build_norm(cur, model.output_norm, NULL, LLM_NORM_RMS, -1);
 
+    cb(cur, "h_nextn", -1);
+    res->t_h_nextn = cur;
+
+    if (cparams.embeddings_nextn && !cparams.embeddings_nextn_masked && inp_out_ids) {
+        cur = ggml_get_rows(ctx0, cur, inp_out_ids);
+    }
+
     cb(cur, "result_norm", -1);
     res->t_embd = cur;
 
diff --git a/src/models/deepseek32.cpp b/src/models/deepseek32.cpp
index 32262e684..8a07a0b71 100644
--- a/src/models/deepseek32.cpp
+++ b/src/models/deepseek32.cpp
@@ -44,13 +44,24 @@ void llama_model_deepseek32::load_arch_hparams(llama_model_loader & ml) {
     GGML_ASSERT(hparams.n_layer_nextn < hparams.n_layer_all && "n_layer_nextn must be < n_layer");
 
     switch (hparams.n_layer()) {
-        case 62: type = LLM_TYPE_685B_A37B; break;
+        case 61: type = LLM_TYPE_685B_A37B; break;
         default: type = LLM_TYPE_UNKNOWN;
     }
 }
 
-void llama_model_deepseek32::load_arch_tensors(llama_model_loader &) {
+void llama_model_deepseek32::load_arch_tensors(llama_model_loader & ml) {
     LLAMA_LOAD_LOCALS;
+
+    const bool mtp_only = (hparams.n_layer_nextn > 0) && (ml.get_weight("blk.0.attn_norm.weight") == nullptr);
+    const std::string mtp_probe = "blk." + std::to_string(n_layer) + ".nextn.eh_proj.weight";
+    const bool trunk_only = (hparams.n_layer_nextn > 0) && (ml.get_weight(mtp_probe.c_str()) == nullptr);
+    const int trunk_flags = mtp_only   ? TENSOR_NOT_REQUIRED : 0;
+    int       mtp_flags   = trunk_only ? TENSOR_NOT_REQUIRED : 0;
+
+    if (!ml.load_mtp) {
+        mtp_flags |= TENSOR_SKIP;
+    }
+
     const bool is_mla = hparams.is_mla();
     if (!is_mla) {
         throw std::runtime_error("DEEPSEEK32 architecture requires MLA");
@@ -80,12 +91,7 @@ void llama_model_deepseek32::load_arch_tensors(llama_model_loader &) {
     }
 
     for (int i = 0; i < n_layer_all; ++i) {
-        int flags = 0;
-        if (i >= n_layer) {
-            // skip all tensors in the NextN layers
-            // TODO @ngxson : TENSOR_NOT_REQUIRED was a hack, need to remove it later
-            flags |= TENSOR_SKIP | TENSOR_NOT_REQUIRED;
-        }
+        const int flags = (i >= n_layer) ? mtp_flags : trunk_flags;
 
         auto & layer = layers[i];
 
@@ -138,7 +144,7 @@ void llama_model_deepseek32::load_arch_tensors(llama_model_loader &) {
             layer.ffn_up_shexp   = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP,   "weight", i), {n_embd, n_ff_exp * n_expert_shared}, flags);
         }
 
-        // NextN/MTP tensors (preserved but unused) - conditionally load for last nextn_predict_layers
+        // NextN/MTP tensors - conditionally load for last nextn_predict_layers
         if (i >= n_layer) {
             layer.nextn.eh_proj          = create_tensor(tn(LLM_TENSOR_NEXTN_EH_PROJ, "weight", i), { 2 * n_embd, n_embd }, flags);
             layer.nextn.enorm            = create_tensor(tn(LLM_TENSOR_NEXTN_ENORM, "weight", i), { n_embd }, flags);
@@ -153,6 +159,9 @@ void llama_model_deepseek32::load_arch_tensors(llama_model_loader &) {
 }
 
 std::unique_ptr<llm_graph_context> llama_model_deepseek32::build_arch_graph(const llm_graph_params & params) const {
+    if (params.gtype == LLM_GRAPH_TYPE_DECODER_MTP) {
+        return std::make_unique<graph_mtp>(*this, params);
+    }
     return std::make_unique<graph>(*this, params);
 }
 
@@ -430,7 +439,9 @@ llama_model_deepseek32::graph::graph(const llama_model & model, const llm_graph_
                         Qcur, Kcur, Vcur, nullptr, nullptr, model.layers[il].wv_b, top_k, kq_scale, il);
             }
         }
-        if (il == n_layer - 1 && inp_out_ids) {
+        // when unmasked nextn embeddings are requested, t_h_nextn must keep all rows,
+        // so the early output masking has to be skipped (it is applied after the final norm instead)
+        if (il == n_layer - 1 && inp_out_ids && (!cparams.embeddings_nextn || cparams.embeddings_nextn_masked)) {
             cur   = ggml_get_rows(ctx0, cur, inp_out_ids);
             inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
         }
@@ -493,6 +504,14 @@ llama_model_deepseek32::graph::graph(const llama_model & model, const llm_graph_
 
     cur = build_norm(cur, model.output_norm, NULL, LLM_NORM_RMS, -1);
 
+    // post-norm hidden state feeds the NextN/MTP draft head
+    cb(cur, "h_nextn", -1);
+    res->t_h_nextn = cur;
+
+    if (cparams.embeddings_nextn && !cparams.embeddings_nextn_masked && inp_out_ids) {
+        cur = ggml_get_rows(ctx0, cur, inp_out_ids);
+    }
+
     cb(cur, "result_norm", -1);
     res->t_embd = cur;
 
@@ -504,3 +523,243 @@ llama_model_deepseek32::graph::graph(const llama_model & model, const llm_graph_
 
     ggml_build_forward_expand(gf, cur);
 }
+
+// LLM_GRAPH_TYPE_DECODER_MTP draft head for DeepSeek V3.2 (DEEPSEEK32).
+// Semantics mirror the deepseek-family NextN/MTP layer:
+//   enorm(embed) + hnorm(prev_hidden) -> concat(e, h) -> eh_proj ->
+//   full deepseek32 decoder block (dense MLA attention + sigmoid-gated MoE FFN
+//   with shared expert, exactly as the trunk deepseek2 graph builds it) ->
+//   shared_head_norm (fallback output_norm) -> shared LM head.
+// The DSA indexer is not used at runtime.
+llama_model_deepseek32::graph_mtp::graph_mtp(const llama_model & model, const llm_graph_params & params)
+    : llm_graph_context(params) {
+    GGML_ASSERT(hparams.n_layer_nextn > 0 && "DEEPSEEK32 MTP requires n_layer_nextn > 0");
+    GGML_ASSERT(hparams.n_layer_nextn == 1 && "DEEPSEEK32 MTP currently only supports a single MTP block");
+    GGML_ASSERT(hparams.is_mla() && "DEEPSEEK32 MTP requires MLA");
+
+    const int il = hparams.n_layer() + cparams.nextn_layer_offset;
+    GGML_ASSERT(cparams.nextn_layer_offset >= 0 &&
+                cparams.nextn_layer_offset < (int) hparams.n_layer_nextn &&
+                "nextn_layer_offset out of range [0, n_layer_nextn)");
+    const auto & layer = model.layers[il];
+
+    GGML_ASSERT(layer.nextn.eh_proj && "MTP block missing nextn.eh_proj");
+    GGML_ASSERT(layer.nextn.enorm   && "MTP block missing nextn.enorm");
+    GGML_ASSERT(layer.nextn.hnorm   && "MTP block missing nextn.hnorm");
+    GGML_ASSERT(layer.ffn_gate_inp  && "MTP block missing ffn_gate_inp");
+
+    // note: these are the actual head sizes you get when treating as MHA or after "decompression" using wv_b for MLA
+    const int64_t n_embd_head_k = hparams.n_embd_head_k_mla();
+
+    const int64_t n_embd_head_qk_rope = hparams.n_rot();
+    const int64_t n_embd_head_qk_nope = n_embd_head_k - n_embd_head_qk_rope;
+
+    const uint32_t kv_lora_rank = hparams.n_lora_kv;
+
+    // We have to pre-scale kq_scale and attn_factor to make the YaRN RoPE work correctly.
+    // See the deepseek2 trunk graph for the detailed explanation - this must match it EXACTLY.
+    GGML_ASSERT(ext_factor >= 0.0f);
+    const float attn_factor_org = attn_factor * (1.0f + 0.1f * logf(1.0f / freq_scale));
+
+    const float mscale   = attn_factor_org * (1.0f + 0.1f * hparams.rope_yarn_log_mul * logf(1.0f / freq_scale));
+    const float kq_scale = 1.0f * mscale * mscale / sqrtf(float(n_embd_head_k));
+
+    // TODO: extract in a common llm_graph_context::build_inp_embd_h()
+    auto inp = std::make_unique<llm_graph_input_embd_h>(hparams.n_embd);
+
+    inp->tokens = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_tokens);
+    ggml_set_input(inp->tokens);
+
+    inp->embd = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, hparams.n_embd_inp(), n_tokens);
+    ggml_set_input(inp->embd);
+
+    ggml_tensor * tok_embd;
+    if (ubatch.token) {
+        ggml_tensor * tok_embd_w = layer.nextn.embed_tokens ? layer.nextn.embed_tokens : model.tok_embd;
+
+        tok_embd = ggml_get_rows(ctx0, tok_embd_w, inp->tokens);
+    } else {
+        tok_embd = inp->embd;
+    }
+    cb(tok_embd, "mtp_tok_embd", il);
+
+    inp->h = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, hparams.n_embd, n_tokens);
+    ggml_set_input(inp->h);
+    ggml_set_name(inp->h, "mtp_h_input");
+
+    ggml_tensor * h_embd = inp->h;
+
+    res->add_input(std::move(inp));
+
+    ggml_tensor * inp_pos     = build_inp_pos();
+    ggml_tensor * inp_out_ids = build_inp_out_ids();
+
+    // MLA with the absorption optimization uses a K-only cache (V is a view of K)
+    auto * inp_attn = build_attn_inp_k();
+
+    ggml_tensor * h_norm = build_norm(h_embd, layer.nextn.hnorm, nullptr, LLM_NORM_RMS, il);
+    cb(h_norm, "mtp_hnorm", il);
+
+    ggml_tensor * e_norm = build_norm(tok_embd, layer.nextn.enorm, nullptr, LLM_NORM_RMS, il);
+    cb(e_norm, "mtp_enorm", il);
+
+    ggml_tensor * concat = ggml_concat(ctx0, e_norm, h_norm, /*dim=*/ 0);
+    cb(concat, "mtp_concat", il);
+
+    ggml_tensor * cur = build_lora_mm(layer.nextn.eh_proj, concat, layer.nextn.eh_proj_s);
+    cb(cur, "mtp_eh_proj", il);
+
+    ggml_tensor * inpSA = cur;
+
+    cur = build_norm(cur, layer.attn_norm, nullptr, LLM_NORM_RMS, il);
+    cb(cur, "mtp_attn_norm", il);
+
+    // self-attention: dense MLA, same construction as the deepseek2 trunk graph
+    {
+        ggml_tensor * q = ggml_mul_mat(ctx0, layer.wq_a, cur);
+        cb(q, "mtp_q", il);
+
+        q = build_norm(q, layer.attn_q_a_norm, nullptr, LLM_NORM_RMS, il);
+        cb(q, "mtp_q", il);
+
+        q = ggml_mul_mat(ctx0, layer.wq_b, q);
+        cb(q, "mtp_q", il);
+
+        // split into {n_embd_head_qk_nope, n_head, n_tokens}
+        ggml_tensor * q_nope =
+            ggml_view_3d(ctx0, q, n_embd_head_qk_nope, n_head, n_tokens, ggml_row_size(q->type, n_embd_head_k),
+                         ggml_row_size(q->type, n_embd_head_k) * n_head, 0);
+        cb(q_nope, "mtp_q_nope", il);
+
+        // and {n_embd_head_qk_rope, n_head, n_tokens}
+        ggml_tensor * q_pe = ggml_view_3d(
+            ctx0, q, n_embd_head_qk_rope, n_head, n_tokens, ggml_row_size(q->type, n_embd_head_k),
+            ggml_row_size(q->type, n_embd_head_k) * n_head, ggml_row_size(q->type, n_embd_head_qk_nope));
+        cb(q_pe, "mtp_q_pe", il);
+
+        ggml_tensor * kv_cmpr_pe = ggml_mul_mat(ctx0, layer.wkv_a_mqa, cur);
+        cb(kv_cmpr_pe, "mtp_kv_cmpr_pe", il);
+
+        // split into {kv_lora_rank, n_tokens}
+        ggml_tensor * kv_cmpr =
+            ggml_view_2d(ctx0, kv_cmpr_pe, kv_lora_rank, n_tokens,
+                         ggml_row_size(kv_cmpr_pe->type, kv_lora_rank + n_embd_head_qk_rope), 0);
+        cb(kv_cmpr, "mtp_kv_cmpr", il);
+
+        // and {n_embd_head_qk_rope, 1, n_tokens}
+        ggml_tensor * k_pe = ggml_view_3d(ctx0, kv_cmpr_pe, n_embd_head_qk_rope, 1, n_tokens,
+                                          ggml_row_size(kv_cmpr_pe->type, kv_lora_rank + n_embd_head_qk_rope),
+                                          ggml_row_size(kv_cmpr_pe->type, kv_lora_rank + n_embd_head_qk_rope),
+                                          ggml_row_size(kv_cmpr_pe->type, kv_lora_rank));
+        cb(k_pe, "mtp_k_pe", il);
+
+        q_pe = ggml_rope_ext(ctx0, q_pe, inp_pos, nullptr, n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                             ext_factor, attn_factor, beta_fast, beta_slow);
+        cb(q_pe, "mtp_q_pe", il);
+
+        k_pe = ggml_rope_ext(ctx0, k_pe, inp_pos, nullptr, n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                             ext_factor, attn_factor, beta_fast, beta_slow);
+        cb(k_pe, "mtp_k_pe", il);
+
+        kv_cmpr = build_norm(kv_cmpr, layer.attn_kv_a_norm, nullptr, LLM_NORM_RMS, il);
+        cb(kv_cmpr, "mtp_kv_cmpr", il);
+
+        // {n_embd_head_qk_nope, n_tokens, n_head}
+        q_nope = ggml_permute(ctx0, q_nope, 0, 2, 1, 3);
+        cb(q_nope, "mtp_q_nope_perm", il);
+
+        // {n_embd_head_qk_nope, kv_lora_rank, n_head} x {n_embd_head_qk_nope, n_tokens, n_head}
+        ggml_tensor * q_nope_absorbed = ggml_mul_mat(ctx0, layer.wk_b, q_nope);
+        cb(q_nope_absorbed, "mtp_q_nope_absorbed", il);
+
+        // {kv_lora_rank, n_head, n_tokens}
+        q_nope_absorbed = ggml_permute(ctx0, q_nope_absorbed, 0, 2, 1, 3);
+        cb(q_nope_absorbed, "mtp_q_nope_absorbed_perm", il);
+
+        // {n_embd_head_qk_rope + kv_lora_rank, n_head, n_tokens}
+        // note: rope must go first for in-place context shifting in build_rope_shift()
+        ggml_tensor * Qcur = ggml_concat(ctx0, q_nope_absorbed, q_pe, 0);
+        cb(Qcur, "mtp_Qcur", il);
+
+        kv_cmpr = ggml_reshape_3d(ctx0, kv_cmpr, kv_lora_rank, 1, n_tokens);
+        cb(kv_cmpr, "mtp_kv_cmpr_reshape", il);
+
+        // {n_embd_head_qk_rope + kv_lora_rank, 1, n_tokens}
+        ggml_tensor * Kcur = ggml_concat(ctx0, kv_cmpr, k_pe, 0);
+        cb(Kcur, "mtp_Kcur", il);
+
+        // {kv_lora_rank, 1, n_tokens}
+        ggml_tensor * Vcur = kv_cmpr;
+        cb(Vcur, "mtp_Vcur", il);
+
+        // note: MLA with the absorption optimization converts into MQA (ie: GQA with 1 group)
+        cur = build_attn(inp_attn,
+                layer.wo, NULL, layer.wo_s,
+                Qcur, Kcur, Vcur, nullptr, nullptr, layer.wv_b, kq_scale, il);
+        cb(cur, "mtp_attn_out", il);
+    }
+
+    ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+    cb(ffn_inp, "mtp_ffn_inp", il);
+
+    cur = build_norm(ffn_inp, layer.ffn_norm, NULL, LLM_NORM_RMS, il);
+    cb(cur, "mtp_ffn_norm", il);
+
+    // MoE FFN with shared expert - same construction as the deepseek2 trunk graph
+    ggml_tensor * moe_out = build_moe_ffn(cur,
+        layer.ffn_gate_inp,
+        layer.ffn_up_exps,
+        layer.ffn_gate_exps,
+        layer.ffn_down_exps,
+        layer.ffn_exp_probs_b,
+        n_expert, n_expert_used,
+        LLM_FFN_SILU, hparams.expert_weights_norm,
+        hparams.expert_weights_scale,
+        (llama_expert_gating_func_type) hparams.expert_gating_func,
+        il,
+        nullptr,
+        layer.ffn_gate_up_exps,
+        layer.ffn_up_exps_s,
+        layer.ffn_gate_exps_s,
+        layer.ffn_down_exps_s);
+    cb(moe_out, "mtp_ffn_moe_out", il);
+
+    // FFN shared expert
+    ggml_tensor * ffn_shexp =
+        build_ffn(cur,
+            layer.ffn_up_shexp, NULL, layer.ffn_up_shexp_s,
+            layer.ffn_gate_shexp, NULL, layer.ffn_gate_shexp_s,
+            layer.ffn_down_shexp, NULL, layer.ffn_down_shexp_s,
+            NULL, LLM_FFN_SILU, LLM_FFN_PAR, il);
+    cb(ffn_shexp, "mtp_ffn_shexp", il);
+
+    cur = ggml_add(ctx0, moe_out, ffn_shexp);
+    cb(cur, "mtp_ffn_out", il);
+
+    cur = ggml_add(ctx0, cur, ffn_inp);
+    cb(cur, "mtp_post_ffn", il);
+
+    // shared_head_norm applied after the decoder block, before the shared LM head.
+    // The post-norm hidden state seeds the next MTP step.
+    ggml_tensor * head_norm_w = layer.nextn.shared_head_norm
+            ? layer.nextn.shared_head_norm
+            : model.output_norm;
+    GGML_ASSERT(head_norm_w && "DEEPSEEK32 MTP: missing both nextn.shared_head_norm and output_norm");
+    cur = build_norm(cur, head_norm_w, nullptr, LLM_NORM_RMS, -1);
+
+    cb(cur, "h_nextn", -1);
+    res->t_h_nextn = cur;
+
+    cur = ggml_get_rows(ctx0, cur, inp_out_ids);
+    cb(cur, "mtp_shared_head_norm", -1);
+
+    ggml_tensor * head_w = layer.nextn.shared_head_head ? layer.nextn.shared_head_head : model.output;
+    ggml_tensor * head_s = layer.nextn.shared_head_head ? layer.nextn.shared_head_head_s : model.output_s;
+    GGML_ASSERT(head_w && "DEEPSEEK32 MTP: missing LM head (nextn.shared_head_head or model.output)");
+    cur = build_lora_mm(head_w, cur, head_s);
+    cb(cur, "result_output", -1);
+
+    res->t_logits = cur;
+    ggml_build_forward_expand(gf, cur);
+}
+
diff --git a/src/models/deepseek4.cpp b/src/models/deepseek4.cpp
index e68dc49b6..89cd46176 100644
--- a/src/models/deepseek4.cpp
+++ b/src/models/deepseek4.cpp
@@ -114,7 +114,9 @@ void llama_model_deepseek4::load_arch_tensors(llama_model_loader & ml) {
         layer.wq_b          = create_tensor(tn(LLM_TENSOR_ATTN_Q_B,      "weight", i), {q_lora_rank, n_head * n_embd_head}, flags);
         layer.wkv           = create_tensor(tn(LLM_TENSOR_ATTN_KV,       "weight", i), {n_embd, n_embd_head}, flags);
         layer.attn_kv_norm  = create_tensor(tn(LLM_TENSOR_ATTN_KV_NORM,  "weight", i), {n_embd_head}, flags);
-        layer.wo_a          = create_tensor(tn(LLM_TENSOR_ATTN_OUT_A,    "weight", i), {n_head * n_embd_head / o_groups, o_lora_rank * o_groups}, flags);
+        // for wo_a, the shape in the file is (n_head * n_embd_head / o_groups, o_lora_rank*o_groups)
+        // so we reshape here, to avoid reshaping the tensor in the graph
+        layer.wo_a          = create_tensor(tn(LLM_TENSOR_ATTN_OUT_A,    "weight", i), {n_head * n_embd_head / o_groups, o_lora_rank, o_groups}, flags | TENSOR_ALLOW_RESHAPE);
         layer.wo_b          = create_tensor(tn(LLM_TENSOR_ATTN_OUT_B,    "weight", i), {o_groups * o_lora_rank, n_embd}, flags);
 
         layer.hc_attn_fn    = create_tensor(tn(LLM_TENSOR_HC_ATTN_FN,    "weight", i), {hc_dim, hc_mix_dim}, flags);
@@ -1258,7 +1260,7 @@ ggml_tensor * llama_model_deepseek4::graph::build_attention_impl(
 
     out = ggml_reshape_3d(ctx0, out, o_group_dim, n_groups, nt);
     out = ggml_permute(ctx0, out, 0, 2, 1, 3);
-    ggml_tensor * oa = ggml_mul_mat(ctx0, ggml_reshape_3d(ctx0, layer.wo_a, layer.wo_a->ne[0], o_lora_rank, n_groups), out);
+    ggml_tensor * oa = ggml_mul_mat(ctx0, layer.wo_a, out);
     cb(oa, "attn_wo_a", il);
     oa = ggml_permute(ctx0, oa, 0, 2, 1, 3);
     oa = ggml_cont_2d(ctx0, oa, o_lora_rank*n_groups, nt);
diff --git a/src/models/dflash.cpp b/src/models/dflash.cpp
index 6c82ab3da..bfbdb28ee 100644
--- a/src/models/dflash.cpp
+++ b/src/models/dflash.cpp
@@ -79,6 +79,7 @@ void llama_model_dflash::load_arch_tensors(llama_model_loader &) {
 
     const int64_t n_embd_inp = hparams.n_embd_inp_enc();
 
+    tok_embd        = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD,       "weight"), { n_embd, n_vocab }, TENSOR_NOT_REQUIRED);
     // DSpark = DFlash + a semi-autoregressive Markov head and Confidence head
     //
     // TODO: only Qwen3-style backbones are supported for now; other backbones (e.g. Gemma4)
@@ -97,6 +98,7 @@ void llama_model_dflash::load_arch_tensors(llama_model_loader &) {
     }
 
     fc              = create_tensor(tn(LLM_TENSOR_FC,              "weight"), { n_embd_inp, n_embd }, 0);
+    fc_s            = create_tensor(tn(LLM_TENSOR_FC,              "scale"),  { 1 }, TENSOR_NOT_REQUIRED);
     output_norm_enc = create_tensor(tn(LLM_TENSOR_ENC_OUTPUT_NORM, "weight"), { n_embd }, 0); // encoder hidden_norm (after fc)
     output_norm     = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM,    "weight"), { n_embd }, 0); // decoder final norm
 
@@ -125,7 +127,7 @@ void llama_model_dflash::load_arch_tensors(llama_model_loader &) {
             layer.wq_b          = create_tensor(tn(LLM_TENSOR_ATTN_Q_B,      "weight", i), {q_lora_rank, n_head * n_embd_head}, 0);
             layer.wkv           = create_tensor(tn(LLM_TENSOR_ATTN_KV,       "weight", i), {n_embd, n_embd_head}, 0);
             layer.attn_kv_norm  = create_tensor(tn(LLM_TENSOR_ATTN_KV_NORM,  "weight", i), {n_embd_head}, 0);
-            layer.wo_a          = create_tensor(tn(LLM_TENSOR_ATTN_OUT_A,    "weight", i), {n_head * n_embd_head / o_groups, o_lora_rank * o_groups}, 0);
+            layer.wo_a          = create_tensor(tn(LLM_TENSOR_ATTN_OUT_A,    "weight", i), {n_head * n_embd_head / o_groups, o_lora_rank, o_groups}, TENSOR_ALLOW_RESHAPE);
             layer.wo_b          = create_tensor(tn(LLM_TENSOR_ATTN_OUT_B,    "weight", i), {o_groups * o_lora_rank, n_embd}, 0);
 
             layer.hc_attn_fn    = create_tensor(tn(LLM_TENSOR_HC_ATTN_FN,    "weight", i), {hc_dim, hc_mix_dim}, 0);
@@ -205,7 +207,7 @@ template <>
 llama_model_dflash::graph<true>::graph(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) {
     ggml_tensor * cur = build_inp_embd_enc();
 
-    cur = build_lora_mm(model.fc, cur);
+    cur = build_lora_mm(model.fc, cur, model.fc_s);
     cb(cur, "fc_out", -1);
 
     cur = build_norm(cur, model.output_norm_enc, NULL, LLM_NORM_RMS, -1);
@@ -460,9 +462,9 @@ llama_model_dflash::graph<false>::graph(const llama_model & model, const llm_gra
         cb(cur, "ffn_norm", il);
 
         cur = build_ffn(cur,
-                layer.ffn_up,   NULL, NULL,
-                layer.ffn_gate, NULL, NULL,
-                layer.ffn_down, NULL, NULL,
+                layer.ffn_up,   NULL, layer.ffn_up_s,
+                layer.ffn_gate, NULL, layer.ffn_gate_s,
+                layer.ffn_down, NULL, layer.ffn_down_s,
                 NULL,
                 LLM_FFN_SILU, LLM_FFN_PAR, il);
         cb(cur, "ffn_out", il);
@@ -479,15 +481,17 @@ llama_model_dflash::graph<false>::graph(const llama_model & model, const llm_gra
     res->t_embd = cur;
 
     // lm_head from the target model (shared via ctx_other)
-    auto * output = model.output;
+    auto * output   = model.output;
+    auto * output_s = model.output_s;
     if (output == nullptr) {
         GGML_ASSERT(cparams.ctx_other != nullptr);
         const auto * model_other = llama_get_model(cparams.ctx_other);
         GGML_ASSERT(model_other->output != nullptr && "DFlash decoder requires the target model's output projection");
-        output = model_other->output;
+        output   = model_other->output;
+        output_s = model_other->output_s;
     }
 
-    cur = build_lora_mm(output, cur);
+    cur = build_lora_mm(output, cur, output_s);
     cb(cur, "result_output", -1);
     res->t_logits = cur;
 
@@ -655,15 +659,17 @@ llama_model_dflash::graph_dsv4::graph_dsv4(const llama_model & model, const llm_
     cb(cur, "result_norm", -1);
 
     // lm_head from the target model (shared via ctx_other)
-    auto * output = model.output;
+    auto * output   = model.output;
+    auto * output_s = model.output_s;
     if (output == nullptr) {
         GGML_ASSERT(cparams.ctx_other != nullptr);
         const auto * model_other = llama_get_model(cparams.ctx_other);
         GGML_ASSERT(model_other->output != nullptr && "DSpark decoder requires the target model's output projection");
-        output = model_other->output;
+        output   = model_other->output;
+        output_s = model_other->output_s;
     }
 
-    cur = build_lora_mm(output, cur);
+    cur = build_lora_mm(output, cur, output_s);
     cb(cur, "result_output", -1);
     res->t_logits = cur;
 
diff --git a/src/models/exaone4.cpp b/src/models/exaone4.cpp
index 863268abc..a06819a67 100644
--- a/src/models/exaone4.cpp
+++ b/src/models/exaone4.cpp
@@ -1,6 +1,9 @@
 #include "models.h"
 
 void llama_model_exaone4::load_arch_hparams(llama_model_loader & ml) {
+    ml.get_key(LLM_KV_NEXTN_PREDICT_LAYERS, hparams.n_layer_nextn, false);
+    GGML_ASSERT(hparams.n_layer_nextn < hparams.n_layer_all && "n_layer_nextn must be < n_layer");
+
     if (hparams.n_layer() == 64) {    // 32B
         hparams.swa_type = LLAMA_SWA_TYPE_STANDARD;
         hparams.n_swa = 4096;
@@ -15,9 +18,6 @@ void llama_model_exaone4::load_arch_hparams(llama_model_loader & ml) {
 
     ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW,    hparams.n_swa, false);
     ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
-    ml.get_key(LLM_KV_NEXTN_PREDICT_LAYERS,        hparams.n_layer_nextn, false);
-
-    GGML_ASSERT(hparams.n_layer_nextn < hparams.n_layer_all && "n_layer_nextn must be < n_layer");
 
     switch (hparams.n_layer()) {
         case 30: type = LLM_TYPE_1_2B; break;
diff --git a/src/models/granite-switch.cpp b/src/models/granite-switch.cpp
new file mode 100644
index 000000000..80f6b86ed
--- /dev/null
+++ b/src/models/granite-switch.cpp
@@ -0,0 +1,426 @@
+#include "models.h"
+
+#include <cmath>
+
+void llama_model_granite_switch::load_arch_hparams(llama_model_loader & ml) {
+    ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+    ml.get_key(LLM_KV_LOGIT_SCALE,                 hparams.f_logit_scale);
+    ml.get_key(LLM_KV_RESIDUAL_SCALE,              hparams.f_residual_scale, false);
+    ml.get_key(LLM_KV_EMBEDDING_SCALE,             hparams.f_embedding_scale, false);
+    ml.get_key(LLM_KV_ATTENTION_SCALE,             hparams.f_attention_scale, false);
+
+    bool rope_finetuned = true;
+    ml.get_key(LLM_KV_ROPE_SCALING_FINETUNED, rope_finetuned, false);
+    hparams.rope_finetuned = rope_finetuned;
+
+    switch (hparams.n_layer()) {
+        case 40: type = hparams.n_embd == 4096 ? LLM_TYPE_8B : LLM_TYPE_3B; break;
+        case 64: type = LLM_TYPE_30B; break;
+        default: type = LLM_TYPE_UNKNOWN;
+    }
+
+    ml.get_key(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_shexp, /* required */ false);
+
+    ml.get_key(LLM_KV_ADAPTER_COUNT,     n_adapters);
+    ml.get_key(LLM_KV_ADAPTER_LORA_RANK, max_lora_rank);
+    ml.get_key(LLM_KV_ADAPTER_ROUTER_GAIN, router_gain, /* required */ false);
+
+    // bound counts that size tensors
+    if (n_adapters > 4096) {
+        throw std::runtime_error(format("graniteswitch: invalid adapter count %u", n_adapters));
+    }
+    if (max_lora_rank > 4096) {
+        throw std::runtime_error(format("graniteswitch: invalid lora rank %u", max_lora_rank));
+    }
+
+    std::vector<llama_token> token_ids;
+    std::vector<llama_token> substitute_ids;
+    ml.get_arr(LLM_KV_ADAPTER_TOKEN_IDS_ACTIVATE,   token_ids);
+    ml.get_arr(LLM_KV_ADAPTER_TOKEN_IDS_SUBSTITUTE, substitute_ids);
+
+    if (token_ids.size() != n_adapters || substitute_ids.size() != n_adapters) {
+        throw std::runtime_error(format(
+            "graniteswitch: adapter token id arrays (%zu activate, %zu substitute) do not match adapter count %u",
+            token_ids.size(), substitute_ids.size(), n_adapters));
+    }
+
+    adapter_token_to_slot.clear();
+    adapter_token_to_substitute.clear();
+    for (uint32_t i = 0; i < n_adapters; ++i) {
+        // adapter i -> stacked slot i+1 (slot 0 is the base/zero delta)
+        adapter_token_to_slot[token_ids[i]]       = (int32_t) (i + 1);
+        adapter_token_to_substitute[token_ids[i]] = substitute_ids[i];
+    }
+
+    // extra single-head attention layer at the END (index n_real) holds the router
+    // K/V. reusing n_layer_nextn keeps n_layer() == n_real, so the regular layers
+    // keep their indices and the KV cache shift/defrag skips the router layer.
+    // n_layer_nextn is repurposed here (no MTP): it leaks as 1 into the
+    // llama_model_n_layer_nextn() getter and a re-saved nextn_predict_layers
+    const uint32_t n_real = hparams.n_layer();
+    if (n_real >= LLAMA_MAX_LAYERS) {
+        throw std::runtime_error(format("graniteswitch: block count %u exceeds LLAMA_MAX_LAYERS", n_real));
+    }
+    hparams.router_layer  = (int32_t) n_real;
+    hparams.n_layer_all   = n_real + 1;
+    hparams.n_layer_nextn = 1;
+
+    hparams.n_head_arr[n_real]    = 1;
+    hparams.n_head_kv_arr[n_real] = 1;
+    hparams.n_ff_arr[n_real]      = 0;
+}
+
+void llama_model_granite_switch::load_arch_tensors(llama_model_loader &) {
+    LLAMA_LOAD_LOCALS;
+
+    const int64_t n_slots     = (int64_t) n_adapters + 1; // slot 0 = base/zero delta
+    const int64_t n_rank      = (int64_t) max_lora_rank;
+    const int64_t n_embd_q    = n_embd_head_k * n_head;
+    const int64_t n_embd_kv   = n_embd_k_gqa;
+
+    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+    // substitute ids index tok_embd rows directly; range-check against n_vocab
+    for (const auto & kv : adapter_token_to_substitute) {
+        const llama_token sub = kv.second;
+        if (sub < 0 || (int64_t) sub >= n_vocab) {
+            throw std::runtime_error(format(
+                "graniteswitch: substitute token id %d out of range [0, %d)", sub, (int) n_vocab));
+        }
+    }
+
+    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+    if (output == NULL) {
+        output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+    }
+
+    for (int i = 0; i < n_layer; ++i) {
+        auto & layer = layers[i];
+
+        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+
+        layer.wqkv = create_tensor(tn(LLM_TENSOR_ATTN_QKV, "weight", i), {n_embd, n_embd_q + 2*n_embd_kv}, 0);
+        layer.wo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_q, n_embd}, 0);
+
+        layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+
+        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd,   n_ff}, 0);
+        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  n_ff, n_embd}, 0);
+        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   n_ff}, 0);
+
+        auto & sl = layer.switch_lora;
+
+        sl.a_q = create_tensor(tn(LLM_TENSOR_ATTN_Q, "lora_a", i), {n_embd,  n_rank, n_slots}, 0);
+        sl.b_q = create_tensor(tn(LLM_TENSOR_ATTN_Q, "lora_b", i), {n_rank, n_embd_q, n_slots}, 0);
+        sl.a_k = create_tensor(tn(LLM_TENSOR_ATTN_K, "lora_a", i), {n_embd,  n_rank, n_slots}, 0);
+        sl.b_k = create_tensor(tn(LLM_TENSOR_ATTN_K, "lora_b", i), {n_rank, n_embd_kv, n_slots}, 0);
+        sl.a_v = create_tensor(tn(LLM_TENSOR_ATTN_V, "lora_a", i), {n_embd,  n_rank, n_slots}, 0);
+        sl.b_v = create_tensor(tn(LLM_TENSOR_ATTN_V, "lora_b", i), {n_rank, n_embd_kv, n_slots}, 0);
+
+        sl.a_o = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "lora_a", i), {n_embd_q, n_rank, n_slots}, 0);
+        sl.b_o = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "lora_b", i), {n_rank,   n_embd, n_slots}, 0);
+
+        sl.a_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "lora_a", i), {n_embd, n_rank, n_slots}, 0);
+        sl.b_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "lora_b", i), {n_rank,  n_ff,  n_slots}, 0);
+        sl.a_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "lora_a", i), {n_embd, n_rank, n_slots}, 0);
+        sl.b_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "lora_b", i), {n_rank,  n_ff,  n_slots}, 0);
+        sl.a_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "lora_a", i), {  n_ff, n_rank, n_slots}, 0);
+        sl.b_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "lora_b", i), {n_rank, n_embd, n_slots}, 0);
+    }
+}
+
+class llm_graph_input_switch : public llm_graph_input_i {
+public:
+    llm_graph_input_switch(const llama_model_granite_switch & smodel) : smodel(smodel) {}
+    virtual ~llm_graph_input_switch() = default;
+
+    void set_input(const llama_ubatch * ubatch) override;
+
+    ggml_tensor * sub_tokens  = nullptr; // I32 [n_tokens] adapter-substituted token ids
+    ggml_tensor * router_ksig = nullptr; // F32 [n_tokens] router K signal (+/-gain)
+    ggml_tensor * router_vval = nullptr; // F32 [n_tokens] router V value (adapter slot / 0)
+    ggml_tensor * router_q    = nullptr; // F32 [n_tokens] router Q value (constant 1.0)
+
+    const llama_model_granite_switch & smodel;
+};
+
+// K dim-0 is +gain for an adapter token, -gain otherwise; the causal softmax then
+// lets a single visible adapter token dominate so the readback recovers its slot.
+void llm_graph_input_switch::set_input(const llama_ubatch * ubatch) {
+    if (!ubatch->token) {
+        return;
+    }
+
+    const int64_t n_tokens = ubatch->n_tokens;
+
+    std::vector<int32_t> sub (n_tokens);
+    std::vector<float>   ksig(n_tokens);
+    std::vector<float>   vval(n_tokens);
+    std::vector<float>   q   (n_tokens, 1.0f);
+
+    for (int64_t i = 0; i < n_tokens; ++i) {
+        const llama_token tok = ubatch->token[i];
+
+        const auto it = smodel.adapter_token_to_slot.find(tok);
+        if (it != smodel.adapter_token_to_slot.end()) {
+            ksig[i] = +smodel.router_gain;
+            vval[i] = (float) it->second;
+        } else {
+            ksig[i] = -smodel.router_gain;
+            vval[i] = 0.0f;
+        }
+
+        const auto sit = smodel.adapter_token_to_substitute.find(tok);
+        sub[i] = (sit != smodel.adapter_token_to_substitute.end())
+            ? (int32_t) sit->second
+            : (int32_t) tok;
+    }
+
+    ggml_backend_tensor_set(sub_tokens,  sub.data(),  0, n_tokens*ggml_element_size(sub_tokens));
+    ggml_backend_tensor_set(router_ksig, ksig.data(), 0, n_tokens*ggml_element_size(router_ksig));
+    ggml_backend_tensor_set(router_vval, vval.data(), 0, n_tokens*ggml_element_size(router_vval));
+    ggml_backend_tensor_set(router_q,    q.data(),    0, n_tokens*ggml_element_size(router_q));
+}
+
+std::unique_ptr<llm_graph_context> llama_model_granite_switch::build_arch_graph(const llm_graph_params & params) const {
+    return std::make_unique<graph>(*this, params);
+}
+
+// per-token switched LoRA delta: B_a*(A_a*x), adapter selected per token via ids.
+// cur: {n_in, n_tokens}, ids: {n_tokens} -> {n_out, n_tokens}
+ggml_tensor * llama_model_granite_switch::graph::build_switched_lora_delta(
+          ggml_tensor * lora_a,
+          ggml_tensor * lora_b,
+          ggml_tensor * cur,
+          ggml_tensor * ids) {
+    const int64_t n_in     = cur->ne[0];
+    const int64_t n_tokens = cur->ne[1];
+
+    ggml_tensor * x    = ggml_reshape_3d(ctx0, cur, n_in, 1, n_tokens);
+    ggml_tensor * ids2 = ggml_reshape_2d(ctx0, ids, 1, n_tokens);
+
+    ggml_tensor * a = ggml_mul_mat_id(ctx0, lora_a, x, ids2); // {max_rank, 1, n_tokens}
+    ggml_tensor * d = ggml_mul_mat_id(ctx0, lora_b, a, ids2); // {n_out,    1, n_tokens}
+
+    return ggml_reshape_2d(ctx0, d, d->ne[0], n_tokens);
+}
+
+ggml_tensor * llama_model_granite_switch::graph::build_switched_lora_mm(
+          ggml_tensor * w,
+          ggml_tensor * lora_a,
+          ggml_tensor * lora_b,
+          ggml_tensor * cur,
+          ggml_tensor * ids) {
+    ggml_tensor * base  = ggml_mul_mat(ctx0, w, cur);
+    ggml_tensor * delta = build_switched_lora_delta(lora_a, lora_b, cur, ids);
+    return ggml_add(ctx0, base, delta);
+}
+
+llama_model_granite_switch::graph::graph(
+    const llama_model & model,
+    const llm_graph_params & params)
+    : llm_graph_context(params) {
+
+    const auto & smodel = static_cast<const llama_model_granite_switch &>(model);
+
+    // TODO: support raw embedding input (multimodal / pre-embedded tokens) when needed
+    GGML_ASSERT(ubatch.token && "granite-switch requires token input");
+
+    const int64_t n_embd_head = hparams.n_embd_head_v();
+    GGML_ASSERT(n_embd_head == hparams.n_embd_head_k());
+    GGML_ASSERT(n_embd_head == n_rot);
+
+    auto inp_switch = std::make_unique<llm_graph_input_switch>(smodel);
+    inp_switch->sub_tokens  = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_tokens);
+    inp_switch->router_ksig = ggml_new_tensor_1d(ctx0, GGML_TYPE_F32, n_tokens);
+    inp_switch->router_vval = ggml_new_tensor_1d(ctx0, GGML_TYPE_F32, n_tokens);
+    inp_switch->router_q    = ggml_new_tensor_1d(ctx0, GGML_TYPE_F32, n_tokens);
+    ggml_set_input(inp_switch->sub_tokens);
+    ggml_set_input(inp_switch->router_ksig);
+    ggml_set_input(inp_switch->router_vval);
+    ggml_set_input(inp_switch->router_q);
+    ggml_tensor * sub_tokens  = inp_switch->sub_tokens;
+    ggml_tensor * router_ksig = inp_switch->router_ksig;
+    ggml_tensor * router_vval = inp_switch->router_vval;
+    ggml_tensor * router_q    = inp_switch->router_q;
+    res->add_input(std::move(inp_switch));
+
+    // embed the substituted ids directly; build_inp_embd would embed the raw tokens
+    ggml_tensor * inpL = ggml_get_rows(ctx0, model.tok_embd, sub_tokens);
+    if (hparams.f_embedding_scale != 0.0f) {
+        inpL = ggml_scale(ctx0, inpL, hparams.f_embedding_scale);
+    }
+    cb(inpL, "inp_embd", -1);
+
+    ggml_tensor * inp_pos = nullptr;
+    if (hparams.rope_finetuned) {
+        inp_pos = build_inp_pos();
+    }
+    auto * inp_attn = build_attn_inp_kv();
+
+    // single causal head at layer R recovers the adapter index in-graph: only dim 0
+    // carries signal (Q[0]=1, K[0]=+/-gain, V[0]=slot/0), the rest is zero-padded.
+    const int R = hparams.router_layer;
+    GGML_ASSERT(R >= 0);
+    auto router_lane = [&](ggml_tensor * sig1d) {
+        ggml_tensor * t = ggml_reshape_3d(ctx0, sig1d, 1, 1, n_tokens);
+        return ggml_pad(ctx0, t, (int) n_embd_head - 1, 0, 0, 0);
+    };
+    ggml_tensor * Qr = router_lane(router_q);
+    ggml_tensor * Kr = router_lane(router_ksig);
+    ggml_tensor * Vr = router_lane(router_vval);
+
+    ggml_tensor * router_out = build_attn(inp_attn,
+            nullptr, nullptr, nullptr,
+            Qr, Kr, Vr, nullptr, nullptr, nullptr, /*kq_scale=*/1.0f, /*il=*/R);
+    cb(router_out, "router_out", R);
+
+    // row 0 of router_out is the attended slot; clamp+round to an I32 index
+    ggml_tensor * slot_f = ggml_cont(ctx0,
+        ggml_view_2d(ctx0, router_out, 1, n_tokens, router_out->nb[1], 0));
+    slot_f = ggml_reshape_1d(ctx0, slot_f, n_tokens);
+    slot_f = ggml_clamp(ctx0, slot_f, 0.0f, (float) smodel.n_adapters);
+    slot_f = ggml_round(ctx0, slot_f);
+    ggml_tensor * adapter_ids = ggml_cast(ctx0, slot_f, GGML_TYPE_I32);
+    cb(adapter_ids, "adapter_ids", -1);
+
+    ggml_tensor * inp_out_ids = build_inp_out_ids();
+
+    ggml_tensor * cur;
+
+    for (int il = 0; il < n_layer; ++il) {
+        ggml_tensor * inpSA = inpL;
+
+        cur = build_norm(inpL, model.layers[il].attn_norm, NULL, LLM_NORM_RMS, il);
+        cb(cur, "attn_norm", il);
+
+        cur = build_attention_layer(cur, inp_pos, adapter_ids, inp_attn, model, n_embd_head, il);
+
+        if (il == n_layer - 1 && inp_out_ids) {
+            cur   = ggml_get_rows(ctx0, cur,   inp_out_ids);
+            inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+            // keep adapter_ids aligned to the kept rows (2D round-trip for get_rows)
+            const int64_t n_out = inp_out_ids->ne[0];
+            adapter_ids = ggml_get_rows(ctx0,
+                ggml_reshape_2d(ctx0, adapter_ids, 1, adapter_ids->ne[0]), inp_out_ids);
+            adapter_ids = ggml_reshape_1d(ctx0, adapter_ids, n_out);
+        }
+
+        cur = build_layer_ffn(cur, inpSA, adapter_ids, model, il);
+
+        inpL = cur;
+    }
+
+    cur = inpL;
+
+    cur = build_norm(cur, model.output_norm, NULL, LLM_NORM_RMS, -1);
+    cb(cur, "result_norm", -1);
+    res->t_embd = cur;
+
+    cur = build_lora_mm(model.output, cur, model.output_s);
+
+    cur = ggml_scale(ctx0, cur, 1.0f / hparams.f_logit_scale);
+    cb(cur, "result_output", -1);
+    res->t_logits = cur;
+
+    ggml_build_forward_expand(gf, cur);
+}
+
+ggml_tensor * llama_model_granite_switch::graph::build_attention_layer(
+          ggml_tensor             * cur,
+          ggml_tensor             * inp_pos,
+          ggml_tensor             * adapter_ids,
+          llm_graph_input_attn_kv * inp_attn,
+    const llama_model             & model,
+    const int64_t                 n_embd_head,
+    const int                     il) {
+
+    const auto & layer = model.layers[il];
+    const auto & sl    = layer.switch_lora;
+
+    const int64_t n_head    = hparams.n_head(il);
+    const int64_t n_head_kv = hparams.n_head_kv(il);
+
+    ggml_tensor * qkv = ggml_mul_mat(ctx0, layer.wqkv, cur);
+    cb(qkv, "wqkv", il);
+
+    const int64_t n_embd_q  = n_embd_head * n_head;
+    const int64_t n_embd_kv = n_embd_head * n_head_kv;
+
+    // slice fused qkv into Q/K/V, made contiguous so LoRA deltas can be added
+    ggml_tensor * Qcur = ggml_cont(ctx0, ggml_view_2d(ctx0, qkv, n_embd_q,  qkv->ne[1], qkv->nb[1], 0));
+    ggml_tensor * Kcur = ggml_cont(ctx0, ggml_view_2d(ctx0, qkv, n_embd_kv, qkv->ne[1], qkv->nb[1], n_embd_q*ggml_element_size(qkv)));
+    ggml_tensor * Vcur = ggml_cont(ctx0, ggml_view_2d(ctx0, qkv, n_embd_kv, qkv->ne[1], qkv->nb[1], (n_embd_q + n_embd_kv)*ggml_element_size(qkv)));
+
+    Qcur = ggml_add(ctx0, Qcur, build_switched_lora_delta(sl.a_q, sl.b_q, cur, adapter_ids));
+    Kcur = ggml_add(ctx0, Kcur, build_switched_lora_delta(sl.a_k, sl.b_k, cur, adapter_ids));
+    Vcur = ggml_add(ctx0, Vcur, build_switched_lora_delta(sl.a_v, sl.b_v, cur, adapter_ids));
+
+    Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head,    n_tokens);
+    Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+    Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+    if (hparams.rope_finetuned) {
+        ggml_tensor * rope_factors = model.get_rope_factors(cparams, il);
+        Qcur = ggml_rope_ext(ctx0, Qcur, inp_pos, rope_factors,
+                n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                ext_factor, attn_factor, beta_fast, beta_slow);
+        Kcur = ggml_rope_ext(ctx0, Kcur, inp_pos, rope_factors,
+                n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                ext_factor, attn_factor, beta_fast, beta_slow);
+    }
+    cb(Qcur, "Qcur", il);
+    cb(Kcur, "Kcur", il);
+    cb(Vcur, "Vcur", il);
+
+    const float kq_scale = hparams.f_attention_scale == 0.0f
+        ? 1.0f/sqrtf(float(n_embd_head)) : hparams.f_attention_scale;
+
+    // wo = nullptr so build_attn returns concatenated heads; o-proj is switched below
+    ggml_tensor * attn = build_attn(inp_attn,
+            nullptr, nullptr, nullptr,
+            Qcur, Kcur, Vcur, nullptr, nullptr, nullptr, kq_scale, il);
+    cb(attn, "attn_pre_o", il);
+
+    cur = build_switched_lora_mm(layer.wo, sl.a_o, sl.b_o, attn, adapter_ids);
+    cb(cur, "attn_out", il);
+    return cur;
+}
+
+ggml_tensor * llama_model_granite_switch::graph::build_layer_ffn(
+          ggml_tensor       * cur,
+          ggml_tensor       * inpSA,
+          ggml_tensor       * adapter_ids,
+    const llama_model       & model,
+    const int                 il) {
+
+    const auto & layer = model.layers[il];
+    const auto & sl    = layer.switch_lora;
+
+    if (hparams.f_residual_scale) {
+        cur = ggml_scale(ctx0, cur, hparams.f_residual_scale);
+    }
+    ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+    cb(ffn_inp, "ffn_inp", il);
+
+    cur = build_norm(ffn_inp, layer.ffn_norm, NULL, LLM_NORM_RMS, il);
+    cb(cur, "ffn_norm", il);
+
+    ggml_tensor * g = build_switched_lora_mm(layer.ffn_gate, sl.a_gate, sl.b_gate, cur, adapter_ids);
+    ggml_tensor * u = build_switched_lora_mm(layer.ffn_up,   sl.a_up,   sl.b_up,   cur, adapter_ids);
+    g = ggml_silu(ctx0, g);
+    ggml_tensor * gu = ggml_mul(ctx0, g, u);
+    cur = build_switched_lora_mm(layer.ffn_down, sl.a_down, sl.b_down, gu, adapter_ids);
+    cb(cur, "ffn_out", il);
+
+    if (hparams.f_residual_scale) {
+        cur = ggml_scale(ctx0, cur, hparams.f_residual_scale);
+    }
+    cur = ggml_add(ctx0, cur, ffn_inp);
+
+    cur = build_cvec(cur, il);
+    cb(cur, "l_out", il);
+
+    return cur;
+}
diff --git a/src/models/minimax-m3.cpp b/src/models/minimax-m3.cpp
index 0773ad543..854d5aed0 100644
--- a/src/models/minimax-m3.cpp
+++ b/src/models/minimax-m3.cpp
@@ -1,5 +1,5 @@
 #include "models.h"
-#include "llama-kv-cache.h"
+#include "llama-kv-cache-msa.h"
 #include <cmath>
 #include <vector>
 #include <cstdint>
@@ -7,7 +7,8 @@
 // MiniMax-M3: MiniMax-M2 style GQA (per-head QK-norm, partial rotary) with
 // DeepSeek-V3 leading-dense + routed/shared experts (sigmoid gating, routed scaling),
 // swigluoai activation, and MiniMax Sparse Attention (MSA). MTP is not in released model weights.
-// Notes: Blocks are anchored to absolute KV cache slots.
+// MSA blocks are defined over token positions. The graph translates between position space (block
+// selection) and cell space (K/V/indexer storage) via per-ubatch pos<->cell maps populated from llama_kv_cells
 
 void llama_model_minimax_m3::load_arch_hparams(llama_model_loader & ml) {
     ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
@@ -23,7 +24,6 @@ void llama_model_minimax_m3::load_arch_hparams(llama_model_loader & ml) {
     ml.get_key(LLM_KV_ATTENTION_INDEXER_BLOCK_SIZE,    hparams.indexer_block_size);
     ml.get_key(LLM_KV_ATTENTION_INDEXER_LOCAL_BLOCKS,  hparams.indexer_local_blocks);
     msa_p = { (int) hparams.indexer_block_size, (int) hparams.indexer_top_k, (int) hparams.indexer_local_blocks };
-    hparams.indexer_kv = true;
 
     switch (hparams.n_layer()) {
         case 60: type = LLM_TYPE_428B_A23B; break;
@@ -86,43 +86,83 @@ std::unique_ptr<llm_graph_context> llama_model_minimax_m3::build_arch_graph(cons
     return std::make_unique<graph>(*this, params);
 }
 
-// per-query local-force bias for MSA selection
-// local window always wins a slot
-class llm_graph_input_msa_local : public llm_graph_input_i {
+class llm_graph_input_msa : public llm_graph_input_i {
 public:
-    llm_graph_input_msa_local(int blk, int local, int64_t nblk) : blk(blk), local(local), nblk(nblk) {}
+    llm_graph_input_msa(const llama_kv_cache_msa_context * mctx, int blk, int local) :
+        mctx(mctx), blk(blk), local(local) {}
 
     void set_input(const llama_ubatch * ubatch) override {
-        if (!bias || !ubatch->pos) {
-            return;
-        }
-        const int64_t n_tokens = ubatch->n_tokens;
-        std::vector<float> data((size_t) nblk * n_tokens, 0.0f);
-        for (int64_t i = 0; i < n_tokens; ++i) {
-            const int64_t L = ubatch->pos[i] / blk;
-            for (int l = 0; l < local && L - l >= 0; ++l) {
-                if (L - l < nblk) {
-                    data[(size_t) i * nblk + (L - l)] = 1e30f;
+        if (pos_slot_i) { mctx->set_input_pos_slot(pos_slot_i, ubatch); }
+        if (pos_slot_f) { mctx->set_input_pos_slot(pos_slot_f, ubatch); }
+        if (cell_blk)   { mctx->set_input_cell_pos(cell_blk, ubatch, blk); }
+        if (pos_mask)   { mctx->set_input_pos_mask(pos_mask, ubatch); }
+
+        // local-force bias over position blocks
+        if (bias && ubatch->pos) {
+            const int64_t n_tokens = ubatch->n_tokens;
+            const int64_t nblk     = bias->ne[0];
+            std::vector<float> data((size_t) nblk * n_tokens, 0.0f);
+            for (int64_t i = 0; i < n_tokens; ++i) {
+                const int64_t L = ubatch->pos[i] / blk;
+                for (int l = 0; l < local && L - l >= 0; ++l) {
+                    if (L - l < nblk) {
+                        data[(size_t) i * nblk + (L - l)] = 1e30f;
+                    }
                 }
             }
+            ggml_backend_tensor_set(bias, data.data(), 0, data.size() * sizeof(float));
         }
-        ggml_backend_tensor_set(bias, data.data(), 0, data.size() * sizeof(float));
     }
 
-    // valid as long as the bias tensor dims still match the new ubatch/cache window
+    // valid as long as the tensor dims still match the new ubatch/cache window and the
+    // ubatch is in the same regime (decode graphs have pos_slot_f, batch graphs cell_blk)
     bool can_reuse(const llm_graph_params & params) override {
-        const auto * mctx = static_cast<const llama_kv_cache_context *>(params.mctx);
+        const auto * mctx_new = static_cast<const llama_kv_cache_msa_context *>(params.mctx);
+
+        this->mctx = mctx_new;
+
+        const int64_t n_ps = GGML_PAD((int64_t) mctx_new->get_n_pos(), blk);
+        const int64_t ns   = params.cparams.kv_unified ? 1 : params.ubatch.n_seqs_unq;
+
+        const bool decode = params.ubatch.n_tokens == ns;   // one token per stream
 
         bool res = true;
-        res &= bias->ne[1] == params.ubatch.n_tokens;
-        res &= bias->ne[0] * blk == (int64_t) mctx->get_n_kv();
+
+        res &= bias->ne[0] * blk == n_ps;
+        res &= bias->ne[1]       == params.ubatch.n_tokens;
+
+        res &= pos_mask->ne[0] == n_ps;
+        res &= pos_mask->ne[1] == params.ubatch.n_tokens;
+
+        res &= pos_slot_i->ne[0] == n_ps;
+        res &= pos_slot_i->ne[1] == ns;
+
+        res &= decode == (pos_slot_f != nullptr);
+        res &= decode == (cell_blk   == nullptr);
+
+        if (pos_slot_f) {
+            res &= pos_slot_f->ne[0] == n_ps;
+            res &= pos_slot_f->ne[1] == ns;
+        }
+
+        if (cell_blk) {
+            res &= cell_blk->ne[0] == (int64_t) mctx_new->get_base()->get_n_kv();
+            res &= cell_blk->ne[1] == ns;
+        }
+
         return res;
     }
 
-    ggml_tensor * bias = nullptr;
-    int     blk;
-    int     local;
-    int64_t nblk;
+    ggml_tensor * bias       = nullptr; // F32 [nblk, n_tokens] local-force bias (position blocks)
+    ggml_tensor * pos_mask   = nullptr; // F32 [n_ps, n_tokens] 0/-inf visibility, by position
+    ggml_tensor * pos_slot_i = nullptr; // I32 [n_ps, ns]       pos -> cell (get_rows index)
+    ggml_tensor * pos_slot_f = nullptr; // F32 [n_ps, ns]       pos -> cell (gatherable values, decode)
+    ggml_tensor * cell_blk   = nullptr; // I32 [n_kv, ns]       cell -> position block (batch)
+
+    const llama_kv_cache_msa_context * mctx;
+
+    int blk;
+    int local;
 };
 
 // One FA call for all GQA groups (and at multi-stream decode, all streams) by mapping them onto the FA sequence dim (ne[3])
@@ -173,7 +213,9 @@ llama_model_minimax_m3::graph::graph(const llama_model & model, const llm_graph_
     inpL = build_inp_embd(model.tok_embd);
 
     ggml_tensor * inp_pos = build_inp_pos();
-    auto inp_attn = build_attn_inp_kv();
+
+    // ==========================================
+    // TODO: avoid such kind of complexity in the model graphs
 
     // MSA calls ggml_flash_attn_ext directly and assumes the non-transposed V layout that
     // llama.cpp only provides when flash attention is enabled. Block selection is anchored
@@ -185,6 +227,8 @@ llama_model_minimax_m3::graph::graph(const llama_model & model, const llm_graph_
     const bool streams_ok  = cparams.n_seq_max == 1 || !cparams.kv_unified;
     const bool msa_enabled = fa_on && streams_ok;
 
+    auto * inp_attn = build_attn_inp_kv_msa(msa_enabled);
+
     static bool warned_no_fa = false;
     if (!fa_on && !warned_no_fa) {
         LLAMA_LOG_WARN("%s: flash attention disabled; MSA requires it -> running DENSE attention "
@@ -197,36 +241,54 @@ llama_model_minimax_m3::graph::graph(const llama_model & model, const llm_graph_
                        "-> running DENSE attention. Output may be degraded. Drop --kv-unified to enable MSA.\n", __func__);
         warned_unified = true;
     }
+    // ==========================================
 
     // hoisted per-graph MSA state (shared by every sparse layer)
-    llm_graph_input_msa_local * msa_loc = nullptr;
+    llm_graph_input_msa * msa = nullptr;
     ggml_tensor * msa_kqm = nullptr;
-    ggml_tensor * msa_mf  = nullptr;
-    int64_t n_kv = 0, nblk = 0, ns = 1, n_tps = 0;
+    ggml_tensor * msa_mf  = nullptr;   // F32 copy of the FA mask for the final mask add
+    int64_t n_kv = 0, n_ps = 0, nblk = 0, ns = 1, n_tps = 0;
     bool msa_decode = false;           // gather (1 token per stream) vs mask
     const int     blk = mm.msa_p.blk;
     const int64_t Hd  = hparams.indexer_n_head;   // one indexer head per GQA group
 
     if (msa_enabled) {
+        const auto * mctx_msa = static_cast<const llama_kv_cache_msa_context *>(mctx);
+
         msa_kqm = inp_attn->get_kq_mask();
         n_kv  = msa_kqm->ne[0];
         n_tps = msa_kqm->ne[1];        // tokens per stream
         ns    = msa_kqm->ne[3];        // streams in this ubatch
         GGML_ASSERT(msa_kqm->type == GGML_TYPE_F16 && "MSA requires the FA (f16) mask");
         GGML_ASSERT(n_tps*ns == n_tokens);
-        GGML_ASSERT(n_kv % blk == 0 &&
-            "MSA: KV/mask n_kv must be a multiple of indexer.block_size (128); "
-            "the flash-attention KV padding must be a multiple of the block size. "
-            "A non-multiple would silently drop the partial tail block.");
-        nblk = n_kv / blk;
+
+        // the position axis covers every position currently in the cache and is padded to whole blocks
+        n_ps = GGML_PAD((int64_t) mctx_msa->get_n_pos(), blk);
+        nblk = n_ps / blk;
         msa_decode = n_tps == 1;
 
-        msa_mf = ggml_cast(ctx0, msa_kqm, GGML_TYPE_F32);
+        auto inp = std::make_unique<llm_graph_input_msa>(mctx_msa, blk, mm.msa_p.local);
+
+        inp->bias = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, nblk, n_tokens);  // stream-grouped tokens
+        ggml_set_input(inp->bias);
+
+        inp->pos_mask = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, n_ps, n_tokens);
+        ggml_set_input(inp->pos_mask);
+
+        inp->pos_slot_i = ggml_new_tensor_2d(ctx0, GGML_TYPE_I32, n_ps, ns);
+        ggml_set_input(inp->pos_slot_i);
+
+        if (msa_decode) {
+            inp->pos_slot_f = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, n_ps, ns);
+            ggml_set_input(inp->pos_slot_f);
+        } else {
+            inp->cell_blk = ggml_new_tensor_2d(ctx0, GGML_TYPE_I32, n_kv, ns);
+            ggml_set_input(inp->cell_blk);
+
+            msa_mf = ggml_cast(ctx0, msa_kqm, GGML_TYPE_F32);
+        }
 
-        auto loc = std::make_unique<llm_graph_input_msa_local>(blk, mm.msa_p.local, nblk);
-        loc->bias = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, nblk, n_tokens);  // stream-grouped tokens
-        ggml_set_input(loc->bias);
-        msa_loc = (llm_graph_input_msa_local *) res->add_input(std::move(loc));
+        msa = (llm_graph_input_msa *) res->add_input(std::move(inp));
     }
 
     ggml_tensor * inp_out_ids = build_inp_out_ids();
@@ -283,9 +345,11 @@ llama_model_minimax_m3::graph::graph(const llama_model & model, const llm_graph_
                 ik = ggml_rope_ext(ctx0, ik, inp_pos, nullptr, n_rot, rope_type, n_ctx_orig,
                                    freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow);
 
-                const auto * mctx_cur = inp_attn->mctx;
-                ggml_build_forward_expand(gf, mctx_cur->cpy_k_idx(ctx0, ik, inp_attn->get_k_idxs(), il));
-                ggml_tensor * ik_kv = mctx_cur->get_k_idx(ctx0, il);
+                const auto * mctx_msa_l = static_cast<const llama_kv_cache_msa_context *>(mctx);
+                const auto * mctx_cur = mctx_msa_l->get_base();
+                const auto * mctx_idx = mctx_msa_l->get_idx();
+                ggml_build_forward_expand(gf, mctx_idx->cpy_k(ctx0, ik, inp_attn->get_k_idxs_idx(), il));
+                ggml_tensor * ik_kv = mctx_idx->get_k(ctx0, il);
 
                 if (inp_attn->self_k_rot) {
                     Qcur = llama_mul_mat_hadamard(ctx0, Qcur, inp_attn->self_k_rot);
@@ -316,42 +380,52 @@ llama_model_minimax_m3::graph::graph(const llama_model & model, const llm_graph_
 
                 if (msa_decode) {
                     // decode: batched over streams top-k + gather, one grouped FA
-                    // scores: per-stream batched matmul over the stream dim (ne[3]).
-                    // the cache views are not contiguous across streams (stride = kv_size, not n_kv)
-                    ggml_tensor * ikv4 = ggml_view_4d(ctx0, ik_kv, n_idx_dim, n_kv, 1, ns,
-                            ik_kv->nb[2], ik_kv->nb[3], ik_kv->nb[3], 0);
+                    // gather the indexer keys through the pos -> cell map
+                    ggml_tensor * ik3 = ggml_view_3d(ctx0, ik_kv, n_idx_dim, n_kv, ns,
+                            ik_kv->nb[2], ik_kv->nb[3], 0);
+                    ggml_tensor * ikp = ggml_get_rows(ctx0, ik3, msa->pos_slot_i);   // [n_idx_dim, n_ps, ns]
                     ggml_tensor * iq4 = ggml_reshape_4d(ctx0, iq, n_idx_dim, Hd, 1, ns);
-                    ggml_tensor * sc  = ggml_mul_mat(ctx0, ikv4, iq4);
+                    ggml_tensor * sc  = ggml_mul_mat(ctx0,
+                            ggml_reshape_4d(ctx0, ikp, n_idx_dim, n_ps, 1, ns), iq4);
                     ggml_mul_mat_set_prec(sc, GGML_PREC_F32);
-                    sc = ggml_add_inplace(ctx0, sc, msa_mf);
+                    // unmapped positions come out -inf, so they can never rank into the top-k
+                    sc = ggml_add_inplace(ctx0, sc,
+                            ggml_reshape_4d(ctx0, msa->pos_mask, n_ps, 1, 1, ns));
                     ggml_tensor * bs = ggml_pool_2d(ctx0, sc, GGML_OP_POOL_MAX, blk, 1, blk, 1, 0, 0);
                     cb(bs, "msa_bs", il);
 
                     ggml_tensor * bsf = ggml_add(ctx0, bs,
-                            ggml_reshape_4d(ctx0, msa_loc->bias, nblk, 1, 1, ns));
-                    ggml_tensor * idx = ggml_top_k(ctx0, bsf, K);
+                            ggml_reshape_4d(ctx0, msa->bias, nblk, 1, 1, ns));
+                    ggml_tensor * idx = ggml_top_k(ctx0, bsf, K);   // position blocks
 
-                    // token idx: tj[t,k,h,s] = blk*idx[k,h,s] + t   (for the mask gather)
-                    // row   idx: tr[t,k,h,s] = tj*HKV + h           (for the per-stream K/V gather)
+                    // pos idx:  tj[t,k,h,s] = blk*idx[k,h,s] + t   (positions - mask gather)
+                    // cell idx: cs[t,k,h,s] = pos_slot[tj]         (pos -> cell translation)
+                    // row idx:  tr[t,k,h,s] = cs*HKV + h           (per-stream K/V gather)
                     ggml_tensor * a = ggml_scale(ctx0, ggml_cast(ctx0, idx, GGML_TYPE_F32), (float) blk);
                     a = ggml_reshape_4d(ctx0, a, 1, K, Hd, ns);
                     ggml_tensor * tj = ggml_add(ctx0,
                             ggml_repeat_4d(ctx0, a, blk, K, Hd, ns),
                             ggml_reshape_3d(ctx0, ggml_arange(ctx0, 0.0f, (float) blk, 1.0f), blk, 1, 1));
+
+                    ggml_tensor * tokj = ggml_cast(ctx0, ggml_reshape_2d(ctx0, tj, (int64_t) blk*K*Hd, ns), GGML_TYPE_I32);
+
+                    ggml_tensor * cs = ggml_get_rows(ctx0,
+                            ggml_reshape_3d(ctx0, msa->pos_slot_f, 1, n_ps, ns), tokj);   // [1, blk*K*Hd, ns]
+                    cs = ggml_reshape_4d(ctx0, cs, blk, K, Hd, ns);
+
                     ggml_tensor * tr = ggml_add(ctx0,
-                            ggml_scale(ctx0, tj, (float) HKV),
+                            ggml_scale(ctx0, cs, (float) HKV),
                             ggml_reshape_3d(ctx0, ggml_arange(ctx0, 0.0f, (float) HKV, 1.0f), 1, 1, Hd));
 
-                    ggml_tensor * tokj = ggml_cast(ctx0, ggml_reshape_2d(ctx0, tj, (int64_t) blk*K*Hd, ns), GGML_TYPE_I32);
                     ggml_tensor * tokr = ggml_cast(ctx0, ggml_reshape_2d(ctx0, tr, (int64_t) blk*K*Hd, ns), GGML_TYPE_I32);
 
                     ggml_tensor * k3 = ggml_view_3d(ctx0, k, D, HKV*n_kv, ns, k->nb[1], k->nb[3], 0);
                     ggml_tensor * v3 = ggml_view_3d(ctx0, v, D, HKV*n_kv, ns, v->nb[1], v->nb[3], 0);
-                    ggml_tensor * m3 = ggml_reshape_3d(ctx0, msa_kqm, 1, n_kv, ns);
+                    ggml_tensor * mp = ggml_reshape_3d(ctx0, msa->pos_mask, 1, n_ps, ns);
 
                     ggml_tensor * kg = ggml_get_rows(ctx0, k3, tokr);
                     ggml_tensor * vg = ggml_get_rows(ctx0, v3, tokr);
-                    ggml_tensor * mg = ggml_get_rows(ctx0, m3, tokj);
+                    ggml_tensor * mg = ggml_get_rows(ctx0, mp, tokj);
 
                     // fold (group, stream) onto the FA channel dim
                     const ggml_type kt = ggml_is_quantized(k->type) ? GGML_TYPE_F16 : k->type;
@@ -372,12 +446,16 @@ llama_model_minimax_m3::graph::graph(const llama_model & model, const llm_graph_
                                 iq->nb[1], iq->nb[2], st*n_tps*iq->nb[2]);
                         ggml_tensor * ik_s = ggml_view_2d(ctx0, ik_kv, n_idx_dim, n_kv,
                                 ik_kv->nb[2], st*ik_kv->nb[3]);
-                        ggml_tensor * mf_s = ggml_view_3d(ctx0, msa_mf, n_kv, 1, n_tps,
-                                msa_mf->nb[1], msa_mf->nb[1], st*msa_mf->nb[3]);
-                        ggml_tensor * km_s = ggml_view_3d(ctx0, msa_kqm, n_kv, n_tps, 1,
-                                msa_kqm->nb[1], msa_kqm->nb[3], st*msa_kqm->nb[3]);
-                        ggml_tensor * bias_s = ggml_view_3d(ctx0, msa_loc->bias, nblk, 1, n_tps,
-                                msa_loc->bias->nb[1], msa_loc->bias->nb[1], st*n_tps*msa_loc->bias->nb[1]);
+                        ggml_tensor * psl_s = ggml_view_1d(ctx0, msa->pos_slot_i, n_ps,
+                                st*msa->pos_slot_i->nb[1]);
+                        ggml_tensor * pm_s = ggml_view_3d(ctx0, msa->pos_mask, n_ps, 1, n_tps,
+                                msa->pos_mask->nb[1], msa->pos_mask->nb[1], st*n_tps*msa->pos_mask->nb[1]);
+                        ggml_tensor * cb_s = ggml_view_1d(ctx0, msa->cell_blk, n_kv,
+                                st*msa->cell_blk->nb[1]);
+                        ggml_tensor * mf_s = ggml_view_3d(ctx0, msa_mf, n_kv, n_tps, 1,
+                                msa_mf->nb[1], msa_mf->nb[3], st*msa_mf->nb[3]);
+                        ggml_tensor * bias_s = ggml_view_3d(ctx0, msa->bias, nblk, 1, n_tps,
+                                msa->bias->nb[1], msa->bias->nb[1], st*n_tps*msa->bias->nb[1]);
                         ggml_tensor * q_s = ggml_view_3d(ctx0, Qcur, D, n_head, n_tps,
                                 Qcur->nb[1], Qcur->nb[2], st*n_tps*Qcur->nb[2]);
                         ggml_tensor * k_s = ggml_view_4d(ctx0, k, D, HKV, n_kv, 1,
@@ -385,14 +463,16 @@ llama_model_minimax_m3::graph::graph(const llama_model & model, const llm_graph_
                         ggml_tensor * v_s = ggml_view_4d(ctx0, v, D, HKV, n_kv, 1,
                                 v->nb[1], v->nb[2], v->nb[3], st*v->nb[3]);
 
-                        // block scores: bs = maxpool_blk(idx_q * idx_k^T + causal mask)
+                        // block scores: the indexer keys are gathered through the pos -> cell map first
                         // scores are unscaled, only the top-k ordering matters
-                        ggml_tensor * sc = ggml_mul_mat(ctx0, ik_s,
+                        ggml_tensor * ikp = ggml_get_rows(ctx0, ik_s, psl_s);   // [n_idx_dim, n_ps]
+                        ggml_tensor * sc = ggml_mul_mat(ctx0, ikp,
                                 ggml_reshape_2d(ctx0, iq_s, n_idx_dim, Hd*n_tps));
                         // indexer scores run in F32
                         ggml_mul_mat_set_prec(sc, GGML_PREC_F32);
-                        sc = ggml_reshape_3d(ctx0, sc, n_kv, Hd, n_tps);
-                        sc = ggml_add_inplace(ctx0, sc, mf_s);
+                        sc = ggml_reshape_3d(ctx0, sc, n_ps, Hd, n_tps);
+                        // unmapped positions (holes, padding, empty cells) come out -inf
+                        sc = ggml_add_inplace(ctx0, sc, pm_s);
                         ggml_tensor * bs = ggml_pool_2d(ctx0, sc, GGML_OP_POOL_MAX, blk, 1, blk, 1, 0, 0);
                         cb(bs, "msa_bs", il);
 
@@ -416,14 +496,16 @@ llama_model_minimax_m3::graph::graph(const llama_model & model, const llm_graph_
                         bm = ggml_cont(ctx0, ggml_permute(ctx0, bm, 0, 2, 1, 3)); // [nblk, n_tps, Hd]
                         cb(bm, "msa_block_mask", il);
 
-                        // expand block -> token granularity (j = bk*blk + t),
-                        // then combine with the causal mask in place
-                        ggml_tensor * bmx = ggml_repeat_4d(ctx0,
-                                ggml_reshape_3d(ctx0, bm, 1, nblk, n_tps*Hd),
-                                blk, nblk, n_tps*Hd, 1);
+                        // expand block -> cell granularity through the cell -> position block
+                        // map, then combine with the causal mask. empty cells are masked by the causal mask.
+                        ggml_tensor * bm2 = ggml_cont(ctx0, ggml_transpose(ctx0,
+                                ggml_reshape_2d(ctx0, bm, nblk, n_tps*Hd)));       // [n_tps*Hd, nblk]
+                        ggml_tensor * bmc = ggml_get_rows(ctx0, bm2, cb_s);        // [n_tps*Hd, n_kv] F32
+                        ggml_tensor * bmx = ggml_cont(ctx0, ggml_transpose(ctx0, bmc));
                         bmx = ggml_reshape_3d(ctx0, bmx, n_kv, n_tps, Hd);
-                        ggml_tensor * mask4 = ggml_add_inplace(ctx0, bmx, km_s);
-                        mask4 = ggml_reshape_4d(ctx0, mask4, n_kv, n_tps, 1, Hd);
+                        ggml_tensor * mask4 = ggml_add_inplace(ctx0, bmx, mf_s);
+                        mask4 = ggml_cast(ctx0,
+                                ggml_reshape_4d(ctx0, mask4, n_kv, n_tps, 1, Hd), GGML_TYPE_F16);
                         cb(mask4, "msa_mask4", il);
 
                         // cache views with groups on ne[3];
diff --git a/src/models/models.h b/src/models/models.h
index c0e9e6193..5ce3bdc6b 100644
--- a/src/models/models.h
+++ b/src/models/models.h
@@ -386,6 +386,22 @@ struct llama_model_bloom : public llama_model_base {
 };
 
 
+// Quant-only stub for mmproj GGUFs
+// none of these are ever called, they only exist to satisfy the llama_model_base interface
+struct llama_model_clip : public llama_model_base {
+    llama_model_clip(const struct llama_model_params & params) : llama_model_base(params) {}
+
+    [[noreturn]]
+    void load_arch_hparams(llama_model_loader & ml) override;
+
+    [[noreturn]]
+    void load_arch_tensors(llama_model_loader & ml) override;
+
+    [[noreturn]]
+    std::unique_ptr<llm_graph_context> build_arch_graph(const llm_graph_params & params) const override;
+};
+
+
 struct llama_model_mpt : public llama_model_base {
     llama_model_mpt(const struct llama_model_params & params) : llama_model_base(params) {}
     void load_arch_hparams(llama_model_loader & ml) override;
@@ -668,6 +684,11 @@ struct llama_model_qwen3vlmoe : public llama_model_base {
 };
 
 
+struct llama_model_qwen3tts : public llama_model_qwen3vl {
+    llama_model_qwen3tts(const struct llama_model_params & params) : llama_model_qwen3vl(params) {}
+};
+
+
 struct llama_model_phi2 : public llama_model_base {
     llama_model_phi2(const struct llama_model_params & params) : llama_model_base(params) {}
     void load_arch_hparams(llama_model_loader & ml) override;
@@ -764,6 +785,19 @@ struct llama_model_gpt2 : public llama_model_base {
 };
 
 
+struct llama_model_pockettts : public llama_model_base {
+    llama_model_pockettts(const struct llama_model_params & params) : llama_model_base(params) {}
+    void load_arch_hparams(llama_model_loader & ml) override;
+    void load_arch_tensors(llama_model_loader & ml) override;
+
+    struct graph : public llm_graph_context {
+        graph(const llama_model & model, const llm_graph_params & params);
+    };
+
+    std::unique_ptr<llm_graph_context> build_arch_graph(const llm_graph_params & params) const override;
+};
+
+
 struct llama_model_codeshell : public llama_model_base {
     llama_model_codeshell(const struct llama_model_params & params) : llama_model_base(params) {}
     void load_arch_hparams(llama_model_loader & ml) override;
@@ -1095,6 +1129,19 @@ struct llama_model_olmoe : public llama_model_base {
 };
 
 
+struct llama_model_muse_glimmer : public llama_model_base {
+    llama_model_muse_glimmer(const struct llama_model_params & params) : llama_model_base(params) {}
+    void load_arch_hparams(llama_model_loader & ml) override;
+    void load_arch_tensors(llama_model_loader & ml) override;
+
+    struct graph : public llm_graph_context {
+        graph(const llama_model & model, const llm_graph_params & params);
+    };
+
+    std::unique_ptr<llm_graph_context> build_arch_graph(const llm_graph_params & params) const override;
+};
+
+
 struct llama_model_openelm : public llama_model_base {
     llama_model_openelm(const struct llama_model_params & params) : llama_model_base(params) {}
     void load_arch_hparams(llama_model_loader & ml) override;
@@ -1156,6 +1203,10 @@ struct llama_model_deepseek2 : public llama_model_base {
         graph(const llama_model & model, const llm_graph_params & params);
     };
 
+    struct graph_mtp : public llm_graph_context {
+        graph_mtp(const llama_model & model, const llm_graph_params & params);
+    };
+
     std::unique_ptr<llm_graph_context> build_arch_graph(const llm_graph_params & params) const override;
 };
 
@@ -1169,6 +1220,10 @@ struct llama_model_deepseek32 : public llama_model_base {
         graph(const llama_model & model, const llm_graph_params & params);
     };
 
+    struct graph_mtp : public llm_graph_context {
+        graph_mtp(const llama_model & model, const llm_graph_params & params);
+    };
+
     std::unique_ptr<llm_graph_context> build_arch_graph(const llm_graph_params & params) const override;
 };
 
@@ -1520,6 +1575,10 @@ struct llama_model_nemotron_h_moe : public llama_model_nemotron_h {
 
     using graph = llama_model_nemotron_h::graph;
 
+    struct graph_mtp : public llm_graph_context {
+        graph_mtp(const llama_model & model, const llm_graph_params & params);
+    };
+
     std::unique_ptr<llm_graph_context> build_arch_graph(const llm_graph_params & params) const override;
 };
 
@@ -1655,6 +1714,56 @@ struct llama_model_granite_moe : public llama_model_base {
 };
 
 
+struct llama_model_granite_switch : public llama_model_base {
+    llama_model_granite_switch(const struct llama_model_params & params) : llama_model_base(params) {}
+    void load_arch_hparams(llama_model_loader & ml) override;
+    void load_arch_tensors(llama_model_loader & ml) override;
+
+    uint32_t n_adapters    = 0;
+    uint32_t max_lora_rank = 0;
+    float    router_gain   = 15.0f;
+
+    std::unordered_map<llama_token, int32_t>     adapter_token_to_slot;
+    std::unordered_map<llama_token, llama_token> adapter_token_to_substitute;
+
+    struct graph : public llm_graph_context {
+        graph(const llama_model & model, const llm_graph_params & params);
+
+    private:
+        ggml_tensor * build_switched_lora_delta(
+                  ggml_tensor * lora_a,
+                  ggml_tensor * lora_b,
+                  ggml_tensor * cur,
+                  ggml_tensor * ids);
+
+        ggml_tensor * build_switched_lora_mm(
+                  ggml_tensor * w,
+                  ggml_tensor * lora_a,
+                  ggml_tensor * lora_b,
+                  ggml_tensor * cur,
+                  ggml_tensor * ids);
+
+        ggml_tensor * build_attention_layer(
+                  ggml_tensor             * cur,
+                  ggml_tensor             * inp_pos,
+                  ggml_tensor             * adapter_ids,
+                  llm_graph_input_attn_kv * inp_attn,
+            const llama_model             & model,
+            const int64_t                 n_embd_head,
+            const int                     il);
+
+        ggml_tensor * build_layer_ffn(
+                  ggml_tensor       * cur,
+                  ggml_tensor       * inpSA,
+                  ggml_tensor       * adapter_ids,
+            const llama_model       & model,
+            const int                 il);
+    };
+
+    std::unique_ptr<llm_graph_context> build_arch_graph(const llm_graph_params & params) const override;
+};
+
+
 struct llama_model_minicpm : public llama_model_base {
     llama_model_minicpm(const struct llama_model_params & params) : llama_model_base(params) {}
     void load_arch_hparams(llama_model_loader & ml) override;
@@ -2105,6 +2214,10 @@ struct llama_model_qwen3next : public llama_model_base {
         const llama_model & model;
     };
 
+    struct graph_mtp : public llm_graph_context {
+        graph_mtp(const llama_model & model, const llm_graph_params & params);
+    };
+
     std::unique_ptr<llm_graph_context> build_arch_graph(const llm_graph_params & params) const override;
 };
 
diff --git a/src/models/muse-glimmer.cpp b/src/models/muse-glimmer.cpp
new file mode 100644
index 000000000..0e9415308
--- /dev/null
+++ b/src/models/muse-glimmer.cpp
@@ -0,0 +1,208 @@
+#include "models.h"
+
+void llama_model_muse_glimmer::load_arch_hparams(llama_model_loader & ml) {
+    ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+    ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW,    hparams.n_swa);
+    ml.get_key(LLM_KV_FINAL_LOGIT_SOFTCAPPING,     hparams.f_final_logit_softcapping, false);
+    ml.get_key(LLM_KV_LOGIT_SCALE,                 hparams.f_logit_scale);
+
+    hparams.rope_freq_base_train_swa = hparams.rope_freq_base_train;
+    ml.get_key(LLM_KV_ROPE_FREQ_BASE_SWA, hparams.rope_freq_base_train_swa, false);
+
+    hparams.swa_type = LLAMA_SWA_TYPE_STANDARD;
+    uint32_t swa_period = 4;
+    if (ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false)) {
+        hparams.set_swa_pattern(swa_period);
+    } else {
+        ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, hparams.is_swa_impl, hparams.n_layer());
+    }
+
+    switch (hparams.n_layer()) {
+        case 52: type = LLM_TYPE_30B; break;
+        default: type = LLM_TYPE_UNKNOWN;
+    }
+}
+
+void llama_model_muse_glimmer::load_arch_tensors(llama_model_loader &) {
+    LLAMA_LOAD_LOCALS;
+
+    tok_embd    = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD,  "weight"), {n_embd, n_vocab}, 0);
+    output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, 0);
+
+    for (int i = 0; i < n_layer; ++i) {
+        auto & layer = layers[i];
+
+        // Pre/post-attention norms (Muse Glimmer's `weight + 1` applied at conversion time).
+        layer.attn_norm      = create_tensor(tn(LLM_TENSOR_ATTN_NORM,      "weight", i), {n_embd}, 0);
+        layer.attn_post_norm = create_tensor(tn(LLM_TENSOR_ATTN_POST_NORM, "weight", i), {n_embd}, 0);
+
+        // Q/K/V/O projections.
+        create_tensor_qkv(layer, i, n_embd, n_embd_head_k * n_head, n_embd_k_gqa, n_embd_v_gqa, 0);
+        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head_k * n_head, n_embd}, 0);
+
+        // QK-norm. Weights are synthesized at conversion time to absorb `qk_scale_factor`.
+        layer.attn_q_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "weight", i), {n_embd_head_k}, 0);
+        layer.attn_k_norm = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "weight", i), {n_embd_head_k}, 0);
+
+        // Attention output gate: sigmoid(gate) * attn_out before o_proj (same as afmoe).
+        layer.wqkv_gate = create_tensor(tn(LLM_TENSOR_ATTN_GATE, "weight", i), {n_embd, n_embd_head_k * n_head}, 0);
+
+        // Pre/post-FFN norms (FFN_PRE_NORM is aliased to LLM_TENSOR_FFN_NORM).
+        layer.ffn_norm      = create_tensor(tn(LLM_TENSOR_FFN_NORM,      "weight", i), {n_embd}, 0);
+        layer.ffn_post_norm = create_tensor(tn(LLM_TENSOR_FFN_POST_NORM, "weight", i), {n_embd}, 0);
+
+        // Dense FFN (unlike afmoe, no MoE branches).
+        layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd, n_ff}, 0);
+        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_ff, n_embd}, 0);
+        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd, n_ff}, 0);
+    }
+}
+
+llama_model_muse_glimmer::graph::graph(const llama_model & model, const llm_graph_params & params)
+    : llm_graph_context(params) {
+    const int64_t n_embd_head = hparams.n_embd_head_v();
+    GGML_ASSERT(n_embd_head == hparams.n_embd_head_k());
+
+    // Different to f_norm_rms_eps for post-attn / post-FFN norms
+    const float post_norm_eps = 1e-8f;
+
+    ggml_tensor * cur;
+    ggml_tensor * inpL;
+
+    inpL = build_inp_embd(model.tok_embd);
+    inpL = build_norm(inpL, nullptr, nullptr, LLM_NORM_RMS, -1);
+    cb(inpL, "embd_norm", -1);
+
+    ggml_tensor * inp_pos = build_inp_pos();
+    auto * inp_attn = build_attn_inp_kv_iswa();
+    ggml_tensor * inp_out_ids = build_inp_out_ids();
+
+    const float kq_scale = 1.0f / sqrtf(float(n_embd_head));
+
+    for (int il = 0; il < n_layer; ++il) {
+        // expose per-layer residual for speculative drafts (see LLM_KV_TARGET_LAYERS).
+        res->t_layer_inp[il] = inpL;
+
+        const float freq_base_l  = model.get_rope_freq_base (cparams, il);
+        const float freq_scale_l = model.get_rope_freq_scale(cparams, il);
+
+        ggml_tensor * inpSA = inpL;
+
+        // RoPE runs on the SWA layers, NoPE on full ones.
+        const bool use_rope = hparams.is_swa(il);
+
+        // pre-attention norm (weight+1 folded at conversion time)
+        cur = build_norm(inpL, model.layers[il].attn_norm, NULL, LLM_NORM_RMS, il);
+        cb(cur, "attn_norm", il);
+
+        // self-attention: attention output gate around SDPA (afmoe.cpp:147-191)
+        {
+            ggml_tensor * attn_inp = cur;  // save input for gate computation
+
+            auto [Qcur, Kcur, Vcur] = build_qkv(model.layers[il], cur,
+                    n_embd_head, n_head, n_head_kv, il);
+
+            // gate = wqkv_gate @ attn_inp (from pre-attn hidden state)
+            ggml_tensor * gate = build_lora_mm(model.layers[il].wqkv_gate, attn_inp);
+            cb(gate, "attn_gate_proj", il);
+
+            // QK-norm. attn_q_norm weight was synthesized at conversion to broadcast
+            // qk_scale_factor across head_dim; attn_k_norm is identity (ones).
+            Qcur = build_norm(Qcur, model.layers[il].attn_q_norm, NULL, LLM_NORM_RMS, il);
+            Kcur = build_norm(Kcur, model.layers[il].attn_k_norm, NULL, LLM_NORM_RMS, il);
+            cb(Qcur, "Qcur_normed", il);
+            cb(Kcur, "Kcur_normed", il);
+
+            if (use_rope) {
+                Qcur = ggml_rope_ext(
+                        ctx0, Qcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base_l, freq_scale_l,
+                        ext_factor, attn_factor, beta_fast, beta_slow);
+                cb(Qcur, "Qcur_rope", il);
+
+                Kcur = ggml_rope_ext(
+                        ctx0, Kcur, inp_pos, nullptr,
+                        n_rot, rope_type, n_ctx_orig, freq_base_l, freq_scale_l,
+                        ext_factor, attn_factor, beta_fast, beta_slow);
+                cb(Kcur, "Kcur_rope", il);
+            }
+
+            // SDPA. wo is deferred; the gate goes between attn_out and o_proj.
+            cur = build_attn(inp_attn,
+                    NULL, NULL, NULL,
+                    Qcur, Kcur, Vcur, nullptr, nullptr, nullptr, kq_scale, il);
+            cb(cur, "attn_out", il);
+
+            gate = ggml_sigmoid(ctx0, gate);
+            cb(gate, "attn_gate_sig", il);
+            cur = ggml_mul(ctx0, cur, gate);
+            cb(cur, "attn_gated", il);
+
+            cur = build_lora_mm(model.layers[il].wo, cur, model.layers[il].wo_s);
+            cb(cur, "attn_o_proj", il);
+        }
+
+        cur = ggml_rms_norm(ctx0, cur, post_norm_eps);
+        cur = ggml_mul(ctx0, cur, model.layers[il].attn_post_norm);
+        cb(cur, "attn_post_norm", il);
+
+        if (il == n_layer - 1 && inp_out_ids) {
+            cur   = ggml_get_rows(ctx0,   cur, inp_out_ids);
+            inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+        }
+
+        ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA);
+        cb(ffn_inp, "ffn_inp", il);
+
+        // pre-FFN norm
+        cur = build_norm(ffn_inp, model.layers[il].ffn_norm, NULL, LLM_NORM_RMS, il);
+        cb(cur, "ffn_norm", il);
+
+        // SwiGLU dense FFN
+        cur = build_ffn(cur,
+                model.layers[il].ffn_up,   NULL, NULL,
+                model.layers[il].ffn_gate, NULL, NULL,
+                model.layers[il].ffn_down, NULL, NULL,
+                NULL,
+                LLM_FFN_SILU, LLM_FFN_PAR, il);
+        cb(cur, "ffn_out", il);
+
+        cur = ggml_rms_norm(ctx0, cur, post_norm_eps);
+        cur = ggml_mul(ctx0, cur, model.layers[il].ffn_post_norm);
+        cb(cur, "ffn_post_norm", il);
+
+        cur = ggml_add(ctx0, cur, ffn_inp);
+        cur = build_cvec(cur, il);
+        cb(cur, "l_out", il);
+
+        inpL = cur;
+    }
+
+    cur = inpL;
+
+    // final norm
+    cur = build_norm(cur, model.output_norm, NULL, LLM_NORM_RMS, -1);
+    cb(cur, "result_norm", -1);
+    res->t_embd = cur;
+
+    // lm_head, followed by output multiplier
+    cur = build_lora_mm(model.output, cur, model.output_s);
+    cur = ggml_scale(ctx0, cur, hparams.f_logit_scale);
+
+    // Final logit tanh softcap (from gemma3.cpp).
+    if (hparams.f_final_logit_softcapping) {
+        cur = ggml_scale(ctx0, cur, 1.0f / hparams.f_final_logit_softcapping);
+        cur = ggml_tanh(ctx0, cur);
+        cur = ggml_scale(ctx0, cur, hparams.f_final_logit_softcapping);
+    }
+
+    cb(cur, "result_output", -1);
+    res->t_logits = cur;
+
+    ggml_build_forward_expand(gf, cur);
+}
+
+std::unique_ptr<llm_graph_context> llama_model_muse_glimmer::build_arch_graph(const llm_graph_params & params) const {
+    return std::make_unique<graph>(*this, params);
+}
diff --git a/src/models/nemotron-h-moe.cpp b/src/models/nemotron-h-moe.cpp
index a59cc6c9f..4d03f49e0 100644
--- a/src/models/nemotron-h-moe.cpp
+++ b/src/models/nemotron-h-moe.cpp
@@ -1,6 +1,156 @@
 #include "models.h"
 
 std::unique_ptr<llm_graph_context> llama_model_nemotron_h_moe::build_arch_graph(const llm_graph_params & params) const {
+    if (params.gtype == LLM_GRAPH_TYPE_DECODER_MTP) {
+        return std::make_unique<graph_mtp>(*this, params);
+    }
     return std::make_unique<graph>(*this, params);
 }
 
+// MTP draft head for Nemotron-H MoE
+llama_model_nemotron_h_moe::graph_mtp::graph_mtp(const llama_model & model, const llm_graph_params & params)
+    : llm_graph_context(params) {
+    GGML_ASSERT(hparams.n_layer_nextn == 1 && "NEMOTRON_H_MOE MTP currently supports a single MTP block");
+
+    const int64_t n_embd_head = hparams.n_embd_head_v();
+    GGML_ASSERT(n_embd_head == hparams.n_embd_head_k());
+
+    const int il = hparams.n_layer();
+    const auto & layer = model.layers[il];
+
+    GGML_ASSERT(layer.nextn.eh_proj && layer.nextn.enorm && layer.nextn.hnorm);
+    GGML_ASSERT(layer.ffn_gate_inp);
+
+    // token embedding weights
+    ggml_tensor * tok_embd_w = layer.nextn.embed_tokens ? layer.nextn.embed_tokens : model.tok_embd;
+    GGML_ASSERT(tok_embd_w != nullptr && "NEMOTRON_H_MOE MTP requires token embeddings");
+
+    auto inp = std::make_unique<llm_graph_input_embd_h>(hparams.n_embd);
+
+    inp->tokens = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_tokens);
+    ggml_set_input(inp->tokens);
+
+    inp->embd = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, hparams.n_embd_inp(), n_tokens);
+    ggml_set_input(inp->embd);
+
+    ggml_tensor * tok_embd;
+    if (ubatch.token) {
+        tok_embd = ggml_get_rows(ctx0, tok_embd_w, inp->tokens);
+    } else {
+        tok_embd = inp->embd;
+    }
+    cb(tok_embd, "mtp_tok_embd", il);
+
+    inp->h = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, hparams.n_embd, n_tokens);
+    ggml_set_input(inp->h);
+    ggml_set_name(inp->h, "mtp_h_input");
+
+    ggml_tensor * h_embd = inp->h;
+
+    res->add_input(std::move(inp));
+
+    ggml_tensor * inp_out_ids = build_inp_out_ids();
+
+    // attention fills KV over all tokens, but the MoE is position-wise: gather output rows before
+    // it to save FFN compute (unless unmasked embeddings_nextn needs the full-length hidden state)
+    const bool emit_h_nextn    = cparams.embeddings_nextn;
+    const bool crop_before_ffn = inp_out_ids && (!emit_h_nextn || cparams.embeddings_nextn_masked);
+
+    auto * inp_attn = build_attn_inp_kv();
+
+    ggml_tensor * h_norm = build_norm(h_embd, layer.nextn.hnorm, nullptr, LLM_NORM_RMS, il);
+    cb(h_norm, "mtp_hnorm", il);
+    ggml_tensor * e_norm = build_norm(tok_embd, layer.nextn.enorm, nullptr, LLM_NORM_RMS, il);
+    cb(e_norm, "mtp_enorm", il);
+
+    ggml_tensor * concat = ggml_concat(ctx0, e_norm, h_norm, /*dim=*/ 0);
+    cb(concat, "mtp_concat", il);
+
+    ggml_tensor * cur = build_lora_mm(layer.nextn.eh_proj, concat, layer.nextn.eh_proj_s);
+    cb(cur, "mtp_eh_proj", il);
+
+    // dense NoPE attention sub-layer (mtp.layers.0)
+    ggml_tensor * inpSA = cur;
+    cur = build_norm(cur, layer.attn_norm, nullptr, LLM_NORM_RMS, il);
+    cb(cur, "mtp_attn_norm", il);
+
+    {
+        auto [Qcur, Kcur, Vcur] = build_qkv(layer, cur, n_embd_head, hparams.n_head(il), hparams.n_head_kv(il), il);
+        const float kq_scale = hparams.f_attention_scale == 0.0f
+            ? 1.0f / sqrtf(float(n_embd_head)) : hparams.f_attention_scale;
+        cur = build_attn(inp_attn, layer.wo, layer.wo_b, layer.wo_s,
+                Qcur, Kcur, Vcur, nullptr, nullptr, nullptr, kq_scale, il);
+        cb(cur, "mtp_attn_out", il);
+    }
+
+    cur = ggml_add(ctx0, cur, inpSA);
+    cb(cur, "mtp_attn_residual", il);
+
+    // gather the output rows here so the MoE FFN below only runs on the positions we keep
+    if (crop_before_ffn) {
+        cur = ggml_get_rows(ctx0, cur, inp_out_ids);
+    }
+
+    // MoE FFN sub-layer (mtp.layers.1)
+    ggml_tensor * ffn_residual = cur;
+    cur = build_norm(cur, layer.attn_post_norm, nullptr, LLM_NORM_RMS, il);
+    cb(cur, "mtp_attn_post_norm", il);
+
+    {
+        ggml_tensor * router_logits = build_lora_mm(layer.ffn_gate_inp, cur);
+        cb(router_logits, "mtp_ffn_moe_logits", il);
+
+        ggml_tensor * moe_out =
+            build_moe_ffn(cur,
+                layer.ffn_gate_inp,
+                layer.ffn_up_exps,
+                nullptr, // no gate
+                layer.ffn_down_exps,
+                layer.ffn_exp_probs_b,
+                n_expert, n_expert_used,
+                LLM_FFN_RELU_SQR, hparams.expert_weights_norm,
+                hparams.expert_weights_scale,
+                LLAMA_EXPERT_GATING_FUNC_TYPE_SIGMOID,
+                il,
+                router_logits, nullptr,
+                layer.ffn_up_exps_s,
+                nullptr, // no gate
+                layer.ffn_down_exps_s);
+        cb(moe_out, "mtp_ffn_moe_out", il);
+
+        ggml_tensor * ffn_shexp = build_ffn(cur,
+                layer.ffn_up_shexp,   NULL, layer.ffn_up_shexp_s,
+                NULL,                 NULL, NULL,
+                layer.ffn_down_shexp, NULL, layer.ffn_down_shexp_s,
+                NULL,
+                LLM_FFN_RELU_SQR, LLM_FFN_PAR, il);
+        cb(ffn_shexp, "mtp_ffn_shexp", il);
+
+        cur = ggml_add(ctx0, moe_out, ffn_shexp);
+        cb(cur, "mtp_ffn_out", il);
+    }
+
+    cur = ggml_add(ctx0, cur, ffn_residual);
+    cb(cur, "mtp_post_ffn", il);
+
+    // final head norm: the MTP head has its own LayerNorm
+    GGML_ASSERT(layer.nextn.shared_head_norm && "NEMOTRON_H_MOE MTP: missing final head norm");
+    cur = build_norm(cur, layer.nextn.shared_head_norm, nullptr, LLM_NORM, -1);
+
+    cb(cur, "h_nextn", -1);
+    res->t_h_nextn = cur;
+
+    if (!crop_before_ffn && inp_out_ids) {
+        cur = ggml_get_rows(ctx0, cur, inp_out_ids);
+    }
+
+    // LM head
+    ggml_tensor * head_w = layer.nextn.shared_head_head ? layer.nextn.shared_head_head : model.output;
+    ggml_tensor * head_s = layer.nextn.shared_head_head ? layer.nextn.shared_head_head_s : model.output_s;
+    GGML_ASSERT(head_w != nullptr && "NEMOTRON_H_MOE MTP requires an output projection");
+    cur = build_lora_mm(head_w, cur, head_s);
+    cb(cur, "result_output", -1);
+
+    res->t_logits = cur;
+    ggml_build_forward_expand(gf, cur);
+}
diff --git a/src/models/nemotron-h.cpp b/src/models/nemotron-h.cpp
index a45626934..f02674c64 100644
--- a/src/models/nemotron-h.cpp
+++ b/src/models/nemotron-h.cpp
@@ -7,13 +7,18 @@ void llama_model_nemotron_h::load_arch_hparams(llama_model_loader & ml) {
     ml.get_key(LLM_KV_SSM_TIME_STEP_RANK, hparams.ssm_dt_rank);
     ml.get_key(LLM_KV_SSM_GROUP_COUNT,    hparams.ssm_n_group);
 
+    // NextN/MTP: optional draft head appended as extra trailing block(s)
+    ml.get_key(LLM_KV_NEXTN_PREDICT_LAYERS, hparams.n_layer_nextn, false);
+    GGML_ASSERT(hparams.n_layer_nextn < hparams.n_layer_all && "n_layer_nextn must be < n_layer_all");
+
     // A layer is recurrent IFF the n_head_kv value is set to 0 and
-    // the n_ff value is set to 0
-    for (uint32_t i = 0; i < hparams.n_layer(); ++i) {
-        hparams.is_recr_impl[i] = (hparams.n_head_kv(i) == 0 && hparams.n_ff(i) == 0);
+    // the n_ff value is set to 0. Appended MTP blocks are dense (non-recurrent)
+    for (uint32_t i = 0; i < hparams.n_layer_all; ++i) {
+        hparams.is_recr_impl[i] = i < hparams.n_layer() && hparams.n_head_kv(i) == 0 && hparams.n_ff(i) == 0;
     }
 
     ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
+    ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS,     hparams.f_norm_eps); // MTP head final_layernorm
 
     ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH,        hparams.n_ff_exp,        false);
     ml.get_key(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_shexp,      false);
@@ -30,9 +35,13 @@ void llama_model_nemotron_h::load_arch_hparams(llama_model_loader & ml) {
     }
 }
 
-void llama_model_nemotron_h::load_arch_tensors(llama_model_loader &) {
+void llama_model_nemotron_h::load_arch_tensors(llama_model_loader & ml) {
     LLAMA_LOAD_LOCALS;
 
+    const bool mtp_only    = hparams.n_layer_nextn > 0 && ml.get_weight("blk.0.attn_norm.weight") == nullptr;
+    const int  trunk_flags = mtp_only ? TENSOR_NOT_REQUIRED : 0;
+    const int  mtp_flags   = !ml.load_mtp ? TENSOR_SKIP : 0;
+
     // mamba2 Mixer SSM params
     // NOTE: int64_t for tensor dimensions
     const int64_t d_conv     = hparams.ssm_d_conv;
@@ -60,61 +69,94 @@ void llama_model_nemotron_h::load_arch_tensors(llama_model_loader &) {
         auto & layer = layers[i];
 
         // all blocks use the attn norm
-        layer.attn_norm  = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+        layer.attn_norm  = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, trunk_flags);
 
         if (hparams.is_recr(i)) {
             // ssm layers
-            layer.ssm_in = create_tensor(tn(LLM_TENSOR_SSM_IN, "weight", i), {n_embd, d_in_proj}, 0);
+            layer.ssm_in = create_tensor(tn(LLM_TENSOR_SSM_IN, "weight", i), {n_embd, d_in_proj}, trunk_flags);
 
-            layer.ssm_conv1d = create_tensor(tn(LLM_TENSOR_SSM_CONV1D, "weight", i), {d_conv, d_inner + 2*n_group*d_state}, 0);
+            layer.ssm_conv1d = create_tensor(tn(LLM_TENSOR_SSM_CONV1D, "weight", i), {d_conv, d_inner + 2*n_group*d_state}, trunk_flags);
             layer.ssm_conv1d_b = create_tensor(tn(LLM_TENSOR_SSM_CONV1D, "bias", i), {d_inner + 2*n_group*d_state}, TENSOR_NOT_REQUIRED);
 
-            layer.ssm_dt_b = create_tensor(tn(LLM_TENSOR_SSM_DT, "bias", i), {n_ssm_head}, 0);
+            layer.ssm_dt_b = create_tensor(tn(LLM_TENSOR_SSM_DT, "bias", i), {n_ssm_head}, trunk_flags);
 
             // no "weight" suffix for these
-            layer.ssm_a = create_tensor(tn(LLM_TENSOR_SSM_A, i), {1, n_ssm_head}, 0);
-            layer.ssm_d = create_tensor(tn(LLM_TENSOR_SSM_D, i), {1, n_ssm_head}, 0);
+            layer.ssm_a = create_tensor(tn(LLM_TENSOR_SSM_A, i), {1, n_ssm_head}, trunk_flags);
+            layer.ssm_d = create_tensor(tn(LLM_TENSOR_SSM_D, i), {1, n_ssm_head}, trunk_flags);
 
-            layer.ssm_norm = create_tensor(tn(LLM_TENSOR_SSM_NORM, "weight", i), {d_inner / n_group, n_group}, 0);
+            layer.ssm_norm = create_tensor(tn(LLM_TENSOR_SSM_NORM, "weight", i), {d_inner / n_group, n_group}, trunk_flags);
 
             // out_proj
-            layer.ssm_out = create_tensor(tn(LLM_TENSOR_SSM_OUT, "weight", i), {d_inner, n_embd}, 0);
+            layer.ssm_out = create_tensor(tn(LLM_TENSOR_SSM_OUT, "weight", i), {d_inner, n_embd}, trunk_flags);
         } else if (hparams.n_ff(i) == 0) {
             // attention layers (with optional bias)
             const int64_t n_head_i = hparams.n_head(i);
             const int64_t n_embd_k_gqa_i = hparams.n_embd_k_gqa(i);
             const int64_t n_embd_v_gqa_i = hparams.n_embd_v_gqa(i);
-            create_tensor_qkv(layer, i, n_embd, n_embd_head_k * n_head_i, n_embd_k_gqa_i, n_embd_v_gqa_i, 0);
-            layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head_k * n_head_i, n_embd}, 0);
+            create_tensor_qkv(layer, i, n_embd, n_embd_head_k * n_head_i, n_embd_k_gqa_i, n_embd_v_gqa_i, trunk_flags);
+            layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head_k * n_head_i, n_embd}, trunk_flags);
             layer.wo_b = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias", i), {n_embd}, TENSOR_NOT_REQUIRED);
         }  else {
             if (n_expert != 0) {
                 const int64_t n_ff_exp = hparams.n_ff_exp ? hparams.n_ff_exp : n_ff / n_expert_used;
                 const int64_t n_ff_shexp = hparams.n_ff_shexp;
 
-                layer.ffn_gate_inp    = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP,  "weight", i), { n_embd, n_expert}, 0);
-                layer.ffn_exp_probs_b = create_tensor(tn(LLM_TENSOR_FFN_EXP_PROBS_B, "bias", i), {n_expert         }, 0);
+                layer.ffn_gate_inp    = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP,  "weight", i), { n_embd, n_expert}, trunk_flags);
+                layer.ffn_exp_probs_b = create_tensor(tn(LLM_TENSOR_FFN_EXP_PROBS_B, "bias", i), {n_expert         }, trunk_flags);
 
                 // MoE branch
                 layer.ffn_latent_down = create_tensor(tn(LLM_TENSOR_FFN_LATENT_DOWN, "weight", i), {n_embd, moe_n_embd}, TENSOR_NOT_REQUIRED);
                 layer.ffn_latent_up   = create_tensor(tn(LLM_TENSOR_FFN_LATENT_UP,   "weight", i), {moe_n_embd, n_embd}, TENSOR_NOT_REQUIRED);
 
-                layer.ffn_down_exps   = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff_exp,   moe_n_embd, n_expert}, 0);
-                layer.ffn_up_exps     = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS,   "weight", i), {moe_n_embd, n_ff_exp, n_expert}, 0);
+                layer.ffn_down_exps   = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff_exp,   moe_n_embd, n_expert}, trunk_flags);
+                layer.ffn_up_exps     = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS,   "weight", i), {moe_n_embd, n_ff_exp, n_expert}, trunk_flags);
 
                 // Shared expert branch
-                layer.ffn_down_shexp  = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), {n_ff_shexp, n_embd}, 0);
-                layer.ffn_up_shexp    = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP,   "weight", i), {n_embd, n_ff_shexp}, 0);
+                layer.ffn_down_shexp  = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), {n_ff_shexp, n_embd}, trunk_flags);
+                layer.ffn_up_shexp    = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP,   "weight", i), {n_embd, n_ff_shexp}, trunk_flags);
 
             } else {
                 // mlp layers
-                layer.ffn_down   = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  hparams.n_ff(i), n_embd}, 0);
-                layer.ffn_up     = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   hparams.n_ff(i)}, 0);
+                layer.ffn_down   = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {  hparams.n_ff(i), n_embd}, trunk_flags);
+                layer.ffn_up     = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd,   hparams.n_ff(i)}, trunk_flags);
                 layer.ffn_down_b = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "bias",   i), {n_embd}, TENSOR_NOT_REQUIRED);
                 layer.ffn_up_b   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "bias",   i), {hparams.n_ff(i)}, TENSOR_NOT_REQUIRED);
             }
         }
     }
+
+    // NextN/MTP draft head: each predict layer folds an attention sub-layer and a MoE
+    // sub-layer into a single trailing block
+    for (int i = n_layer; i < n_layer_all; ++i) {
+        auto & layer = layers[i];
+
+        const int64_t n_head_i       = hparams.n_head(i);
+        const int64_t n_embd_k_gqa_i = hparams.n_embd_k_gqa(i);
+        const int64_t n_embd_v_gqa_i = hparams.n_embd_v_gqa(i);
+        const int64_t n_ff_exp       = hparams.n_ff_exp ? hparams.n_ff_exp : n_ff / n_expert_used;
+        const int64_t n_ff_shexp     = hparams.n_ff_shexp;
+
+        // NextN input-fusion tensors
+        layer.nextn.enorm            = create_tensor(tn(LLM_TENSOR_NEXTN_ENORM,            "weight", i), {n_embd}, mtp_flags);
+        layer.nextn.hnorm            = create_tensor(tn(LLM_TENSOR_NEXTN_HNORM,            "weight", i), {n_embd}, mtp_flags);
+        layer.nextn.eh_proj          = create_tensor(tn(LLM_TENSOR_NEXTN_EH_PROJ,          "weight", i), {2*n_embd, n_embd}, mtp_flags);
+        layer.nextn.shared_head_norm = create_tensor(tn(LLM_TENSOR_NEXTN_SHARED_HEAD_NORM, "weight", i), {n_embd}, mtp_flags);
+
+        // attention sub-layer
+        layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, mtp_flags);
+        create_tensor_qkv(layer, i, n_embd, n_embd_head_k * n_head_i, n_embd_k_gqa_i, n_embd_v_gqa_i, mtp_flags);
+        layer.wo   = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head_k * n_head_i, n_embd}, mtp_flags);
+        layer.wo_b = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "bias",   i), {n_embd}, mtp_flags | TENSOR_NOT_REQUIRED);
+
+        // MoE sub-layer
+        layer.attn_post_norm  = create_tensor(tn(LLM_TENSOR_ATTN_POST_NORM,  "weight", i), {n_embd}, mtp_flags);
+        layer.ffn_gate_inp    = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP,    "weight", i), {n_embd, n_expert}, mtp_flags);
+        layer.ffn_exp_probs_b = create_tensor(tn(LLM_TENSOR_FFN_EXP_PROBS_B, "bias",   i), {n_expert}, mtp_flags);
+        layer.ffn_down_exps   = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS,   "weight", i), {n_ff_exp,   moe_n_embd, n_expert}, mtp_flags);
+        layer.ffn_up_exps     = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS,     "weight", i), {moe_n_embd, n_ff_exp,   n_expert}, mtp_flags);
+        layer.ffn_down_shexp  = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP,  "weight", i), {n_ff_shexp, n_embd}, mtp_flags);
+        layer.ffn_up_shexp    = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP,    "weight", i), {n_embd, n_ff_shexp}, mtp_flags);
+    }
 }
 
 std::unique_ptr<llm_graph_context> llama_model_nemotron_h::build_arch_graph(const llm_graph_params & params) const {
@@ -135,8 +177,11 @@ llama_model_nemotron_h::graph::graph(const llama_model & model, const llm_graph_
     auto * inp = build_inp_mem_hybrid();
 
     ggml_tensor * inp_out_ids = build_inp_out_ids();
+    const bool extract_final_inp = (size_t) n_layer < cparams.embeddings_layer_inp.size() && cparams.embeddings_layer_inp[n_layer];
 
     for (int il = 0; il < n_layer; ++il) {
+        res->t_layer_inp[il] = inpL;
+
         struct ggml_tensor * inpSA = inpL;
 
         // norm
@@ -153,7 +198,7 @@ llama_model_nemotron_h::graph::graph(const llama_model & model, const llm_graph_
             cur = build_ffn_layer(cur, model, il);
         }
 
-        if (il == n_layer - 1 && inp_out_ids) {
+        if (il == n_layer - 1 && inp_out_ids && cparams.embeddings_nextn_masked && !extract_final_inp) {
             cur   = ggml_get_rows(ctx0, cur, inp_out_ids);
             inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
         }
@@ -167,9 +212,24 @@ llama_model_nemotron_h::graph::graph(const llama_model & model, const llm_graph_
     }
 
     cur = inpL;
+    if (extract_final_inp) {
+        res->t_layer_inp[n_layer] = cur;
+
+        if (inp_out_ids && cparams.embeddings_nextn_masked) {
+            cur = ggml_get_rows(ctx0, cur, inp_out_ids);
+        }
+    }
 
     cur = build_norm(cur, model.output_norm, NULL, LLM_NORM_RMS, -1);
 
+    // seed for the MTP/NextN draft head
+    cb(cur, "h_nextn", -1);
+    res->t_h_nextn = cur;
+
+    if (!cparams.embeddings_nextn_masked && inp_out_ids) {
+        cur = ggml_get_rows(ctx0, cur, inp_out_ids);
+    }
+
     cb(cur, "result_norm", -1);
     res->t_embd = cur;
 
diff --git a/src/models/pockettts.cpp b/src/models/pockettts.cpp
new file mode 100644
index 000000000..1b3bb6c64
--- /dev/null
+++ b/src/models/pockettts.cpp
@@ -0,0 +1,146 @@
+#include "models.h"
+
+// backbone of the pocket-tts CALM pipeline: the "text" side of a flow language model.
+// it has no lm_head, the audio latents are produced by the flow net inside the mmproj
+
+void llama_model_pockettts::load_arch_hparams(llama_model_loader & ml) {
+    ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps);
+
+    switch (hparams.n_layer()) {
+        case 6:  type = LLM_TYPE_109M; break;
+        case 24: type = LLM_TYPE_335M; break;
+        default: type = LLM_TYPE_UNKNOWN;
+    }
+}
+
+void llama_model_pockettts::load_arch_tensors(llama_model_loader &) {
+    LLAMA_LOAD_LOCALS;
+
+    tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
+
+    output_norm   = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
+    output_norm_b = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "bias"),   {n_embd}, 0);
+    // no output head, the logits are unused; reuse the embedding table so a sampler can still run
+    output        = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
+
+    for (int i = 0; i < n_layer; ++i) {
+        auto & layer = layers[i];
+
+        layer.attn_norm   = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0);
+        layer.attn_norm_b = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "bias", i),   {n_embd}, 0);
+
+        create_tensor_qkv(layer, i, n_embd, n_embd, n_embd_gqa, n_embd_gqa, TENSOR_NOT_REQUIRED);
+
+        layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd, n_embd}, 0);
+
+        layer.ffn_norm   = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0);
+        layer.ffn_norm_b = create_tensor(tn(LLM_TENSOR_FFN_NORM, "bias", i),   {n_embd}, 0);
+
+        layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_ff, n_embd}, 0);
+        layer.ffn_up   = create_tensor(tn(LLM_TENSOR_FFN_UP,   "weight", i), {n_embd, n_ff}, 0);
+    }
+}
+
+std::unique_ptr<llm_graph_context> llama_model_pockettts::build_arch_graph(const llm_graph_params & params) const {
+    return std::make_unique<graph>(*this, params);
+}
+
+llama_model_pockettts::graph::graph(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) {
+    const int64_t n_embd_head = hparams.n_embd_head_v();
+
+    GGML_ASSERT(n_embd_head == hparams.n_embd_head_k());
+    GGML_ASSERT(n_embd_head == n_rot);
+
+    ggml_tensor * cur;
+    ggml_tensor * inpL;
+
+    inpL = build_inp_embd(model.tok_embd);
+
+    ggml_tensor * inp_pos = build_inp_pos();
+
+    auto * inp_attn = build_attn_inp_kv();
+
+    ggml_tensor * inp_out_ids = build_inp_out_ids();
+
+    for (int il = 0; il < n_layer; ++il) {
+        cur = build_norm(inpL,
+                model.layers[il].attn_norm,
+                model.layers[il].attn_norm_b,
+                LLM_NORM, il);
+        cb(cur, "attn_norm", il);
+
+        // self-attention
+        {
+            auto [Qcur, Kcur, Vcur] = build_qkv(model.layers[il], cur,
+                    n_embd_head, n_head, n_head_kv, il);
+
+            Qcur = ggml_rope_ext(
+                    ctx0, Qcur, inp_pos, nullptr,
+                    n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                    ext_factor, attn_factor, beta_fast, beta_slow
+                    );
+
+            Kcur = ggml_rope_ext(
+                    ctx0, Kcur, inp_pos, nullptr,
+                    n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+                    ext_factor, attn_factor, beta_fast, beta_slow
+                    );
+
+            cb(Qcur, "Qcur", il);
+            cb(Kcur, "Kcur", il);
+            cb(Vcur, "Vcur", il);
+
+            cur = build_attn(inp_attn,
+                    model.layers[il].wo, NULL, model.layers[il].wo_s,
+                    Qcur, Kcur, Vcur, nullptr, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il);
+        }
+
+        if (il == n_layer - 1 && inp_out_ids) {
+            cur  = ggml_get_rows(ctx0,  cur, inp_out_ids);
+            inpL = ggml_get_rows(ctx0, inpL, inp_out_ids);
+        }
+
+        ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpL);
+        cb(ffn_inp, "ffn_inp", il);
+
+        // FF
+        {
+            cur = build_norm(ffn_inp,
+                    model.layers[il].ffn_norm,
+                    model.layers[il].ffn_norm_b,
+                    LLM_NORM, il);
+            cb(cur, "ffn_norm", il);
+
+            cur = build_ffn(cur,
+                    model.layers[il].ffn_up,   NULL, NULL,
+                    NULL,                      NULL, NULL,
+                    model.layers[il].ffn_down, NULL, NULL,
+                    NULL,
+                    LLM_FFN_GELU, LLM_FFN_SEQ, il);
+            cb(cur, "ffn_out", il);
+        }
+
+        cur = ggml_add(ctx0, cur, ffn_inp);
+
+        cur = build_cvec(cur, il);
+        cb(cur, "l_out", il);
+
+        // input for next layer
+        inpL = cur;
+    }
+
+    cur = build_norm(inpL,
+            model.output_norm,
+            model.output_norm_b,
+            LLM_NORM, -1);
+
+    cb(cur, "result_norm", -1);
+    res->t_embd = cur;
+
+    cur = build_lora_mm(model.output, cur, model.output_s);
+
+    cb(cur, "result_output", -1);
+    res->t_logits = cur;
+
+    ggml_build_forward_expand(gf, cur);
+}
diff --git a/src/models/qwen3next.cpp b/src/models/qwen3next.cpp
index 09b66423d..0808fd87a 100644
--- a/src/models/qwen3next.cpp
+++ b/src/models/qwen3next.cpp
@@ -13,7 +13,11 @@ void llama_model_qwen3next::load_arch_hparams(llama_model_loader & ml) {
     ml.get_key(LLM_KV_SSM_TIME_STEP_RANK, hparams.ssm_dt_rank);
     ml.get_key(LLM_KV_SSM_GROUP_COUNT,    hparams.ssm_n_group);
 
-    // Mark recurrent layers (linear attention layers)
+    // NextN/MTP: extra decoder block appended beyond the main stack
+    ml.get_key(LLM_KV_NEXTN_PREDICT_LAYERS, hparams.n_layer_nextn, false);
+    GGML_ASSERT(hparams.n_layer_nextn < hparams.n_layer_all && "n_layer_nextn must be < n_layer_all");
+
+    // Mark recurrent layers (linear attention layers).
     if (!ml.get_key_or_arr(LLM_KV_ATTENTION_RECURRENT_LAYERS, hparams.is_recr_impl, hparams.n_layer_all, false)) {
         uint32_t full_attn_interval = 4;
         ml.get_key(LLM_KV_FULL_ATTENTION_INTERVAL, full_attn_interval, false);
@@ -28,13 +32,17 @@ void llama_model_qwen3next::load_arch_hparams(llama_model_loader & ml) {
     }
 }
 
-void llama_model_qwen3next::load_arch_tensors(llama_model_loader &) {
+void llama_model_qwen3next::load_arch_tensors(llama_model_loader & ml) {
     LLAMA_LOAD_LOCALS;
 
     if (n_expert == 0) {
         throw std::runtime_error(arch_name() + " model cannot have zero experts");
     }
 
+    const bool mtp_only = (hparams.n_layer_nextn > 0) && (ml.get_weight("blk.0.attn_norm.weight") == nullptr);
+    const int trunk_flags = mtp_only ? TENSOR_NOT_REQUIRED : 0;
+    int mtp_flags = !ml.load_mtp ? TENSOR_SKIP : 0;
+
     tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), { n_embd, n_vocab }, 0);
 
     // output
@@ -61,49 +69,73 @@ void llama_model_qwen3next::load_arch_tensors(llama_model_loader &) {
     const int64_t qkvz_dim = key_dim * 2 + value_dim * 2;
     const int64_t ba_dim   = n_v_heads * 2;
 
-    for (int i = 0; i < n_layer; ++i) {
-        auto & layer = layers[i];
-        const uint32_t n_ff_shexp = hparams.n_ff_shexp > 0 ? hparams.n_ff_shexp : hparams.n_ff(i);
+    auto load_block_trunk = [&](int il, int flags) {
+        auto & layer = layers[il];
+        const uint32_t n_ff_shexp = hparams.n_ff_shexp > 0 ? hparams.n_ff_shexp : hparams.n_ff(il);
 
-        layer.attn_norm      = create_tensor(tn(LLM_TENSOR_ATTN_NORM,      "weight", i), { n_embd }, 0);
-        layer.attn_post_norm = create_tensor(tn(LLM_TENSOR_ATTN_POST_NORM, "weight", i), { n_embd }, 0);
+        layer.attn_norm      = create_tensor(tn(LLM_TENSOR_ATTN_NORM,      "weight", il), { n_embd }, flags);
+        layer.attn_post_norm = create_tensor(tn(LLM_TENSOR_ATTN_POST_NORM, "weight", il), { n_embd }, flags);
 
-        if (!hparams.is_recr(i)) {
+        if (!hparams.is_recr(il)) {
             // Attention layers
-            create_tensor_qkv(layer, i, n_embd, n_embd_head_k * n_head * 2, n_embd_k_gqa, n_embd_v_gqa, 0);
-            layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), { n_embd_head_k * n_head, n_embd }, 0);
-
+            create_tensor_qkv(layer, il, n_embd, n_embd_head_k * n_head * 2, n_embd_k_gqa, n_embd_v_gqa, flags);
+            layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", il), { n_embd_head_k * n_head, n_embd }, flags);
             // Q/K normalization for attention layers
-            layer.attn_q_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "weight", i), { n_embd_head_k }, 0);
-            layer.attn_k_norm = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "weight", i), { n_embd_head_k }, 0);
+            layer.attn_q_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "weight", il), { n_embd_head_k }, flags);
+            layer.attn_k_norm = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "weight", il), { n_embd_head_k }, flags);
         } else {
             // Linear attention (gated delta net) specific tensors
             // Create tensors with calculated dimensions
             // note: ssm_in is used by legacy GGUF
-            layer.ssm_in         = create_tensor(tn(LLM_TENSOR_SSM_IN,         "weight", i), { n_embd, qkvz_dim }, TENSOR_NOT_REQUIRED);
-            layer.wqkv           = create_tensor(tn(LLM_TENSOR_ATTN_QKV,       "weight", i), { n_embd, key_dim * 2 + value_dim }, TENSOR_NOT_REQUIRED);
-            layer.wqkv_gate      = create_tensor(tn(LLM_TENSOR_ATTN_GATE,      "weight", i), { n_embd, value_dim }, TENSOR_NOT_REQUIRED);
-            layer.ssm_conv1d     = create_tensor(tn(LLM_TENSOR_SSM_CONV1D,     "weight", i), { hparams.ssm_d_conv, conv_dim }, 0);
-            layer.ssm_dt         = create_tensor(tn(LLM_TENSOR_SSM_DT,         "bias",   i), { hparams.ssm_dt_rank }, 0);
-            layer.ssm_a          = create_tensor(tn(LLM_TENSOR_SSM_A_NOSCAN,             i), { hparams.ssm_dt_rank }, 0);
-            layer.ssm_beta_alpha = create_tensor(tn(LLM_TENSOR_SSM_BETA_ALPHA, "weight", i), { n_embd, ba_dim }, 0);
-            layer.ssm_norm       = create_tensor(tn(LLM_TENSOR_SSM_NORM,       "weight", i), { head_v_dim }, 0);
-            layer.ssm_out        = create_tensor(tn(LLM_TENSOR_SSM_OUT,        "weight", i), { value_dim, n_embd }, 0);
+            layer.ssm_in         = create_tensor(tn(LLM_TENSOR_SSM_IN,         "weight", il), { n_embd, qkvz_dim }, TENSOR_NOT_REQUIRED | flags);
+            layer.wqkv           = create_tensor(tn(LLM_TENSOR_ATTN_QKV,       "weight", il), { n_embd, key_dim * 2 + value_dim }, TENSOR_NOT_REQUIRED | flags);
+            layer.wqkv_gate      = create_tensor(tn(LLM_TENSOR_ATTN_GATE,      "weight", il), { n_embd, value_dim }, TENSOR_NOT_REQUIRED | flags);
+            layer.ssm_conv1d     = create_tensor(tn(LLM_TENSOR_SSM_CONV1D,     "weight", il), { hparams.ssm_d_conv, conv_dim }, flags);
+            layer.ssm_dt         = create_tensor(tn(LLM_TENSOR_SSM_DT,         "bias",   il), { hparams.ssm_dt_rank }, flags);
+            layer.ssm_a          = create_tensor(tn(LLM_TENSOR_SSM_A_NOSCAN,             il), { hparams.ssm_dt_rank }, flags);
+            layer.ssm_beta_alpha = create_tensor(tn(LLM_TENSOR_SSM_BETA_ALPHA, "weight", il), { n_embd, ba_dim }, flags);
+            layer.ssm_norm       = create_tensor(tn(LLM_TENSOR_SSM_NORM,       "weight", il), { head_v_dim }, flags);
+            layer.ssm_out        = create_tensor(tn(LLM_TENSOR_SSM_OUT,        "weight", il), { value_dim, n_embd }, flags);
         }
 
-        layer.ffn_gate_inp  = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP,  "weight", i), { n_embd, n_expert }, 0);
-        layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), { n_ff_exp, n_embd, n_expert }, 0);
-        create_tensor_gate_up_exps(layer, i, n_embd, n_ff_exp, n_expert, 0);
+        layer.ffn_gate_inp  = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP,  "weight", il), { n_embd, n_expert }, flags);
+        layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", il), { n_ff_exp, n_embd, n_expert }, flags);
+        create_tensor_gate_up_exps(layer, il, n_embd, n_ff_exp, n_expert, flags);
 
         // Shared experts
-        layer.ffn_gate_inp_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP_SHEXP, "weight", i), { n_embd }, 0);
-        layer.ffn_gate_shexp     = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP,     "weight", i), { n_embd, n_ff_shexp }, 0);
-        layer.ffn_up_shexp       = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP,       "weight", i), { n_embd, n_ff_shexp }, 0);
-        layer.ffn_down_shexp     = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP,     "weight", i), { n_ff_shexp, n_embd }, 0);
+        layer.ffn_gate_inp_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP_SHEXP, "weight", il), { n_embd }, flags);
+        layer.ffn_gate_shexp     = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP,     "weight", il), { n_embd, n_ff_shexp }, flags);
+        layer.ffn_up_shexp       = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP,       "weight", il), { n_embd, n_ff_shexp }, flags);
+        layer.ffn_down_shexp     = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP,     "weight", il), { n_ff_shexp, n_embd }, flags);
+    };
+
+    auto load_block_mtp = [&](int il) {
+        // MTP head is identical to the trunk block (full attention + FFN)
+        load_block_trunk(il, mtp_flags);
+
+        auto & layer = layers[il];
+
+        // NextN-specific tensors that define the MTP block.
+        layer.nextn.eh_proj          = create_tensor(tn(LLM_TENSOR_NEXTN_EH_PROJ,          "weight", il), { 2 * n_embd, n_embd }, mtp_flags);
+        layer.nextn.enorm            = create_tensor(tn(LLM_TENSOR_NEXTN_ENORM,            "weight", il), { n_embd },             mtp_flags);
+        layer.nextn.hnorm            = create_tensor(tn(LLM_TENSOR_NEXTN_HNORM,            "weight", il), { n_embd },             mtp_flags);
+        layer.nextn.embed_tokens     = create_tensor(tn(LLM_TENSOR_NEXTN_EMBED_TOKENS,     "weight", il), { n_embd, n_vocab },    mtp_flags | TENSOR_NOT_REQUIRED);
+        layer.nextn.shared_head_head = create_tensor(tn(LLM_TENSOR_NEXTN_SHARED_HEAD_HEAD, "weight", il), { n_embd, n_vocab },    mtp_flags | TENSOR_NOT_REQUIRED);
+        layer.nextn.shared_head_norm = create_tensor(tn(LLM_TENSOR_NEXTN_SHARED_HEAD_NORM, "weight", il), { n_embd },             mtp_flags | TENSOR_NOT_REQUIRED);
+    };
+
+    for (int i = 0; i < n_layer; i++) {
+        load_block_trunk(i, trunk_flags);
+    }
+    for (int i = n_layer; i < n_layer_all; i++) {
+        load_block_mtp(i);
     }
 }
 
 std::unique_ptr<llm_graph_context> llama_model_qwen3next::build_arch_graph(const llm_graph_params & params) const {
+    if (params.gtype == LLM_GRAPH_TYPE_DECODER_MTP) {
+        return std::make_unique<graph_mtp>(*this, params);
+    }
     return std::make_unique<graph>(*this, params);
 }
 
@@ -120,6 +152,7 @@ llama_model_qwen3next::graph::graph(const llama_model & model, const llm_graph_p
     ggml_tensor * inp_pos     = build_inp_pos();
     ggml_tensor * inp_out_ids = build_inp_out_ids();
 
+    // MTP/NextN layers are loaded as extra decoder blocks but not executed in the main pass.
     for (int il = 0; il < n_layer; ++il) {
         res->t_layer_inp[il] = inpL;
 
@@ -139,7 +172,7 @@ llama_model_qwen3next::graph::graph(const llama_model & model, const llm_graph_p
             cur = build_layer_attn(inp->get_attn(), cur, inp_pos, il);
         }
 
-        if (il == n_layer - 1 && inp_out_ids) {
+        if (il == n_layer - 1 && inp_out_ids && cparams.embeddings_nextn_masked) {
             cur   = ggml_get_rows(ctx0, cur, inp_out_ids);
             inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
         }
@@ -171,9 +204,16 @@ llama_model_qwen3next::graph::graph(const llama_model & model, const llm_graph_p
     }
     cur = inpL;
 
-    // Final norm
+    // post-norm hidden state is input to both the LM head and the MTP head
     cur = build_norm(cur, model.output_norm, nullptr, LLM_NORM_RMS, -1);
 
+    cb(cur, "h_nextn", -1);
+    res->t_h_nextn = cur;
+
+    if (!cparams.embeddings_nextn_masked && inp_out_ids) {
+        cur = ggml_get_rows(ctx0, cur, inp_out_ids);
+    }
+
     cb(cur, "result_norm", -1);
     res->t_embd = cur;
 
@@ -186,14 +226,6 @@ llama_model_qwen3next::graph::graph(const llama_model & model, const llm_graph_p
     ggml_build_forward_expand(gf, cur);
 }
 
-// utility to get one slice from the third dimension
-// input dim:  [x, y, c, b]
-// output dim: [x, y, 1, b]
-static ggml_tensor * get_slice_2d(ggml_context * ctx0, ggml_tensor * t, int64_t c) {
-    return ggml_view_4d(ctx0, t, t->ne[0], t->ne[1], 1, t->ne[3],
-        t->nb[1], t->nb[2], t->nb[3], t->nb[2] * c);
-}
-
 ggml_tensor * llama_model_qwen3next::graph::build_norm_gated(
         ggml_tensor * input,
         ggml_tensor * weights,
@@ -216,7 +248,7 @@ ggml_tensor * llama_model_qwen3next::graph::build_layer_attn(
     // Order: joint QG projection, QG split, Q norm, KV projection, K norm, RoPE, attention
 
     // Qwen3Next uses a single Q projection that outputs query + gate
-    ggml_tensor * Qcur_full = build_lora_mm(model.layers[il].wq, cur);
+    ggml_tensor * Qcur_full = build_lora_mm(model.layers[il].wq, cur, model.layers[il].wq_s);
     cb(Qcur_full, "Qcur_full", il);
 
     Qcur_full = ggml_reshape_4d(ctx0, Qcur_full, n_embd_head * 2, n_head, n_tokens, 1);
@@ -232,10 +264,10 @@ ggml_tensor * llama_model_qwen3next::graph::build_layer_attn(
                      Qcur_full->nb[1], Qcur_full->nb[2], Qcur_full->nb[3], n_embd_head * ggml_element_size(Qcur_full));
     cb(gate, "gate", il);
 
-    ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur);
+    ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur, model.layers[il].wk_s);
     cb(Kcur, "Kcur", il);
 
-    ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur);
+    ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur, model.layers[il].wv_s);
     cb(Vcur, "Vcur", il);
 
     Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
@@ -274,8 +306,6 @@ ggml_tensor * llama_model_qwen3next::graph::build_layer_attn(
     gate = ggml_sigmoid(ctx0, gate);
     cb(gate, "gate_sigmoid", il);
 
-    gate = ggml_reshape_2d(ctx0, gate, n_embd_head * n_head, n_tokens);
-
     cur = ggml_mul(ctx0, cur, gate);
     cb(cur, "attn_gated", il);
 
@@ -550,16 +580,19 @@ ggml_tensor * llama_model_qwen3next::graph::build_layer_ffn(ggml_tensor * cur, c
                 LLM_FFN_SILU, true,
                 hparams.expert_weights_scale,
                 LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il,
-                nullptr, model.layers[il].ffn_gate_up_exps);
+                nullptr, model.layers[il].ffn_gate_up_exps,
+                model.layers[il].ffn_up_exps_s,
+                model.layers[il].ffn_gate_exps_s,
+                model.layers[il].ffn_down_exps_s);
         cb(moe_out, "ffn_moe_out", il);
 
         // Add shared experts if present - following Qwen3Next reference implementation
         if (model.layers[il].ffn_up_shexp != nullptr) {
             ggml_tensor * ffn_shexp =
                 build_ffn(cur,
-                    model.layers[il].ffn_up_shexp,   NULL, NULL,
-                    model.layers[il].ffn_gate_shexp, NULL, NULL,
-                    model.layers[il].ffn_down_shexp, NULL, NULL,
+                    model.layers[il].ffn_up_shexp,   NULL, model.layers[il].ffn_up_shexp_s,
+                    model.layers[il].ffn_gate_shexp, NULL, model.layers[il].ffn_gate_shexp_s,
+                    model.layers[il].ffn_down_shexp, NULL, model.layers[il].ffn_down_shexp_s,
                     NULL,
                     LLM_FFN_SILU, LLM_FFN_PAR, il);
             cb(ffn_shexp, "ffn_shexp", il);
@@ -593,3 +626,198 @@ ggml_tensor * llama_model_qwen3next::graph::build_layer_ffn(ggml_tensor * cur, c
     }
     return cur;
 }
+
+// LLM_GRAPH_TYPE_DECODER_MTP draft head for Qwen3-Next
+llama_model_qwen3next::graph_mtp::graph_mtp(const llama_model & model, const llm_graph_params & params)
+    : llm_graph_context(params) {
+    GGML_ASSERT(hparams.n_layer_nextn > 0 && "QWEN3NEXT MTP requires n_layer_nextn > 0");
+    GGML_ASSERT(hparams.n_layer_nextn == 1 && "QWEN3NEXT MTP currently only supports a single MTP block");
+
+    const int64_t n_embd_head = hparams.n_embd_head_v();
+    GGML_ASSERT(n_embd_head == hparams.n_embd_head_k());
+
+    const int il = hparams.n_layer();
+    const auto & layer = model.layers[il];
+
+    GGML_ASSERT(layer.nextn.eh_proj    && "MTP block missing nextn.eh_proj");
+    GGML_ASSERT(layer.nextn.enorm      && "MTP block missing nextn.enorm");
+    GGML_ASSERT(layer.nextn.hnorm      && "MTP block missing nextn.hnorm");
+    GGML_ASSERT(layer.ffn_gate_inp     && "MTP block missing ffn_gate_inp");
+
+    // TODO: extract in a common llm_graph_context::build_inp_embd_h()
+    auto inp = std::make_unique<llm_graph_input_embd_h>(hparams.n_embd);
+
+    inp->tokens = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_tokens);
+    ggml_set_input(inp->tokens);
+
+    inp->embd = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, hparams.n_embd_inp(), n_tokens);
+    ggml_set_input(inp->embd);
+
+    // TODO: make static using `ggml_build_forward_select()`
+    //       see llm_graph_context::build_inp_embd() for reference
+    ggml_tensor * tok_embd;
+    if (ubatch.token) {
+        ggml_tensor * tok_embd_w = layer.nextn.embed_tokens ? layer.nextn.embed_tokens : model.tok_embd;
+
+        tok_embd = ggml_get_rows(ctx0, tok_embd_w, inp->tokens);
+    } else {
+        tok_embd = inp->embd;
+    }
+    cb(tok_embd, "mtp_tok_embd", il);
+
+    inp->h = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, hparams.n_embd, n_tokens);
+    ggml_set_input(inp->h);
+    ggml_set_name(inp->h, "mtp_h_input");
+
+    ggml_tensor * h_embd = inp->h;
+
+    res->add_input(std::move(inp));
+
+    ggml_tensor * inp_pos     = build_inp_pos();
+    ggml_tensor * inp_out_ids = build_inp_out_ids();
+
+    auto * inp_attn = build_attn_inp_kv();
+
+    ggml_tensor * h_norm = build_norm(h_embd, layer.nextn.hnorm, nullptr, LLM_NORM_RMS, il);
+    cb(h_norm, "mtp_hnorm", il);
+
+    ggml_tensor * e_norm = build_norm(tok_embd, layer.nextn.enorm, nullptr, LLM_NORM_RMS, il);
+    cb(e_norm, "mtp_enorm", il);
+
+    ggml_tensor * concat = ggml_concat(ctx0, e_norm, h_norm, /*dim=*/ 0);
+    cb(concat, "mtp_concat", il);
+
+    ggml_tensor * cur = build_lora_mm(layer.nextn.eh_proj, concat, layer.nextn.eh_proj_s);
+    cb(cur, "mtp_eh_proj", il);
+
+    ggml_tensor * inpSA = cur;
+
+    cur = build_norm(cur, layer.attn_norm, nullptr, LLM_NORM_RMS, il);
+    cb(cur, "mtp_attn_norm", il);
+
+    ggml_tensor * Qcur_full = build_lora_mm(layer.wq, cur, layer.wq_s);
+    cb(Qcur_full, "mtp_Qcur_full", il);
+
+    ggml_tensor * Qcur = ggml_view_3d(ctx0, Qcur_full,
+            n_embd_head, n_head, n_tokens,
+            ggml_element_size(Qcur_full) * n_embd_head * 2,
+            ggml_element_size(Qcur_full) * n_embd_head * 2 * n_head,
+            0);
+    Qcur = build_norm(Qcur, layer.attn_q_norm, nullptr, LLM_NORM_RMS, il);
+    cb(Qcur, "mtp_Qcur_normed", il);
+
+    ggml_tensor * Kcur = build_lora_mm(layer.wk, cur, layer.wk_s);
+    Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens);
+    Kcur = build_norm(Kcur, layer.attn_k_norm, nullptr, LLM_NORM_RMS, il);
+    cb(Kcur, "mtp_Kcur_normed", il);
+
+    ggml_tensor * Vcur = build_lora_mm(layer.wv, cur, layer.wv_s);
+    Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens);
+
+    Qcur = ggml_rope_ext(ctx0, Qcur, inp_pos, nullptr,
+            n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+            ext_factor, attn_factor, beta_fast, beta_slow);
+    Kcur = ggml_rope_ext(ctx0, Kcur, inp_pos, nullptr,
+            n_rot, rope_type, n_ctx_orig, freq_base, freq_scale,
+            ext_factor, attn_factor, beta_fast, beta_slow);
+
+    cb(Qcur, "mtp_Qcur", il);
+    cb(Kcur, "mtp_Kcur", il);
+    cb(Vcur, "mtp_Vcur", il);
+
+    const float kq_scale = hparams.f_attention_scale == 0.0f
+            ? 1.0f / sqrtf(float(n_embd_head)) : hparams.f_attention_scale;
+
+    cur = build_attn(inp_attn,
+            nullptr, nullptr, nullptr,
+            Qcur, Kcur, Vcur, nullptr, nullptr, nullptr, kq_scale, il);
+    cb(cur, "mtp_attn_pregate", il);
+
+    ggml_tensor * gate = ggml_view_3d(ctx0, Qcur_full,
+            n_embd_head, n_head, n_tokens,
+            ggml_element_size(Qcur_full) * n_embd_head * 2,
+            ggml_element_size(Qcur_full) * n_embd_head * 2 * n_head,
+            ggml_element_size(Qcur_full) * n_embd_head);
+
+    // TODO: CUDA is missing non-contiguous unary ops. when implemented: remove this cont
+    gate = ggml_cont_2d(ctx0, gate, n_embd_head * n_head, n_tokens);
+    cb(gate, "mtp_gate", il);
+
+    cur = ggml_mul(ctx0, cur, ggml_sigmoid(ctx0, gate));
+    cur = build_lora_mm(layer.wo, cur, layer.wo_s);
+    cb(cur, "mtp_attn_out", il);
+
+    if (inp_out_ids) {
+        cur   = ggml_get_rows(ctx0, cur,   inp_out_ids);
+        inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids);
+    }
+
+    cur = ggml_add(ctx0, cur, inpSA);
+    cb(cur, "mtp_attn_residual", il);
+
+    ggml_tensor * ffn_residual = cur;
+    cur = build_norm(cur, layer.attn_post_norm, nullptr, LLM_NORM_RMS, il);
+    cb(cur, "mtp_attn_post_norm", il);
+
+    // MoE FFN — routed experts plus gated shared expert (mirrors the trunk).
+    ggml_tensor * moe_out =
+        build_moe_ffn(cur,
+            layer.ffn_gate_inp,
+            layer.ffn_up_exps,
+            layer.ffn_gate_exps,
+            layer.ffn_down_exps,
+            nullptr,
+            n_expert, n_expert_used,
+            LLM_FFN_SILU, true,
+            hparams.expert_weights_scale,
+            LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, il,
+            nullptr, layer.ffn_gate_up_exps,
+            layer.ffn_up_exps_s,
+            layer.ffn_gate_exps_s,
+            layer.ffn_down_exps_s);
+    cb(moe_out, "mtp_ffn_moe_out", il);
+
+    if (layer.ffn_up_shexp != nullptr) {
+        ggml_tensor * ffn_shexp =
+            build_ffn(cur,
+                layer.ffn_up_shexp,   nullptr, layer.ffn_up_shexp_s,
+                layer.ffn_gate_shexp, nullptr, layer.ffn_gate_shexp_s,
+                layer.ffn_down_shexp, nullptr, layer.ffn_down_shexp_s,
+                nullptr,
+                LLM_FFN_SILU, LLM_FFN_PAR, il);
+        cb(ffn_shexp, "mtp_ffn_shexp", il);
+
+        ggml_tensor * shared_gate = build_lora_mm(layer.ffn_gate_inp_shexp, cur);
+        shared_gate = ggml_sigmoid(ctx0, shared_gate);
+        cb(shared_gate, "mtp_shared_expert_gate_sigmoid", il);
+
+        ffn_shexp = ggml_mul(ctx0, ffn_shexp, shared_gate);
+        cb(ffn_shexp, "mtp_ffn_shexp_gated", il);
+
+        cur = ggml_add(ctx0, moe_out, ffn_shexp);
+    } else {
+        cur = moe_out;
+    }
+    cb(cur, "mtp_ffn_out", il);
+
+    cur = ggml_add(ctx0, cur, ffn_residual);
+    cb(cur, "mtp_post_ffn", il);
+
+    ggml_tensor * head_norm_w = layer.nextn.shared_head_norm
+            ? layer.nextn.shared_head_norm
+            : model.output_norm;
+    GGML_ASSERT(head_norm_w && "QWEN3NEXT MTP: missing both nextn.shared_head_norm and output_norm");
+    cur = build_norm(cur, head_norm_w, nullptr, LLM_NORM_RMS, -1);
+
+    cb(cur, "h_nextn", -1);
+    res->t_h_nextn = cur;
+
+    ggml_tensor * head_w = layer.nextn.shared_head_head ? layer.nextn.shared_head_head : model.output;
+    ggml_tensor * head_s = layer.nextn.shared_head_head ? layer.nextn.shared_head_head_s : model.output_s;
+    GGML_ASSERT(head_w && "QWEN3NEXT MTP: missing LM head (nextn.shared_head_head or model.output)");
+    cur = build_lora_mm(head_w, cur, head_s);
+    cb(cur, "result_output", -1);
+
+    res->t_logits = cur;
+    ggml_build_forward_expand(gf, cur);
+}
diff --git a/src/models/qwen3tts.cpp b/src/models/qwen3tts.cpp
new file mode 100644
index 000000000..3604f844c
--- /dev/null
+++ b/src/models/qwen3tts.cpp
@@ -0,0 +1,3 @@
+#include "models.h"
+
+// llama_model_qwen3tts reuses llama_model_qwen3vl's hparams/tensors/graph logic
diff --git a/src/models/qwen3vl.cpp b/src/models/qwen3vl.cpp
index 724d6140d..5596620f0 100644
--- a/src/models/qwen3vl.cpp
+++ b/src/models/qwen3vl.cpp
@@ -16,11 +16,16 @@ void llama_model_qwen3vl::load_arch_hparams(llama_model_loader & ml) {
 void llama_model_qwen3vl::load_arch_tensors(llama_model_loader &) {
     LLAMA_LOAD_LOCALS;
 
+    int64_t n_vocab_out = n_vocab;
+    if (arch == LLM_ARCH_QWEN3TTS) {
+        n_vocab_out = 3072;
+    }
+
     tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0);
 
     // output
     output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0);
-    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED);
+    output      = create_tensor(tn(LLM_TENSOR_OUTPUT,      "weight"), {n_embd, n_vocab_out}, TENSOR_NOT_REQUIRED);
     // if output is NULL, init from the input tok embed
     if (output == NULL) {
         output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED);
@@ -166,6 +171,24 @@ llama_model_qwen3vl::graph::graph(const llama_model & model, const llm_graph_par
     // lm_head
     cur = build_lora_mm(model.output, cur, model.output_s);
 
+    int64_t n_vocab_in  = model.tok_embd->ne[1];
+    int64_t n_vocab_out = model.output->ne[1];
+    if (n_vocab_in > n_vocab_out) {
+        // case: Qwen3TTS model with codec_head as output
+        GGML_ASSERT(model.output_norm);
+        int64_t pad = n_vocab_in - n_vocab_out;
+
+        // using this trick to get a scalar -inf tensor to pad the output
+        ggml_tensor * neg_inf = ggml_scale_bias(ctx0,
+                ggml_view_1d(ctx0, model.output_norm, 1, 0),
+                0.0f, -INFINITY);
+        neg_inf = ggml_repeat_4d(ctx0, neg_inf, pad, cur->ne[1], 1, 1);
+        cur = ggml_concat(ctx0, neg_inf, cur, 0); // [padded .. n_vocab_out, n_stream]
+
+    } else if (n_vocab_in < n_vocab_out) {
+        GGML_ABORT("invalid case");
+    }
+
     cb(cur, "result_output", -1);
     res->t_logits = cur;
 
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 881e55c75..419e1eba4 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -258,6 +258,9 @@ llama_build_and_test(test-thread-safety.cpp ARGS -m "${MODEL_DEST}" -ngl 99 -p "
 set_tests_properties(test-thread-safety PROPERTIES FIXTURES_REQUIRED test-download-model)
 
 llama_build_and_test(test-arg-parser.cpp)
+llama_build_and_test(test-model-resolution.cpp)
+# the test serves its repos from an httplib server, and the library links it privately
+target_link_libraries(test-model-resolution PRIVATE cpp-httplib)
 
 if (NOT LLAMA_SANITIZE_ADDRESS AND NOT GGML_SCHED_NO_REALLOC)
   # TODO: repair known memory leaks
diff --git a/tests/peg-parser/test-json-parser.cpp b/tests/peg-parser/test-json-parser.cpp
index 5dd00115c..ec7c2e668 100644
--- a/tests/peg-parser/test-json-parser.cpp
+++ b/tests/peg-parser/test-json-parser.cpp
@@ -77,6 +77,30 @@ void test_json_parser(testing &t) {
         t.assert_equal("result_is_need_more_input", true, result.need_more_input());
     });
 
+    // Test need_more_input() parsing - incomplete escape sequence in a string value
+    t.test("need_more_input() parsing - incomplete escape sequence", [](testing &t) {
+        auto json = build_peg_parser([](common_peg_parser_builder & p) { return p.json(); });
+
+        std::vector<std::string> inputs {
+            R"({"text": "hello\)",     // dangling backslash
+            R"({"text": "hello\u)",    // incomplete unicode escape sequence
+            R"({"text": "hello\u00)",
+        };
+
+        for (const auto & input : inputs) {
+            t.test(input, [&](testing &t) {
+                common_peg_parse_context ctx(input, COMMON_PEG_PARSE_FLAG_LENIENT);
+
+                auto result = json.parse(ctx);
+
+                t.assert_equal("result_is_need_more_input", true, result.need_more_input());
+
+                // the incomplete escape sequence is not part of the partial value
+                t.assert_equal("result_end", input.find('\\'), result.end);
+            });
+        }
+    });
+
     t.test("object member", [](testing &t) {
         auto parser = build_peg_parser([](common_peg_parser_builder & p) {
             return p.json_member("name", "\"" + p.chars("[a-z]") + "\"");
diff --git a/tests/test-arg-parser.cpp b/tests/test-arg-parser.cpp
index 1d3584f90..ba58f852e 100644
--- a/tests/test-arg-parser.cpp
+++ b/tests/test-arg-parser.cpp
@@ -2,7 +2,9 @@
 #include "common.h"
 #include "download.h"
 #include "llama.h"
+#include "speculative.h"
 
+#include <limits>
 #include <string>
 #include <vector>
 #include <sstream>
@@ -14,6 +16,34 @@
 static void test(void) {
     common_params params;
 
+    auto assert_output_limits = [](int32_t n_batch, int32_t n_parallel, int32_t n_draft,
+                                   int32_t total, int32_t per_seq) {
+        const auto limits = common_speculative_get_output_limits(n_batch, n_parallel, n_draft);
+        assert(limits.total == total);
+        assert(limits.per_seq == per_seq);
+    };
+
+    assert_output_limits(16, 2,  3, 8, 4);
+    assert_output_limits(16, 2, -1, 2, 1);
+    assert_output_limits( 6, 2,  3, 6, 4);
+    assert_output_limits( 2, 1,  3, 2, 2);
+    assert_output_limits(
+            std::numeric_limits<int32_t>::max(),
+            std::numeric_limits<int32_t>::max(),
+            std::numeric_limits<int32_t>::max(),
+            std::numeric_limits<int32_t>::max(),
+            std::numeric_limits<int32_t>::max());
+
+    {
+        common_params base;
+        base.n_parallel = 4;
+        base.n_outputs_max_per_seq = 8;
+
+        const auto draft = common_base_params_to_speculative(base);
+        assert(draft.n_outputs_max == 4);
+        assert(draft.n_outputs_max_per_seq == 1);
+    }
+
     printf("test-arg-parser: make sure there is no duplicated arguments in any examples\n\n");
     for (int ex = 0; ex < LLAMA_EXAMPLE_COUNT; ex++) {
         try {
@@ -99,6 +129,42 @@ static void test(void) {
     argv = {"binary_name", "-sm", "hello"};
     assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
 
+    {
+        common_params penalty_params;
+        assert(penalty_params.sampling.penalty_last_n == 64);
+        assert(penalty_params.sampling.dry_penalty_last_n == 64);
+
+        argv = {"binary_name", "--repeat-last-n", "-1"};
+        assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), penalty_params, LLAMA_EXAMPLE_COMMON));
+
+        argv = {"binary_name", "--dry-penalty-last-n", "-1"};
+        assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), penalty_params, LLAMA_EXAMPLE_COMMON));
+
+        argv = {"binary_name", "--repeat-penalty", "0"};
+        assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), penalty_params, LLAMA_EXAMPLE_COMMON));
+
+        argv = {"binary_name", "--repeat-penalty", "-1"};
+        assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), penalty_params, LLAMA_EXAMPLE_COMMON));
+
+        argv = {"binary_name", "--repeat-penalty", "nan"};
+        assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), penalty_params, LLAMA_EXAMPLE_COMMON));
+
+        argv = {"binary_name", "--repeat-penalty", "inf"};
+        assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), penalty_params, LLAMA_EXAMPLE_COMMON));
+
+        argv = {"binary_name", "--repeat-penalty", "-inf"};
+        assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), penalty_params, LLAMA_EXAMPLE_COMMON));
+
+        const char * penalty_options[] = {"--frequency-penalty", "--presence-penalty"};
+        const char * nonfinite_values[] = {"nan", "inf", "-inf"};
+        for (const char * option : penalty_options) {
+            for (const char * value : nonfinite_values) {
+                argv = {"binary_name", option, value};
+                assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), penalty_params, LLAMA_EXAMPLE_COMMON));
+            }
+        }
+    }
+
     // non-existence arg in specific example (--draft cannot be used outside llama-speculative)
     argv = {"binary_name", "--draft", "123"};
     assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_EMBEDDING));
diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp
index 8f3fb45da..c27f0b92e 100644
--- a/tests/test-backend-ops.cpp
+++ b/tests/test-backend-ops.cpp
@@ -2584,6 +2584,7 @@ struct test_rms_norm_mul_rope : public test_case {
     const float eps;
     const bool multi_add; // test a sequence of adds feeding into rms_norm
     const bool set_rows;
+    const bool broadcast; // multiply by a 1D [ne0] weight, as model norm weights are
     int mode;
 
     std::string op_desc(ggml_tensor * t) override {
@@ -2594,12 +2595,12 @@ struct test_rms_norm_mul_rope : public test_case {
     bool run_whole_graph() override { return true; }
 
     std::string vars() override {
-        return VARS_TO_STR5(ne, eps, multi_add, set_rows, mode);
+        return VARS_TO_STR6(ne, eps, multi_add, set_rows, broadcast, mode);
     }
 
     test_rms_norm_mul_rope(std::array<int64_t, 4> ne, float eps = 1e-6f, bool multi_add = false,
-                           bool set_rows = false, int mode = GGML_ROPE_TYPE_NORMAL)
-        : ne(ne), eps(eps), multi_add(multi_add), set_rows(set_rows), mode(mode) {}
+                           bool set_rows = false, bool broadcast = false, int mode = GGML_ROPE_TYPE_NORMAL)
+        : ne(ne), eps(eps), multi_add(multi_add), set_rows(set_rows), broadcast(broadcast), mode(mode) {}
 
     ggml_tensor * build_graph(ggml_context * ctx) override {
         ggml_tensor * a = ggml_new_tensor_4d(ctx, GGML_TYPE_F32, ne[0], ne[1], ne[2], 1);
@@ -2610,7 +2611,9 @@ struct test_rms_norm_mul_rope : public test_case {
             a = ggml_add(ctx, ggml_add(ctx, a, b), c);
         }
 
-        a = ggml_mul(ctx, ggml_rms_norm(ctx, a, eps), b);
+        ggml_tensor * w = broadcast ? ggml_new_tensor_1d(ctx, GGML_TYPE_F32, ne[0]) : b;
+
+        a = ggml_mul(ctx, ggml_rms_norm(ctx, a, eps), w);
 
         ggml_tensor * pos = ggml_new_tensor_1d(ctx, GGML_TYPE_I32, ne[2]);
 
@@ -6709,19 +6712,26 @@ struct test_roll : public test_case {
     const int shift1;
     const int shift3;
     const int shift4;
+    const bool permute;
 
     std::string vars() override {
-        return VARS_TO_STR4(shift0, shift1, shift3, shift4);
+        return VARS_TO_STR5(shift0, shift1, shift3, shift4, permute);
     }
 
-    test_roll(int shift0 = 3, int shift1 = -2, int shift3 = 1, int shift4 = -1)
-        : shift0(shift0), shift1(shift1), shift3(shift3), shift4(shift4) {}
+    test_roll(int shift0 = 3, int shift1 = -2, int shift3 = 1, int shift4 = -1, bool permute = false)
+        : shift0(shift0), shift1(shift1), shift3(shift3), shift4(shift4), permute(permute) {}
 
     ggml_tensor * build_graph(ggml_context * ctx) override {
         int64_t ne[4] = {10, 5, 4, 3};
         ggml_tensor * a = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne);
         ggml_set_name(a, "a");
 
+        if (permute) {
+            // ggml_roll only requires nb[0] == type size, so a permuted src is valid
+            a = ggml_permute(ctx, a, 0, 2, 1, 3);
+            ggml_set_name(a, "a_permuted");
+        }
+
         ggml_tensor * out = ggml_roll(ctx, a, shift0, shift1, shift3, shift4);
         ggml_set_name(out, "out");
 
@@ -8069,6 +8079,7 @@ static std::vector<std::unique_ptr<test_case>> make_test_cases_eval() {
     test_cases.emplace_back(new test_dsv4_hc_comb(1, 1));
     test_cases.emplace_back(new test_dsv4_hc_comb(17, 4));
     test_cases.emplace_back(new test_dsv4_hc_comb(257, 8));
+    test_cases.emplace_back(new test_dsv4_hc_comb(17, 20));
 
     test_cases.emplace_back(new test_dsv4_hc_pre(1, 1));
     test_cases.emplace_back(new test_dsv4_hc_pre(31, 17));
@@ -8078,6 +8089,7 @@ static std::vector<std::unique_ptr<test_case>> make_test_cases_eval() {
     test_cases.emplace_back(new test_dsv4_hc_post(1, 1));
     test_cases.emplace_back(new test_dsv4_hc_post(31, 17));
     test_cases.emplace_back(new test_dsv4_hc_post(128, 257));
+    test_cases.emplace_back(new test_dsv4_hc_post(4096, 21));
 
     // glu ops
     for (ggml_type type : {GGML_TYPE_F16, GGML_TYPE_F32}) {
@@ -8574,6 +8586,9 @@ static std::vector<std::unique_ptr<test_case>> make_test_cases_eval() {
             test_cases.emplace_back(new test_cpy(type_src, type_dst, {256, 2, 3, 4}, {-1,-1,-1,-1}, {1, 0, 2, 3})); // cpy not-contiguous
         }
     }
+    // quant block count not a multiple of the kernel block size
+    test_cases.emplace_back(new test_cpy(GGML_TYPE_F32, GGML_TYPE_Q4_0, {96, 1, 1, 1}));
+    test_cases.emplace_back(new test_cpy(GGML_TYPE_Q4_0, GGML_TYPE_F32, {96, 1, 1, 1}));
     test_cases.emplace_back(new test_cpy(GGML_TYPE_F32, GGML_TYPE_I32, {256, 2, 3, 4}));
     test_cases.emplace_back(new test_cpy(GGML_TYPE_F32, GGML_TYPE_I32, {256, 2, 3, 4}, {-1,-1,-1,-1}, {1, 0, 2, 3}));
     test_cases.emplace_back(new test_cpy(GGML_TYPE_I32, GGML_TYPE_F32, {256, 2, 3, 4}));
@@ -8720,6 +8735,13 @@ static std::vector<std::unique_ptr<test_case>> make_test_cases_eval() {
             test_cases.emplace_back(new test_l2_norm(GGML_TYPE_F32, { n, 5, 4, 3 }, eps, true));
             test_cases.emplace_back(new test_l2_norm(GGML_TYPE_F32, { n, 5, 4, 3 }, eps, false, true));
         }
+        // row lengths that are not a multiple of 32, for the scalar (33) and float4 (132, 260) paths
+        for (uint32_t n : { 33, 132, 260 }) {
+            for (bool v : { false, true }) {
+                test_cases.emplace_back(new test_norm(GGML_TYPE_F32, { n, 5, 4, 3 }, v, eps));
+                test_cases.emplace_back(new test_rms_norm(GGML_TYPE_F32, { n, 5, 4, 3 }, v, eps));
+            }
+        }
     }
 
     // in-place tests
@@ -8744,16 +8766,18 @@ static std::vector<std::unique_ptr<test_case>> make_test_cases_eval() {
 
     for (auto multi_add : {false, true}) {
         for (auto set_rows : {false, true}) {
-            for (auto rope : {GGML_ROPE_TYPE_NORMAL, GGML_ROPE_TYPE_NEOX}) {
-                test_cases.emplace_back(new test_rms_norm_mul_rope({768, 1, 1, 1}, 1e-6f, multi_add, set_rows, rope));
-                test_cases.emplace_back(new test_rms_norm_mul_rope({768, 3, 1, 1}, 1e-6f, multi_add, set_rows, rope));
-                test_cases.emplace_back(new test_rms_norm_mul_rope({768, 3, 5, 1}, 1e-6f, multi_add, set_rows, rope));
-                test_cases.emplace_back(new test_rms_norm_mul_rope({128, 32, 2, 1}, 1e-6f, multi_add, set_rows, rope));
-                test_cases.emplace_back(new test_rms_norm_mul_rope({128, 4, 2, 1}, 1e-6f, multi_add, set_rows, rope));
-                test_cases.emplace_back(new test_rms_norm_mul_rope({128, 32, 50, 1}, 1e-6f, multi_add, set_rows, rope));
-                test_cases.emplace_back(new test_rms_norm_mul_rope({128, 4, 50, 1}, 1e-6f, multi_add, set_rows, rope));
-                test_cases.emplace_back(new test_rms_norm_mul_rope({8192, 2, 2, 1}, 1e-6f, multi_add, set_rows, rope));
-                test_cases.emplace_back(new test_rms_norm_mul_rope({8192, 2, 2, 1}, 1e-6f, multi_add, set_rows, rope));
+            for (auto broadcast : {false, true}) {
+                for (auto rope : {GGML_ROPE_TYPE_NORMAL, GGML_ROPE_TYPE_NEOX}) {
+                    test_cases.emplace_back(new test_rms_norm_mul_rope({768, 1, 1, 1}, 1e-6f, multi_add, set_rows, broadcast, rope));
+                    test_cases.emplace_back(new test_rms_norm_mul_rope({768, 3, 1, 1}, 1e-6f, multi_add, set_rows, broadcast, rope));
+                    test_cases.emplace_back(new test_rms_norm_mul_rope({768, 3, 5, 1}, 1e-6f, multi_add, set_rows, broadcast, rope));
+                    test_cases.emplace_back(new test_rms_norm_mul_rope({128, 32, 2, 1}, 1e-6f, multi_add, set_rows, broadcast, rope));
+                    test_cases.emplace_back(new test_rms_norm_mul_rope({128, 4, 2, 1}, 1e-6f, multi_add, set_rows, broadcast, rope));
+                    test_cases.emplace_back(new test_rms_norm_mul_rope({128, 32, 50, 1}, 1e-6f, multi_add, set_rows, broadcast, rope));
+                    test_cases.emplace_back(new test_rms_norm_mul_rope({128, 4, 50, 1}, 1e-6f, multi_add, set_rows, broadcast, rope));
+                    test_cases.emplace_back(new test_rms_norm_mul_rope({8192, 2, 2, 1}, 1e-6f, multi_add, set_rows, broadcast, rope));
+                    test_cases.emplace_back(new test_rms_norm_mul_rope({8192, 2, 2, 1}, 1e-6f, multi_add, set_rows, broadcast, rope));
+                }
             }
         }
     }
@@ -8803,6 +8827,7 @@ static std::vector<std::unique_ptr<test_case>> make_test_cases_eval() {
     test_cases.emplace_back(new test_rwkv_wkv6(GGML_TYPE_F32, 32, 64, 128, 4));
 
     test_cases.emplace_back(new test_rwkv_wkv7(GGML_TYPE_F32, 32, 64, 1, 1));
+    test_cases.emplace_back(new test_rwkv_wkv7(GGML_TYPE_F32, 32, 64, 1, 4));
     test_cases.emplace_back(new test_rwkv_wkv7(GGML_TYPE_F32, 32, 64, 32, 1));
     test_cases.emplace_back(new test_rwkv_wkv7(GGML_TYPE_F32, 32, 64, 32, 4));
     test_cases.emplace_back(new test_rwkv_wkv7(GGML_TYPE_F32, 32, 64, 128, 4));
@@ -8987,6 +9012,8 @@ static std::vector<std::unique_ptr<test_case>> make_test_cases_eval() {
         test_cases.emplace_back(new test_mul_mat(GGML_TYPE_F32, GGML_TYPE_F32, 64, 128, k, {12,1}, {1,1}));
         test_cases.emplace_back(new test_mul_mat_id(GGML_TYPE_F16, GGML_TYPE_F32, 16, 16, false, 50, 200, k));
         test_cases.emplace_back(new test_mul_mat_id(GGML_TYPE_F16, GGML_TYPE_F32, 16, 16, true, 50, 200, k));
+        test_cases.emplace_back(new test_mul_mat_id(GGML_TYPE_BF16, GGML_TYPE_F32, 16, 16, false, 50, 200, k));
+        test_cases.emplace_back(new test_mul_mat_id(GGML_TYPE_BF16, GGML_TYPE_F32, 16, 16, true, 50, 200, k));
         test_cases.emplace_back(new test_mul_mat_id(GGML_TYPE_F32, GGML_TYPE_F32, 16, 16, false, 50, 200, k));
         test_cases.emplace_back(new test_mul_mat_id(GGML_TYPE_F32, GGML_TYPE_F32, 16, 16, true, 50, 200, k));
     }
@@ -9018,6 +9045,8 @@ static std::vector<std::unique_ptr<test_case>> make_test_cases_eval() {
         test_cases.emplace_back(new test_mul_mat_id(GGML_TYPE_F16, GGML_TYPE_F32, 16, 16, b, 32, 1024, 16));
         test_cases.emplace_back(new test_mul_mat_id(GGML_TYPE_F16, GGML_TYPE_F32, 2, 2, b, 32, 8192, 64));
         test_cases.emplace_back(new test_mul_mat_id(GGML_TYPE_F16, GGML_TYPE_F32, 16, 16, b, 50, 200, 64));
+        test_cases.emplace_back(new test_mul_mat_id(GGML_TYPE_BF16, GGML_TYPE_F32, 16, 16, b, 32, 1024, 16));
+        test_cases.emplace_back(new test_mul_mat_id(GGML_TYPE_BF16, GGML_TYPE_F32, 16, 16, b, 50, 200, 64));
     }
 
     test_cases.emplace_back(new test_mul_mat_id(GGML_TYPE_F16, GGML_TYPE_F32, 1, 1, false, 8, 16, 1));
@@ -9442,6 +9471,7 @@ static std::vector<std::unique_ptr<test_case>> make_test_cases_eval() {
     test_cases.emplace_back(new test_pad_reflect_1d());
     test_cases.emplace_back(new test_pad_reflect_1d(GGML_TYPE_F32, {3000, 384, 4, 1}));
     test_cases.emplace_back(new test_roll());
+    test_cases.emplace_back(new test_roll(3, -2, 1, -1, true));
     test_cases.emplace_back(new test_arange());
     test_cases.emplace_back(new test_arange(GGML_TYPE_F32, 0.0f, 1048576.0f, 1.0f));
     test_cases.emplace_back(new test_timestep_embedding());
@@ -9729,6 +9759,12 @@ static std::vector<std::unique_ptr<test_case>> make_test_cases_eval() {
         }
     }
 
+    for (int kv : { 1, 7, 8, 63, 64, 65 }) {
+        for (ggml_type type_K : {GGML_TYPE_F32, GGML_TYPE_F16, GGML_TYPE_BF16, GGML_TYPE_Q8_0, GGML_TYPE_Q5_1, GGML_TYPE_Q5_0, GGML_TYPE_Q4_1, GGML_TYPE_Q4_0}) {
+            test_cases.emplace_back(new test_lightning_indexer(128, 64, kv, 32, 4, 1, type_K));
+        }
+    }
+
     return test_cases;
 }
 #ifdef _MSC_VER
@@ -9739,6 +9775,15 @@ static std::vector<std::unique_ptr<test_case>> make_test_cases_eval() {
 static std::vector<std::unique_ptr<test_case>> make_test_cases_perf() {
     std::vector<std::unique_ptr<test_case>> test_cases;
 
+    // SWIGLU at a 27B-class FFN width, fused [gate|up] vs split operands
+    // note: same bytes either way, so a backend that indexes them differently shows it here
+    for (ggml_type type : {GGML_TYPE_F16, GGML_TYPE_F32}) {
+        for (int64_t n_tokens : {512, 2048}) {
+            test_cases.emplace_back(new test_glu(GGML_GLU_OP_SWIGLU, type, { 2*17408, n_tokens, 1, 1 }, 0, false));
+            test_cases.emplace_back(new test_glu_split(GGML_GLU_OP_SWIGLU, type, { 17408, n_tokens, 1, 1 }, 0));
+        }
+    }
+
     // Conv2d: K=CRS=NPQ=4096 matmul performance
     uint32_t                        iwh_idx  = 0;
     uint32_t                        kwh_idx  = 1;
diff --git a/tests/test-backend-sampler.cpp b/tests/test-backend-sampler.cpp
index c24076e31..c23e7248d 100644
--- a/tests/test-backend-sampler.cpp
+++ b/tests/test-backend-sampler.cpp
@@ -8,12 +8,16 @@
 #endif
 
 #include <algorithm>
+#include <cmath>
 #include <cstdlib>
 #include <cstring>
 #include <fstream>
+#include <functional>
 #include <map>
+#include <random>
 #include <string>
 #include <unordered_map>
+#include <unordered_set>
 #include <vector>
 
 struct test_args {
@@ -77,7 +81,13 @@ struct test_context {
     std::unordered_map<llama_seq_id, int32_t> seq_positions;
     std::unordered_map<llama_seq_id, int32_t> last_batch_info;
 
-    test_context(const test_params & params, std::vector<llama_sampler_seq_config> & configs, int32_t n_seq_max = -1) {
+    test_context(
+            const test_params & params,
+            std::vector<llama_sampler_seq_config> & configs,
+            int32_t n_seq_max = -1,
+            uint32_t n_outputs_max = 0,
+            uint32_t n_ubatch = 0,
+            uint32_t n_outputs_max_per_seq = 1) {
         auto * model = params.model.get();
 
         GGML_ASSERT(model);
@@ -86,6 +96,11 @@ struct test_context {
         llama_context_params cparams = llama_context_default_params();
         cparams.n_ctx = 512;
         cparams.n_batch = 512;
+        if (n_ubatch > 0) {
+            cparams.n_ubatch = n_ubatch;
+        }
+        cparams.n_outputs_max = n_outputs_max;
+        cparams.n_outputs_max_per_seq = n_outputs_max_per_seq;
         cparams.samplers = configs.data();
         cparams.n_samplers = configs.size();
         cparams.kv_unified = true;
@@ -259,6 +274,66 @@ struct test_context {
     }
 };
 
+struct test_single_output_backend_sampler {
+    bool backend_initialized = false;
+    uint32_t backend_outputs_max_per_seq = 0;
+    int backend_apply_count = 0;
+    int apply_count = 0;
+};
+
+static const char * test_single_output_backend_sampler_name(const llama_sampler * /*smpl*/) {
+    return "single-output-backend";
+}
+
+static void test_single_output_backend_sampler_apply(
+        llama_sampler * smpl, llama_token_data_array * /*cur_p*/) {
+    auto * ctx = (test_single_output_backend_sampler *) smpl->ctx;
+    ctx->apply_count++;
+}
+
+static void test_single_output_backend_sampler_free(llama_sampler * smpl) {
+    delete (test_single_output_backend_sampler *) smpl->ctx;
+}
+
+static bool test_single_output_backend_sampler_backend_init(
+        llama_sampler * smpl, ggml_backend_buffer_type_t /*buft*/, uint32_t n_outputs_max_per_seq) {
+    auto * ctx = (test_single_output_backend_sampler *) smpl->ctx;
+    ctx->backend_outputs_max_per_seq = n_outputs_max_per_seq;
+    if (n_outputs_max_per_seq > 1) {
+        return false;
+    }
+    ctx->backend_initialized = true;
+    return true;
+}
+
+static void test_single_output_backend_sampler_backend_apply(
+        llama_sampler * smpl, ggml_context * /*ctx*/, ggml_cgraph * /*gf*/, llama_sampler_data * /*data*/) {
+    auto * ctx = (test_single_output_backend_sampler *) smpl->ctx;
+    ctx->backend_apply_count++;
+}
+
+static llama_sampler_i test_single_output_backend_sampler_i = {
+    /* .name              = */ test_single_output_backend_sampler_name,
+    /* .accept            = */ nullptr,
+    /* .apply             = */ test_single_output_backend_sampler_apply,
+    /* .reset             = */ nullptr,
+    /* .clone             = */ nullptr,
+    /* .free              = */ test_single_output_backend_sampler_free,
+    /* .backend_init      = */ test_single_output_backend_sampler_backend_init,
+    /* .backend_accept    = */ nullptr,
+    /* .backend_apply     = */ test_single_output_backend_sampler_backend_apply,
+    /* .backend_set_input = */ nullptr,
+    /* .backend_reset     = */ nullptr,
+    /* .copy_state        = */ nullptr,
+};
+
+static llama_sampler * test_single_output_backend_sampler_init(
+        test_single_output_backend_sampler ** sampler_ctx) {
+    auto * ctx = new test_single_output_backend_sampler;
+    *sampler_ctx = ctx;
+    return llama_sampler_init(&test_single_output_backend_sampler_i, ctx);
+}
+
 static void test_backend_greedy_sampling(const test_params & params) {
     const int seq_id = 0;
 
@@ -658,7 +733,7 @@ static void test_backend_multi_sequence_sampling(const test_params & params) {
 }
 
 static void test_backend_dist_sampling(const test_params & params) {
-    const int seq_id = 189;
+    const int seq_id = 0;
     const int32_t seed = 88;
 
     struct llama_sampler_chain_params backend_chain_params = llama_sampler_chain_default_params();
@@ -761,6 +836,564 @@ static void test_backend_logit_bias_sampling(const test_params & params) {
     printf("backend logit bias sampling test PASSED\n");
 }
 
+static void accept_prompt(llama_sampler * smpl, const llama_vocab * vocab, const std::string & prompt) {
+    const llama_token bos = llama_vocab_bos(vocab);
+    if (bos != LLAMA_TOKEN_NULL) {
+        llama_sampler_accept(smpl, bos);
+    }
+
+    std::vector<llama_token> tokens(64);
+    int32_t n_tokens = llama_tokenize(vocab, prompt.c_str(), (int32_t) prompt.size(),
+            tokens.data(), (int32_t) tokens.size(), false, false);
+    if (n_tokens < 0) {
+        tokens.resize(-n_tokens);
+        n_tokens = llama_tokenize(vocab, prompt.c_str(), (int32_t) prompt.size(),
+                tokens.data(), (int32_t) tokens.size(), false, false);
+    }
+
+    for (int32_t i = 0; i < n_tokens; ++i) {
+        llama_sampler_accept(smpl, tokens[i]);
+    }
+}
+
+static std::vector<float> decode_raw_logits(const test_params & params, const std::string & prompt) {
+    const int seq_id = 0;
+    const int n_vocab = llama_vocab_n_tokens(llama_model_get_vocab(params.model.get()));
+    std::vector<llama_sampler_seq_config> empty_configs;
+    test_context ctx(params, empty_configs);
+
+    GGML_ASSERT(ctx.decode({{ seq_id, prompt }}));
+
+    float * logits = llama_get_logits_ith(ctx.ctx.get(), ctx.idx_for_seq(seq_id));
+    GGML_ASSERT(logits != nullptr);
+    return std::vector<float>(logits, logits + n_vocab);
+}
+
+static std::vector<llama_token_data> apply_cpu_sampler(
+        const std::vector<float> & raw_logits,
+        llama_sampler * sampler) {
+    std::vector<llama_token_data> data;
+    data.reserve(raw_logits.size());
+    for (llama_token token = 0; token < (llama_token) raw_logits.size(); ++token) {
+        data.push_back({ token, raw_logits[token], 0.0f });
+    }
+
+    llama_token_data_array cur_p = { data.data(), data.size(), -1, false };
+    llama_sampler_apply(sampler, &cur_p);
+    data.resize(cur_p.size);
+    return data;
+}
+
+using sampler_setup_fn = std::function<void(llama_sampler *)>;
+using sampler_init_fn = std::function<llama_sampler *()>;
+
+enum class penalties_position {
+    before_filter,
+    after_filter,
+};
+
+static void add_filter_and_penalties(
+        llama_sampler * chain,
+        const sampler_init_fn & init_filter,
+        int32_t n_vocab,
+        int32_t penalty_last_n,
+        float penalty_repeat,
+        float penalty_freq,
+        float penalty_present,
+        penalties_position position) {
+    const auto add_penalties = [&]() {
+        llama_sampler_chain_add(chain, llama_sampler_init_penalties(
+                    n_vocab, penalty_last_n, penalty_repeat, penalty_freq, penalty_present));
+    };
+
+    if (position == penalties_position::before_filter) {
+        add_penalties();
+        llama_sampler_chain_add(chain, init_filter());
+    } else {
+        llama_sampler_chain_add(chain, init_filter());
+        add_penalties();
+    }
+}
+
+static llama_sampler_ptr make_sampler_chain(
+        const sampler_setup_fn & add_samplers,
+        const sampler_setup_fn & accept_history) {
+    llama_sampler_ptr chain(llama_sampler_chain_init(llama_sampler_chain_default_params()));
+    add_samplers(chain.get());
+    accept_history(chain.get());
+    return chain;
+}
+
+struct backend_sampler_output {
+    std::vector<float> logits;
+    std::vector<llama_token> candidates;
+};
+
+static backend_sampler_output run_backend_sampler(
+        const test_params & params,
+        const std::string & prompt,
+        llama_sampler * sampler) {
+    const int seq_id = 0;
+    std::vector<llama_sampler_seq_config> configs = {{ seq_id, sampler }};
+    test_context ctx(params, configs);
+
+    GGML_ASSERT(ctx.decode({{ seq_id, prompt }}));
+    llama_synchronize(ctx.ctx.get());
+
+    const int32_t idx = ctx.idx_for_seq(seq_id);
+    const uint32_t n_logits = llama_get_sampled_logits_count_ith(ctx.ctx.get(), idx);
+    const uint32_t n_candidates = llama_get_sampled_candidates_count_ith(ctx.ctx.get(), idx);
+    float * logits = llama_get_sampled_logits_ith(ctx.ctx.get(), idx);
+    llama_token * candidates = llama_get_sampled_candidates_ith(ctx.ctx.get(), idx);
+    GGML_ASSERT(logits != nullptr);
+
+    backend_sampler_output result;
+    result.logits.assign(logits, logits + n_logits);
+    result.candidates.resize(n_logits);
+
+    if (n_candidates == 0) {
+        for (uint32_t i = 0; i < n_logits; ++i) {
+            result.candidates[i] = (llama_token) i;
+        }
+    } else {
+        GGML_ASSERT(candidates != nullptr);
+        GGML_ASSERT(n_candidates == n_logits);
+        std::memcpy(result.candidates.data(), candidates, n_candidates * sizeof(llama_token));
+    }
+
+    return result;
+}
+
+struct sampler_comparison_output {
+    std::vector<llama_token_data> expected;
+    backend_sampler_output actual;
+};
+
+static sampler_comparison_output run_sampler_comparison(
+        const test_params & params,
+        const std::string & prompt,
+        const std::vector<float> & raw_logits,
+        const sampler_setup_fn & add_samplers,
+        const sampler_setup_fn & accept_history) {
+    llama_sampler_ptr cpu_chain = make_sampler_chain(add_samplers, accept_history);
+    llama_sampler_ptr backend_chain = make_sampler_chain(add_samplers, accept_history);
+    return {
+        apply_cpu_sampler(raw_logits, cpu_chain.get()),
+        run_backend_sampler(params, prompt, backend_chain.get()),
+    };
+}
+
+static std::unordered_map<llama_token, float> map_logits(const std::vector<llama_token_data> & data) {
+    std::unordered_map<llama_token, float> result;
+    result.reserve(data.size());
+    for (const auto & item : data) {
+        result[item.id] = item.logit;
+    }
+    return result;
+}
+
+struct sampler_comparison_stats {
+    int n_mismatch = 0;
+    int n_masked = 0;
+    float max_diff = 0.0f;
+};
+
+static sampler_comparison_stats compare_sampler_outputs(
+        const char * name,
+        const std::unordered_map<llama_token, float> & expected,
+        const backend_sampler_output & actual,
+        bool allow_extra_candidates = false) {
+    GGML_ASSERT(actual.logits.size() == actual.candidates.size());
+
+    sampler_comparison_stats result;
+    std::unordered_set<llama_token> seen;
+    seen.reserve(actual.candidates.size());
+
+    for (size_t i = 0; i < actual.logits.size(); ++i) {
+        const llama_token token = actual.candidates[i];
+        const float logit = actual.logits[i];
+        if (!seen.insert(token).second || std::isnan(logit)) {
+            if (result.n_mismatch < 5) {
+                printf("%s token %d has invalid backend output\n", name, token);
+            }
+            ++result.n_mismatch;
+            continue;
+        }
+
+        const auto it = expected.find(token);
+        if (it == expected.end()) {
+            if (std::isinf(logit) && logit < 0.0f) {
+                ++result.n_masked;
+            } else if (!allow_extra_candidates) {
+                if (result.n_mismatch < 5) {
+                    printf("%s token %d was not masked\n", name, token);
+                }
+                ++result.n_mismatch;
+            }
+            continue;
+        }
+
+        const float diff = fabsf(it->second - logit);
+        result.max_diff = std::max(result.max_diff, diff);
+        if (!std::isfinite(logit) || diff > 1e-3f) {
+            if (result.n_mismatch < 5) {
+                printf("%s mismatch token %d: cpu=%.6f backend=%.6f diff=%.6f\n",
+                        name, token, it->second, logit, diff);
+            }
+            ++result.n_mismatch;
+        }
+    }
+
+    for (const auto & item : expected) {
+        if (seen.find(item.first) == seen.end()) {
+            if (result.n_mismatch < 5) {
+                printf("%s missing backend token %d\n", name, item.first);
+            }
+            ++result.n_mismatch;
+        }
+    }
+
+    printf("%s logits: max_diff=%.6f n_masked=%d n_mismatch=%d\n",
+            name, result.max_diff, result.n_masked, result.n_mismatch);
+    return result;
+}
+
+static float find_backend_logit(const backend_sampler_output & output, llama_token token) {
+    for (size_t i = 0; i < output.candidates.size(); ++i) {
+        if (output.candidates[i] == token) {
+            return output.logits[i];
+        }
+    }
+    GGML_ABORT("backend token not found");
+}
+
+static sampler_comparison_output run_penalties_comparison(
+        const test_params & params,
+        int32_t penalty_last_n,
+        float penalty_repeat,
+        float penalty_freq,
+        float penalty_present,
+        const std::string & prompt,
+        const std::function<void(llama_sampler *)> & extra_accept = {}) {
+    const auto * vocab = llama_model_get_vocab(params.model.get());
+    const std::vector<float> raw_logits = decode_raw_logits(params, prompt);
+    const auto add_samplers = [&](llama_sampler * chain) {
+        llama_sampler_chain_add(chain, llama_sampler_init_penalties(
+                    llama_vocab_n_tokens(vocab), penalty_last_n, penalty_repeat, penalty_freq, penalty_present));
+    };
+    const auto accept_history = [&](llama_sampler * chain) {
+        accept_prompt(chain, vocab, prompt);
+        if (extra_accept) {
+            extra_accept(chain);
+        }
+    };
+
+    return run_sampler_comparison(
+            params, prompt, raw_logits, add_samplers, accept_history);
+}
+
+static void compare_penalties_logits(
+        const test_params & params,
+        int32_t penalty_last_n,
+        float penalty_repeat,
+        float penalty_freq,
+        float penalty_present,
+        const std::string & prompt,
+        const std::function<void(llama_sampler *)> & extra_accept = {}) {
+    const sampler_comparison_output output = run_penalties_comparison(
+            params, penalty_last_n, penalty_repeat, penalty_freq, penalty_present, prompt, extra_accept);
+
+    GGML_ASSERT(output.expected.size() == output.actual.logits.size());
+
+    const sampler_comparison_stats stats = compare_sampler_outputs(
+            "penalties", map_logits(output.expected), output.actual);
+    GGML_ASSERT(stats.n_masked == 0);
+    GGML_ASSERT(stats.n_mismatch == 0);
+}
+
+static void test_penalty_parameter_values(const test_params & params) {
+    struct penalty_test_case {
+        const char * name;
+        float repeat;
+        float frequency;
+        float presence;
+    };
+
+    const penalty_test_case cases[] = {
+        { "frequency -1",   1.0f, -1.0f,     0.0f },
+        { "frequency 0",    1.0f,  0.0f,     0.0f },
+        { "frequency 1",    1.0f,  1.0f,     0.0f },
+        { "presence -1",    1.0f,  0.0f,    -1.0f },
+        { "presence 0",     1.0f,  0.0f,     0.0f },
+        { "presence 1",     1.0f,  0.0f,     1.0f },
+        { "repeat 1",       1.0f,  0.0f,     0.0f },
+    };
+
+    int n_failed = 0;
+    for (const auto & test : cases) {
+        const sampler_comparison_output output = run_penalties_comparison(
+                params, 64, test.repeat, test.frequency, test.presence, "Hello Hello world");
+        GGML_ASSERT(output.expected.size() == output.actual.logits.size());
+        const sampler_comparison_stats stats = compare_sampler_outputs(
+                test.name, map_logits(output.expected), output.actual);
+        n_failed += stats.n_mismatch != 0;
+    }
+
+    GGML_ASSERT(n_failed == 0);
+}
+
+static void compare_top_k_penalties_logits(
+        const test_params & params,
+        int32_t k,
+        int32_t penalty_last_n,
+        float penalty_repeat,
+        float penalty_freq,
+        float penalty_present,
+        const std::string & prompt,
+        penalties_position position) {
+    const auto * vocab = llama_model_get_vocab(params.model.get());
+    const std::vector<float> raw_logits = decode_raw_logits(params, prompt);
+    const int n_vocab = (int) raw_logits.size();
+
+    GGML_ASSERT(n_vocab > k);
+
+    const sampler_init_fn init_top_k = [k]() {
+        return llama_sampler_init_top_k(k);
+    };
+    llama_sampler_ptr top_k(init_top_k());
+    const std::vector<llama_token_data> top_k_data = apply_cpu_sampler(raw_logits, top_k.get());
+    GGML_ASSERT(top_k_data.size() == (size_t) k);
+    const llama_token retained_history_token = top_k_data[0].id;
+
+    llama_token excluded_history_token = LLAMA_TOKEN_NULL;
+    for (llama_token token = 0; token < n_vocab; ++token) {
+        const auto it = std::find_if(top_k_data.begin(), top_k_data.end(), [token](const llama_token_data & data) {
+            return data.id == token;
+        });
+        if (it == top_k_data.end()) {
+            excluded_history_token = token;
+            break;
+        }
+    }
+    GGML_ASSERT(excluded_history_token != LLAMA_TOKEN_NULL);
+
+    const auto add_samplers = [&](llama_sampler * chain) {
+        add_filter_and_penalties(chain, init_top_k, n_vocab,
+                penalty_last_n, penalty_repeat, penalty_freq, penalty_present, position);
+    };
+
+    auto accept_history = [&](llama_sampler * smpl) {
+        accept_prompt(smpl, vocab, prompt);
+        llama_sampler_accept(smpl, excluded_history_token);
+        llama_sampler_accept(smpl, excluded_history_token);
+        llama_sampler_accept(smpl, retained_history_token);
+        llama_sampler_accept(smpl, retained_history_token);
+    };
+
+    const sampler_comparison_output output = run_sampler_comparison(
+            params, prompt, raw_logits, add_samplers, accept_history);
+
+    GGML_ASSERT(output.expected.size() == (size_t) k);
+    GGML_ASSERT(output.actual.logits.size() == (size_t) k);
+
+    const std::unordered_map<llama_token, float> expected_logits = map_logits(output.expected);
+
+    if (position == penalties_position::after_filter) {
+        GGML_ASSERT(expected_logits.find(retained_history_token) != expected_logits.end());
+        GGML_ASSERT(fabsf(expected_logits.at(retained_history_token) - raw_logits[retained_history_token]) > 1e-6f);
+        GGML_ASSERT(expected_logits.find(excluded_history_token) == expected_logits.end());
+        GGML_ASSERT(std::find(output.actual.candidates.begin(), output.actual.candidates.end(),
+                    excluded_history_token) == output.actual.candidates.end());
+    } else {
+        const std::unordered_map<llama_token, float> unpenalized_logits = map_logits(top_k_data);
+        bool changed = false;
+        for (const auto & item : expected_logits) {
+            const auto it = unpenalized_logits.find(item.first);
+            if (it == unpenalized_logits.end() || fabsf(it->second - item.second) > 1e-6f) {
+                changed = true;
+                break;
+            }
+        }
+        GGML_ASSERT(changed);
+    }
+
+    const char * name = position == penalties_position::before_filter
+        ? "penalties top-k"
+        : "top-k penalties";
+    const sampler_comparison_stats stats = compare_sampler_outputs(
+            name, expected_logits, output.actual);
+    GGML_ASSERT(stats.n_masked == 0);
+    GGML_ASSERT(stats.n_mismatch == 0);
+}
+
+static void compare_masking_penalties_logits(
+        const test_params & params,
+        const char * filter_name,
+        const sampler_init_fn & init_filter,
+        int32_t penalty_last_n,
+        float penalty_repeat,
+        float penalty_freq,
+        float penalty_present,
+        const std::string & prompt,
+        penalties_position position,
+        bool allow_extra_candidates,
+        bool add_history = true) {
+    const auto * vocab = llama_model_get_vocab(params.model.get());
+    const std::vector<float> raw_logits = decode_raw_logits(params, prompt);
+    const int n_vocab = (int) raw_logits.size();
+    llama_sampler_ptr filter(init_filter());
+    const std::vector<llama_token_data> filtered_data = apply_cpu_sampler(raw_logits, filter.get());
+    GGML_ASSERT(!filtered_data.empty());
+    GGML_ASSERT(filtered_data.size() < (size_t) n_vocab);
+
+    const llama_token penalized_token = filtered_data[0].id;
+    std::unordered_set<llama_token> retained_tokens;
+    retained_tokens.reserve(filtered_data.size());
+    for (const auto & data : filtered_data) {
+        retained_tokens.insert(data.id);
+    }
+
+    llama_token masked_token = LLAMA_TOKEN_NULL;
+    for (llama_token token = 0; token < n_vocab; ++token) {
+        if (retained_tokens.find(token) == retained_tokens.end()) {
+            masked_token = token;
+            break;
+        }
+    }
+    GGML_ASSERT(masked_token != LLAMA_TOKEN_NULL);
+
+    const auto add_samplers = [&](llama_sampler * chain) {
+        add_filter_and_penalties(chain, init_filter, n_vocab,
+                penalty_last_n, penalty_repeat, penalty_freq, penalty_present, position);
+    };
+    auto accept_history = [&](llama_sampler * smpl) {
+        if (!add_history) {
+            return;
+        }
+        accept_prompt(smpl, vocab, prompt);
+        llama_sampler_accept(smpl, penalized_token);
+        llama_sampler_accept(smpl, penalized_token);
+        llama_sampler_accept(smpl, masked_token);
+        llama_sampler_accept(smpl, masked_token);
+    };
+
+    const sampler_comparison_output output = run_sampler_comparison(
+            params, prompt, raw_logits, add_samplers, accept_history);
+
+    GGML_ASSERT(output.actual.logits.size() == (size_t) n_vocab);
+
+    const std::unordered_map<llama_token, float> expected_logits = map_logits(output.expected);
+
+    GGML_ASSERT(expected_logits.find(masked_token) == expected_logits.end());
+    if (add_history) {
+        if (position == penalties_position::after_filter) {
+            GGML_ASSERT(expected_logits.find(penalized_token) != expected_logits.end());
+            GGML_ASSERT(fabsf(expected_logits.at(penalized_token) - raw_logits[penalized_token]) > 1e-6f);
+        } else {
+            llama_sampler_ptr penalties(llama_sampler_init_penalties(
+                        n_vocab, penalty_last_n, penalty_repeat, penalty_freq, penalty_present));
+            accept_history(penalties.get());
+            const std::unordered_map<llama_token, float> penalized_logits =
+                map_logits(apply_cpu_sampler(raw_logits, penalties.get()));
+            GGML_ASSERT(fabsf(penalized_logits.at(penalized_token) - raw_logits[penalized_token]) > 1e-6f);
+        }
+    }
+
+    const std::string name = position == penalties_position::before_filter
+        ? "penalties " + std::string(filter_name)
+        : std::string(filter_name) + " penalties";
+    const sampler_comparison_stats stats = compare_sampler_outputs(
+            name.c_str(), expected_logits, output.actual, allow_extra_candidates);
+    const float masked_logit = find_backend_logit(output.actual, masked_token);
+    GGML_ASSERT(stats.n_masked > 0);
+    GGML_ASSERT(std::isinf(masked_logit) && masked_logit < 0.0f);
+    GGML_ASSERT(stats.n_mismatch == 0);
+}
+
+static void test_backend_penalties_sampling(const test_params & params) {
+    printf("Testing backend penalties (repeat + freq + presence)\n");
+    compare_penalties_logits(params, 64, 1.1f, 0.5f, 0.25f, "Hello Hello world");
+
+    printf("Testing backend penalties with penalty_last_n > 64\n");
+    const auto * vocab = llama_model_get_vocab(params.model.get());
+    std::vector<llama_token> tokens(8);
+    int32_t n_tok = llama_tokenize(vocab, "a", 1, tokens.data(), (int32_t) tokens.size(), false, false);
+    if (n_tok < 0) {
+        tokens.resize(-n_tok);
+        n_tok = llama_tokenize(vocab, "a", 1, tokens.data(), (int32_t) tokens.size(), false, false);
+    }
+    GGML_ASSERT(n_tok > 0);
+    const llama_token tok = tokens[0];
+
+    compare_penalties_logits(params, 80, 1.15f, 0.1f, 0.05f, "a", [tok](llama_sampler * smpl) {
+        // accept_prompt already accepted BOS + one 'a'; fill the ring to n=80
+        for (int i = 0; i < 78; ++i) {
+            llama_sampler_accept(smpl, tok);
+        }
+    });
+
+    printf("Testing backend penalties without filler entries\n");
+    compare_penalties_logits(params, 64, 1.1f, 0.5f, 0.25f, "Hello", [](llama_sampler * smpl) {
+        for (llama_token token = 0; token < 64; ++token) {
+            llama_sampler_accept(smpl, token);
+        }
+    });
+
+    printf("Testing backend top-k followed by penalties\n");
+    compare_top_k_penalties_logits(params, 8, 64, 1.1f, 0.5f, 0.25f, "Hello",
+            penalties_position::after_filter);
+
+    printf("Testing backend penalties followed by top-k\n");
+    compare_top_k_penalties_logits(params, 8, 64, 1.1f, 0.5f, 0.25f, "Hello",
+            penalties_position::before_filter);
+
+    printf("Testing backend top-p followed by penalties\n");
+    compare_masking_penalties_logits(params, "top-p", []() {
+        return llama_sampler_init_top_p(0.9f, 0);
+    }, 64, 1.1f, 0.5f, 0.25f, "Hello", penalties_position::after_filter, true);
+
+    printf("Testing backend top-p followed by penalties with a large history window\n");
+    compare_masking_penalties_logits(params, "top-p large-window", []() {
+        return llama_sampler_init_top_p(0.9f, 0);
+    }, 4096, 1.1f, 0.5f, 0.25f, "Hello", penalties_position::after_filter, true);
+
+    printf("Testing backend penalties followed by top-p\n");
+    compare_masking_penalties_logits(params, "top-p", []() {
+        return llama_sampler_init_top_p(0.9f, 0);
+    }, 64, 1.1f, 0.5f, 0.25f, "Hello", penalties_position::before_filter, true);
+
+    printf("Testing backend min-p followed by penalties\n");
+    compare_masking_penalties_logits(params, "min-p", []() {
+        return llama_sampler_init_min_p(0.1f, 0);
+    }, 64, 1.1f, 0.5f, 0.25f, "Hello", penalties_position::after_filter, false);
+
+    printf("Testing backend penalties followed by min-p\n");
+    compare_masking_penalties_logits(params, "min-p", []() {
+        return llama_sampler_init_min_p(0.1f, 0);
+    }, 64, 1.1f, 0.5f, 0.25f, "Hello", penalties_position::before_filter, false);
+
+    printf("Testing backend top-p followed by penalties with empty history\n");
+    compare_masking_penalties_logits(params, "top-p empty", []() {
+        return llama_sampler_init_top_p(0.9f, 0);
+    }, 64, 1.1f, 0.5f, 0.25f, "Hello", penalties_position::after_filter, true, false);
+
+    printf("Testing backend top-p followed by individual penalties\n");
+    compare_masking_penalties_logits(params, "top-p repeat", []() {
+        return llama_sampler_init_top_p(0.9f, 0);
+    }, 64, 1.1f, 0.0f, 0.0f, "Hello", penalties_position::after_filter, true);
+    compare_masking_penalties_logits(params, "top-p frequency", []() {
+        return llama_sampler_init_top_p(0.9f, 0);
+    }, 64, 1.0f, 0.5f, 0.0f, "Hello", penalties_position::after_filter, true);
+    compare_masking_penalties_logits(params, "top-p presence", []() {
+        return llama_sampler_init_top_p(0.9f, 0);
+    }, 64, 1.0f, 0.0f, 0.25f, "Hello", penalties_position::after_filter, true);
+
+    printf("Testing backend penalty parameter values\n");
+    test_penalty_parameter_values(params);
+
+    printf("backend penalties sampling test PASSED\n");
+}
+
 // This test verifies that it is possible to have two different backend samplers,
 // one that uses the backend dist sampler, and another that uses CPU dist sampler.
 static void test_backend_mixed_sampling(const test_params & params) {
@@ -966,43 +1599,398 @@ static void test_backend_cpu_mixed_batch(const test_params & params) {
     printf("backend-cpu mixed batch test PASSED\n");
 }
 
-static void test_backend_max_outputs(const test_params & params) {
-    const int seq_id = 0;
-    const int32_t seed = 88;
+static void test_backend_multi_output_limit(const test_params & params) {
+    const llama_seq_id seq_id = 0;
 
-    llama_sampler_chain_params backend_chain_params = llama_sampler_chain_default_params();
-    llama_sampler_ptr backend_sampler_chain(llama_sampler_chain_init(backend_chain_params));
-    llama_sampler_chain_add(backend_sampler_chain.get(), llama_sampler_init_dist(seed));
-    std::vector<llama_sampler_seq_config> backend_sampler_configs = {{ seq_id, backend_sampler_chain.get() }};
+    llama_sampler_ptr chain(llama_sampler_chain_init(llama_sampler_chain_default_params()));
+    llama_sampler_chain_add(chain.get(), llama_sampler_init_dist(88));
+    std::vector<llama_sampler_seq_config> configs = {{ seq_id, chain.get() }};
+    test_context test_ctx(params, configs, 1, 3, 0, 2);
 
-    test_context test_ctx(params, backend_sampler_configs);
+    llama_batch batch = llama_batch_init(3, 0, 1);
+    for (int i = 0; i < 3; ++i) {
+        common_batch_add(batch, llama_vocab_bos(test_ctx.vocab), i, { seq_id }, true);
+    }
+
+    printf(">>> test_backend_multi_output_limit expected error start:\n");
+    const int ret = llama_decode(test_ctx.ctx.get(), batch);
+    GGML_ASSERT(ret != 0 && "llama_decode should reject outputs above the per-sequence limit");
+    printf("<<< test_backend_multi_output_limit expected error end.\n");
+
+    llama_batch_free(batch);
+
+    printf("backend multi-output limit test PASSED\n");
+}
+
+static void test_backend_multi_sequence_multi_output_dist(const test_params & params) {
+    const llama_vocab * vocab = llama_model_get_vocab(params.model.get());
+    const int32_t n_vocab = llama_vocab_n_tokens(vocab);
+    const uint32_t seeds[] = { 88, 1337 };
+    // reduce the chance that swapped random inputs select the same token
+    const float temp = 10.0f;
+
+    llama_sampler_ptr chain_0(llama_sampler_chain_init(llama_sampler_chain_default_params()));
+    llama_sampler_ptr chain_1(llama_sampler_chain_init(llama_sampler_chain_default_params()));
+    llama_sampler_chain_add(chain_0.get(), llama_sampler_init_temp(temp));
+    llama_sampler_chain_add(chain_0.get(), llama_sampler_init_dist(seeds[0]));
+    llama_sampler_chain_add(chain_1.get(), llama_sampler_init_temp(temp));
+    llama_sampler_chain_add(chain_1.get(), llama_sampler_init_dist(seeds[1]));
+    std::vector<llama_sampler_seq_config> configs = {
+        { 0, chain_0.get() },
+        { 1, chain_1.get() },
+    };
+    test_context test_ctx(params, configs, 2, 4, 0, 2);
+
+    std::vector<llama_sampler_seq_config> reference_configs;
+    test_context reference_ctx(params, reference_configs, 2, 4);
+
+    const llama_token seq_tokens[2][2] = {
+        { llama_vocab_bos(vocab), llama_vocab_eos(vocab) },
+        { llama_vocab_eos(vocab), llama_vocab_bos(vocab) },
+    };
+
+    llama_batch batch = llama_batch_init(4, 0, 1);
+    for (int pos = 0; pos < 2; ++pos) {
+        common_batch_add(batch, seq_tokens[0][pos], pos, { 0 }, true);
+        common_batch_add(batch, seq_tokens[1][pos], pos, { 1 }, true);
+    }
+
+    GGML_ASSERT(llama_decode(test_ctx.ctx.get(), batch) == 0);
+    GGML_ASSERT(llama_decode(reference_ctx.ctx.get(), batch) == 0);
 
-    llama_batch batch = llama_batch_init(512, 0, 1);
-    std::string prompt = "Hello";
+    std::mt19937 reference_rngs[] = {
+        std::mt19937(seeds[0]),
+        std::mt19937(seeds[1]),
+    };
+    std::uniform_real_distribution<double> reference_dist(0.0, 1.0);
+
+    for (int i = 0; i < batch.n_tokens; ++i) {
+        const llama_seq_id seq_id = batch.seq_id[i][0];
+        GGML_ASSERT(seq_id == 0 || seq_id == 1);
+
+        llama_sampler * chain = seq_id == 0 ? chain_0.get() : chain_1.get();
+        const llama_token backend_token = llama_sampler_sample(chain, test_ctx.ctx.get(), i);
+        const float * sampled_logits = llama_get_sampled_logits_ith(test_ctx.ctx.get(), i);
+        const float * sampled_probs = llama_get_sampled_probs_ith(test_ctx.ctx.get(), i);
+        const uint32_t n_logits = llama_get_sampled_logits_count_ith(test_ctx.ctx.get(), i);
+        const uint32_t n_probs = llama_get_sampled_probs_count_ith(test_ctx.ctx.get(), i);
+        const float * reference_logits = llama_get_logits_ith(reference_ctx.ctx.get(), i);
+
+        GGML_ASSERT(backend_token >= 0 && backend_token < n_vocab);
+        GGML_ASSERT(sampled_logits != nullptr);
+        GGML_ASSERT(sampled_probs != nullptr);
+        GGML_ASSERT(reference_logits != nullptr);
+        GGML_ASSERT(n_logits == (uint32_t) n_vocab);
+        GGML_ASSERT(n_probs == (uint32_t) n_vocab);
+
+        float prob_sum = 0.0f;
+        float cumsum_before = 0.0f;
+        for (llama_token token = 0; token < n_vocab; ++token) {
+            const float expected_logit = reference_logits[token] / temp;
+            const float tolerance = 1e-4f * std::max(1.0f, std::fabs(expected_logit));
+            GGML_ASSERT(std::fabs(sampled_logits[token] - expected_logit) <= tolerance);
+            GGML_ASSERT(std::isfinite(sampled_probs[token]));
+            GGML_ASSERT(sampled_probs[token] >= 0.0f);
+
+            prob_sum += sampled_probs[token];
+            if (token < backend_token) {
+                cumsum_before += sampled_probs[token];
+            }
+        }
 
-    std::vector<llama_token> tokens;
-    tokens.push_back(llama_vocab_bos(test_ctx.vocab));
+        GGML_ASSERT(std::fabs(prob_sum - 1.0f) <= 1e-3f);
 
-    std::vector<llama_token> prompt_tokens(32);
-    int n_tokens = llama_tokenize(test_ctx.vocab, prompt.c_str(), prompt.length(),
-                                   prompt_tokens.data(), prompt_tokens.size(),
-                                   false, false);
-    for (int i = 0; i < n_tokens; i++) {
-        tokens.push_back(prompt_tokens[i]);
+        const float rnd = reference_dist(reference_rngs[seq_id]);
+        const float cumsum_sampled = cumsum_before + sampled_probs[backend_token];
+        GGML_ASSERT(rnd >= cumsum_before - 1e-4f);
+        GGML_ASSERT(rnd <= cumsum_sampled + 1e-4f);
     }
 
-    for (size_t i = 0; i < tokens.size(); i++) {
-        // set all tokens as output to trigger error
-        common_batch_add(batch, tokens[i], i, { seq_id }, true);
+    llama_batch_free(batch);
+
+    printf("backend multi-sequence multi-output dist test PASSED\n");
+}
+
+static void test_backend_multi_output_dist_transaction(const test_params & params) {
+    const llama_seq_id seq_id = 0;
+    const uint32_t seed = 95;
+    const llama_vocab * vocab = llama_model_get_vocab(params.model.get());
+
+    llama_sampler_ptr chain(llama_sampler_chain_init(llama_sampler_chain_default_params()));
+    llama_sampler_chain_add(chain.get(), llama_sampler_init_temp(10.0f));
+    llama_sampler_chain_add(chain.get(), llama_sampler_init_dist(seed));
+    std::vector<llama_sampler_seq_config> configs = {{ seq_id, chain.get() }};
+    test_context test_ctx(params, configs, 1, 3, 2, 3);
+
+    auto verify_random = [&](int32_t row, float rnd, bool accept = true) {
+        const llama_token token = accept ?
+            llama_sampler_sample(chain.get(), test_ctx.ctx.get(), row) :
+            llama_get_sampled_token_ith(test_ctx.ctx.get(), row);
+        const float * probs = llama_get_sampled_probs_ith(test_ctx.ctx.get(), row);
+
+        GGML_ASSERT(token >= 0 && token < llama_vocab_n_tokens(vocab));
+        GGML_ASSERT(probs != nullptr);
+
+        float cumsum_before = 0.0f;
+        for (llama_token i = 0; i < token; ++i) {
+            cumsum_before += probs[i];
+        }
+
+        const float cumsum_sampled = cumsum_before + probs[token];
+        GGML_ASSERT(rnd >= cumsum_before - 1e-4f);
+        GGML_ASSERT(rnd <= cumsum_sampled + 1e-4f);
+    };
+
+    std::mt19937 rng(seed);
+    std::uniform_real_distribution<double> dist(0.0, 1.0);
+    float randoms[3];
+    for (float & rnd : randoms) {
+        rnd = dist(rng);
     }
 
-    printf(">>> test_max_outputs expected error start:\n");
-    const int ret = llama_decode(test_ctx.ctx.get(), batch);
-    GGML_ASSERT(ret != 0 && "llama_decode should not succeed multiple outputs per sequence");
-    printf("<<< test_max_outputs expected error end.\n");
+    int32_t pos = 0;
+    auto decode = [&]() {
+        llama_batch batch = llama_batch_init(3, 0, 1);
+        for (int32_t i = 0; i < 3; ++i) {
+            common_batch_add(batch, llama_vocab_bos(vocab), pos++, { seq_id }, true);
+        }
+        GGML_ASSERT(llama_decode(test_ctx.ctx.get(), batch) == 0);
+        return batch;
+    };
+
+    llama_batch batch = decode();
+    verify_random(0, randoms[0], false);
     llama_batch_free(batch);
 
-    printf("backend max outputs test PASSED\n");
+    batch = decode();
+    verify_random(0, randoms[0]);
+    verify_random(1, randoms[1]);
+    llama_batch_free(batch);
+
+    batch = decode();
+    llama_sampler_ptr saved(llama_sampler_clone(chain.get()));
+    verify_random(0, randoms[2]);
+    llama_batch_free(batch);
+
+    llama_sampler_copy(saved.get(), chain.get());
+
+    batch = decode();
+    verify_random(0, randoms[2]);
+    llama_batch_free(batch);
+
+    printf("backend multi-output dist transaction test PASSED\n");
+}
+
+static void test_backend_multi_output_sampling_chain(const test_params & params) {
+    const llama_seq_id seq_id = 0;
+    const uint32_t seed = 88;
+    const float p = 0.9f;
+    const float temp = 0.8f;
+    const float cdf_epsilon = 1e-4f;
+    const llama_vocab * vocab = llama_model_get_vocab(params.model.get());
+    const int32_t n_vocab = llama_vocab_n_tokens(vocab);
+    const uint32_t k = std::min<uint32_t>(512, n_vocab);
+    const llama_logit_bias bias = { llama_vocab_bos(vocab), -0.1f };
+
+    auto make_filter_chain = [&]() {
+        llama_sampler_ptr result(llama_sampler_chain_init(llama_sampler_chain_default_params()));
+        llama_sampler_chain_add(result.get(), llama_sampler_init_logit_bias(n_vocab, 1, &bias));
+        llama_sampler_chain_add(result.get(), llama_sampler_init_top_k(k));
+        llama_sampler_chain_add(result.get(), llama_sampler_init_top_p(p, 1));
+        llama_sampler_chain_add(result.get(), llama_sampler_init_min_p(0.01f, 1));
+        llama_sampler_chain_add(result.get(), llama_sampler_init_temp(temp));
+        return result;
+    };
+
+    llama_sampler_ptr chain = make_filter_chain();
+    llama_sampler_chain_add(chain.get(), llama_sampler_init_dist(seed));
+    std::vector<llama_sampler_seq_config> configs = {{ seq_id, chain.get() }};
+    test_context test_ctx(params, configs, 1, 2, 2, 2);
+
+    std::vector<llama_sampler_seq_config> reference_configs;
+    test_context reference_ctx(params, reference_configs, 1, 2, 2);
+
+    llama_sampler_ptr reference_bias(llama_sampler_init_logit_bias(n_vocab, 1, &bias));
+    llama_sampler_ptr reference_top_k(llama_sampler_init_top_k(k));
+    llama_sampler_ptr reference_top_p(llama_sampler_init_top_p(p, 1));
+    llama_sampler_ptr reference_min_p(llama_sampler_init_min_p(0.01f, 1));
+    llama_sampler_ptr reference_temp(llama_sampler_init_temp(temp));
+    std::vector<llama_token_data> reference_data(n_vocab);
+
+    auto make_batch = [&](int32_t pos) {
+        llama_batch batch = llama_batch_init(2, 0, 1);
+        for (int i = 0; i < 2; ++i) {
+            common_batch_add(batch, llama_vocab_bos(vocab), pos + i, { seq_id }, true);
+        }
+        return batch;
+    };
+
+    llama_batch batch = make_batch(0);
+    GGML_ASSERT(llama_decode(test_ctx.ctx.get(), batch) == 0);
+    GGML_ASSERT(llama_decode(reference_ctx.ctx.get(), batch) == 0);
+
+    for (int i = 0; i < batch.n_tokens; ++i) {
+        const llama_token backend_token = llama_sampler_sample(chain.get(), test_ctx.ctx.get(), i);
+        const float * sampled_logits = llama_get_sampled_logits_ith(test_ctx.ctx.get(), i);
+        const float * sampled_probs = llama_get_sampled_probs_ith(test_ctx.ctx.get(), i);
+        const llama_token * sampled_candidates = llama_get_sampled_candidates_ith(test_ctx.ctx.get(), i);
+        const uint32_t n_logits = llama_get_sampled_logits_count_ith(test_ctx.ctx.get(), i);
+        const uint32_t n_probs = llama_get_sampled_probs_count_ith(test_ctx.ctx.get(), i);
+        const uint32_t n_candidates = llama_get_sampled_candidates_count_ith(test_ctx.ctx.get(), i);
+        const float * reference_logits = llama_get_logits_ith(reference_ctx.ctx.get(), i);
+
+        GGML_ASSERT(backend_token >= 0 && backend_token < n_vocab);
+        GGML_ASSERT(sampled_logits != nullptr);
+        GGML_ASSERT(sampled_probs != nullptr);
+        GGML_ASSERT(sampled_candidates != nullptr);
+        GGML_ASSERT(reference_logits != nullptr);
+        GGML_ASSERT(n_logits == k);
+        GGML_ASSERT(n_probs == n_logits);
+        GGML_ASSERT(n_candidates == n_logits);
+
+        for (llama_token token = 0; token < n_vocab; ++token) {
+            reference_data[token] = { token, reference_logits[token], 0.0f };
+        }
+
+        llama_token_data_array reference = {
+            /* .data     = */ reference_data.data(),
+            /* .size     = */ reference_data.size(),
+            /* .selected = */ LLAMA_TOKEN_NULL,
+            /* .sorted   = */ false,
+        };
+
+        llama_sampler_apply(reference_bias.get(), &reference);
+        llama_sampler_apply(reference_top_k.get(), &reference);
+        llama_sampler_apply(reference_top_p.get(), &reference);
+        GGML_ASSERT(reference.size > 0);
+
+        float cdf = 0.0f;
+        for (size_t j = 0; j < reference.size; ++j) {
+            cdf += reference.data[j].p;
+        }
+        const float cdf_before = cdf - reference.data[reference.size - 1].p;
+        const float boundary_distance = std::min(std::fabs(cdf_before - p), std::fabs(cdf - p));
+
+        llama_sampler_apply(reference_min_p.get(), &reference);
+        llama_sampler_apply(reference_temp.get(), &reference);
+
+        std::unordered_map<llama_token, float> reference_by_id;
+        for (size_t j = 0; j < reference.size; ++j) {
+            reference_by_id.emplace(reference.data[j].id, reference.data[j].logit);
+        }
+        size_t n_backend_only = 0;
+        int32_t sampled_index = -1;
+        float prob_sum = 0.0f;
+
+        for (uint32_t j = 0; j < n_logits; ++j) {
+            GGML_ASSERT(sampled_candidates[j] >= 0 && sampled_candidates[j] < n_vocab);
+            GGML_ASSERT(std::isfinite(sampled_probs[j]));
+            GGML_ASSERT(sampled_probs[j] >= 0.0f);
+            prob_sum += sampled_probs[j];
+
+            if (sampled_candidates[j] == backend_token) {
+                sampled_index = j;
+            }
+            if (!std::isfinite(sampled_logits[j])) {
+                GGML_ASSERT(std::isinf(sampled_logits[j]) && sampled_logits[j] < 0.0f);
+                GGML_ASSERT(sampled_probs[j] == 0.0f);
+                continue;
+            }
+
+            const auto match = reference_by_id.find(sampled_candidates[j]);
+            if (match == reference_by_id.end()) {
+                ++n_backend_only;
+                continue;
+            }
+
+            const float tolerance = 1e-4f * std::max(1.0f, std::fabs(match->second));
+            GGML_ASSERT(std::fabs(sampled_logits[j] - match->second) <= tolerance);
+            reference_by_id.erase(match);
+        }
+
+        const size_t n_reference_only = reference_by_id.size();
+
+        if (n_backend_only != 0 || n_reference_only != 0) {
+            GGML_ASSERT(n_backend_only <= 1);
+            GGML_ASSERT(n_reference_only <= 1);
+            GGML_ASSERT(boundary_distance <= cdf_epsilon);
+        }
+
+        GGML_ASSERT(sampled_index >= 0);
+        GGML_ASSERT(std::isfinite(sampled_logits[sampled_index]));
+        GGML_ASSERT(sampled_probs[sampled_index] > 0.0f);
+        GGML_ASSERT(std::fabs(prob_sum - 1.0f) <= 1e-3f);
+    }
+
+    llama_batch_free(batch);
+
+    batch = make_batch(2);
+    GGML_ASSERT(llama_decode(test_ctx.ctx.get(), batch) == 0);
+    llama_batch_free(batch);
+
+    printf("backend multi-output sampling chain test PASSED\n");
+}
+
+static void test_backend_multi_output_cpu_suffix(const test_params & params) {
+    const llama_seq_id seq_id = 0;
+    const int32_t k = 8;
+    const llama_vocab * vocab = llama_model_get_vocab(params.model.get());
+
+    auto make_chain = [&](test_single_output_backend_sampler ** sampler_ctx) {
+        llama_sampler_ptr result(llama_sampler_chain_init(llama_sampler_chain_default_params()));
+        llama_sampler_chain_add(result.get(), llama_sampler_init_top_k(k));
+        llama_sampler_chain_add(result.get(), test_single_output_backend_sampler_init(sampler_ctx));
+        llama_sampler_chain_add(result.get(), llama_sampler_init_dist(88));
+        return result;
+    };
+
+    {
+        test_single_output_backend_sampler * sampler_ctx = nullptr;
+        llama_sampler_ptr chain = make_chain(&sampler_ctx);
+        std::vector<llama_sampler_seq_config> configs = {{ seq_id, chain.get() }};
+        test_context test_ctx(params, configs, 1, 1, 0, 4);
+
+        llama_batch batch = llama_batch_init(1, 0, 1);
+        common_batch_add(batch, llama_vocab_bos(vocab), 0, { seq_id }, true);
+        GGML_ASSERT(llama_decode(test_ctx.ctx.get(), batch) == 0);
+
+        GGML_ASSERT(sampler_ctx->backend_initialized);
+        GGML_ASSERT(sampler_ctx->backend_outputs_max_per_seq == 1);
+        GGML_ASSERT(sampler_ctx->backend_apply_count > 0);
+        GGML_ASSERT(sampler_ctx->apply_count == 0);
+        GGML_ASSERT(llama_get_sampled_token_ith(test_ctx.ctx.get(), 0) != LLAMA_TOKEN_NULL);
+
+        llama_batch_free(batch);
+    }
+
+    {
+        test_single_output_backend_sampler * sampler_ctx = nullptr;
+        llama_sampler_ptr chain = make_chain(&sampler_ctx);
+        std::vector<llama_sampler_seq_config> configs = {{ seq_id, chain.get() }};
+        test_context test_ctx(params, configs, 1, 2, 0, 0);
+
+        llama_batch batch = llama_batch_init(2, 0, 1);
+        for (int i = 0; i < 2; ++i) {
+            common_batch_add(batch, llama_vocab_bos(vocab), i, { seq_id }, true);
+        }
+        GGML_ASSERT(llama_decode(test_ctx.ctx.get(), batch) == 0);
+
+        GGML_ASSERT(!sampler_ctx->backend_initialized);
+        GGML_ASSERT(sampler_ctx->backend_outputs_max_per_seq == 2);
+        GGML_ASSERT(sampler_ctx->backend_apply_count == 0);
+        for (int i = 0; i < batch.n_tokens; ++i) {
+            GGML_ASSERT(llama_get_sampled_token_ith(test_ctx.ctx.get(), i) == LLAMA_TOKEN_NULL);
+            GGML_ASSERT(llama_get_sampled_logits_count_ith(test_ctx.ctx.get(), i) == (uint32_t) k);
+            GGML_ASSERT(llama_get_sampled_candidates_count_ith(test_ctx.ctx.get(), i) == (uint32_t) k);
+            const llama_token token = llama_sampler_sample(chain.get(), test_ctx.ctx.get(), i);
+            GGML_ASSERT(token >= 0 && token < llama_vocab_n_tokens(vocab));
+        }
+        GGML_ASSERT(sampler_ctx->apply_count == batch.n_tokens);
+
+        llama_batch_free(batch);
+    }
+
+    printf("backend multi-output CPU suffix test PASSED\n");
 }
 
 struct backend_test_case {
@@ -1014,6 +2002,7 @@ struct backend_test_case {
 static const backend_test_case BACKEND_TESTS[] = {
     { "greedy",          test_backend_greedy_sampling,         true  },
     { "logit_bias",      test_backend_logit_bias_sampling,     true  },
+    { "penalties",       test_backend_penalties_sampling,      true  },
     { "temp",            test_backend_temp_sampling,           true  },
     { "temp_ext",        test_backend_temp_ext_sampling,       true  },
     { "top_k",           test_backend_top_k_sampling,          true  },
@@ -1021,7 +2010,11 @@ static const backend_test_case BACKEND_TESTS[] = {
     { "dist",            test_backend_dist_sampling,           true  },
     { "dist_and_cpu",    test_backend_dist_sampling_and_cpu,   true  },
     { "set_sampler",     test_backend_set_sampler,             true  },
-    { "max_outputs",     test_backend_max_outputs,             true  },
+    { "multi_output_limit",    test_backend_multi_output_limit,      true },
+    { "multi_sequence_multi_output_dist", test_backend_multi_sequence_multi_output_dist, true },
+    { "multi_output_dist_transaction", test_backend_multi_output_dist_transaction, true },
+    { "multi_output_sampling_chain", test_backend_multi_output_sampling_chain, true },
+    { "multi_output_cpu",      test_backend_multi_output_cpu_suffix, true },
     { "mixed",           test_backend_mixed_sampling,          true  },
     { "min_p",           test_backend_min_p_sampling,          true  },
     { "cpu_mixed",       test_backend_cpu_mixed_batch,         true  },
@@ -1106,9 +2099,20 @@ static std::vector<const backend_test_case *> collect_tests_to_run(const std::st
         }
     } else {
         for (const auto & test : BACKEND_TESTS) {
-            if (test.enabled_by_default) {
-                selected.push_back(&test);
+            if (!test.enabled_by_default) {
+                continue;
+            }
+#ifdef GGML_USE_HIP
+            // TODO: remove this when https://github.com/ggml-org/llama.cpp/pull/26592 is merged
+            if (test.name == "penalties" || test.name == "set_sampler" ||
+                test.name == "mixed"     || test.name == "top_p"       ||
+                test.name == "multi_output_sampling_chain" ||
+                test.name == "multi_output_cpu") {
+                fprintf(stderr, "Skipping test '%s' on HIP backend (no backend TOP_K support)\n", test.name.c_str());
+                continue;
             }
+#endif // GGML_USE_HIP
+            selected.push_back(&test);
         }
     }
 
diff --git a/tests/test-chat-auto-parser.cpp b/tests/test-chat-auto-parser.cpp
index 4218f8d57..f5cfa45b4 100644
--- a/tests/test-chat-auto-parser.cpp
+++ b/tests/test-chat-auto-parser.cpp
@@ -63,6 +63,7 @@ static void test_laguna_tool_format(testing & t);
 static void test_laguna_s_analysis(testing & t);
 static void test_laguna_s_reasoning_detection(testing & t);
 static void test_laguna_s_tool_format(testing & t);
+static void test_laguna_s_preserve_reasoning(testing & t);
 static void test_laguna_xs2_analysis(testing & t);
 static void test_laguna_xs2_reasoning_detection(testing & t);
 static void test_laguna_xs2_tool_format(testing & t);
@@ -1451,9 +1452,14 @@ static void test_laguna_s_tool_format(testing & t) {
     analysis.analyze_template(tmpl);
     t.assert_equal("Laguna-S(v8) arg_value_suffix should be '</arg_value>'", "</arg_value>", analysis.tools.arguments.value_suffix);
 }
+static void test_laguna_s_preserve_reasoning(testing & t) {
+    common_chat_template tmpl = load_laguna_s_template(t);
+    t.assert_true("Laguna-S(v8) supports preserving reasoning", tmpl.original_caps().supports_preserve_reasoning);
+}
 static void test_laguna_s_analysis(testing & t) {
     t.test("Laguna-S(v8) reasoning detection", test_laguna_s_reasoning_detection);
     t.test("Laguna-S(v8) tool format", test_laguna_s_tool_format);
+    t.test("Laguna-S(v8) preserve reasoning", test_laguna_s_preserve_reasoning);
 }
 
 static common_chat_template load_laguna_xs2_template(testing & t) {
diff --git a/tests/test-chat.cpp b/tests/test-chat.cpp
index 8d571d369..3cf81ca8e 100644
--- a/tests/test-chat.cpp
+++ b/tests/test-chat.cpp
@@ -3987,6 +3987,7 @@ static void test_template_output_peg_parsers(bool detailed_debug) {
             .expect_tool_calls({
                 { "special_function", R"({"arg1": 1})", {} },
             })
+            .expect_reconstruction()
             .run();
 
         // Tool call with negative number
@@ -4212,6 +4213,7 @@ static void test_template_output_peg_parsers(bool detailed_debug) {
             .expect_tool_calls({
                 { "special_function", R"({"arg1": 1})", {} },
             })
+            .expect_reconstruction()
             .run();
 
         // Tool call with multiple params (mixed types)
@@ -4268,6 +4270,24 @@ static void test_template_output_peg_parsers(bool detailed_debug) {
             .run();
     }
 
+    {
+        // The DSML separator belongs to the tool call block, not assistant content.
+        auto tst = peg_tester("models/templates/deepseek-ai-DeepSeek-V4-Flash-0731.jinja", detailed_debug);
+        tst.test(
+               "\n\n"
+               "<｜DSML｜tool_calls>\n"
+               "<｜DSML｜invoke name=\"special_function\">\n"
+               "<｜DSML｜parameter name=\"arg1\" string=\"false\">1</｜DSML｜parameter>\n"
+               "</｜DSML｜invoke>\n"
+               "</｜DSML｜tool_calls>")
+            .enable_thinking(false)
+            .reasoning_format(COMMON_REASONING_FORMAT_DEEPSEEK)
+            .tools({ special_function_tool })
+            .expect(message_assist_call)
+            .expect_reconstruction()
+            .run();
+    }
+
     // GLM-4.6 tests - format: <tool_call>function_name\n<arg_key>...</arg_key>\n<arg_value>...</arg_value>\n</tool_call>
     {
         auto tst = peg_tester("models/templates/GLM-4.6.jinja", detailed_debug);
@@ -5823,6 +5843,52 @@ static void test_template_output_peg_parsers(bool detailed_debug) {
             .run();
     }
 
+    // Muse Glimmer format tests
+    {
+        auto tst = peg_tester("models/templates/muse-glimmer.jinja", detailed_debug);
+
+        const std::string call_markup =
+            "<atem:function_calls>\n"
+            "<atem:invoke name=\"special_function\">\n"
+            "<atem:parameter name=\"arg1\">1</atem:parameter>\n"
+            "</atem:invoke>\n"
+            "</atem:function_calls>";
+
+        // A plain answer is unaffected
+        tst.test(" to=user<|message|>Hello, world!\nWhat's up?<|eot|>")
+            .reasoning_format(COMMON_REASONING_FORMAT_AUTO)
+            .expect(message_assist)
+            .run();
+
+        // "Inform then act": the model answers the user and calls a tool in ONE generation,
+        // closing the answer with <|eom|>. The answer must stop there rather than swallow it.
+        tst.test(" to=user<|message|>Hello, world!\nWhat's up?<|eom|>"
+                 "<|start|>assistant to=special_function<|message|>" +
+                 call_markup)
+            .tools({ special_function_tool })
+            .reasoning_format(COMMON_REASONING_FORMAT_AUTO)
+            .expect(message_with_content_and_tool_call("Hello, world!\nWhat's up?", "special_function",
+                                                       "{\"arg1\":1}"))
+            .run();
+
+        // Markup quoted in an answer has no preceding <|eom|>, so it stays content instead of
+        // becoming an invocation the user never asked for
+        tst.test(" to=user<|message|>You invoke it like this:\n" + call_markup + "<|eot|>")
+            .tools({ special_function_tool })
+            .reasoning_format(COMMON_REASONING_FORMAT_AUTO)
+            .expect_content("You invoke it like this:\n" + call_markup)
+            .run();
+
+        // Tool markup inside the analysis channel is reasoning, not a call
+        tst.test(" to=self<|message|>I could use " + call_markup + " here<|eom|>"
+                 "<|start|>assistant to=user<|message|>Hello!<|eot|>")
+            .tools({ special_function_tool })
+            .reasoning_format(COMMON_REASONING_FORMAT_AUTO)
+            .expect_reasoning("I could use " + call_markup + " here")
+            .expect_content("Hello!")
+            .run();
+    }
+
     // GPT-OSS format tests
     {
         auto tst = peg_tester("models/templates/openai-gpt-oss-120b.jinja", detailed_debug);
@@ -6359,6 +6425,7 @@ static void test_template_generation_prompt() {
         std::vector<common_chat_msg> messages;
         bool                         add_generation_prompt  = true;
         common_chat_continuation     continue_final_message = COMMON_CHAT_CONTINUATION_NONE;
+        bool                         enable_thinking        = true;
     };
 
     auto basic = [&]() {
@@ -6390,6 +6457,7 @@ static void test_template_generation_prompt() {
         inputs.messages               = opts.messages;
         inputs.add_generation_prompt  = opts.add_generation_prompt;
         inputs.continue_final_message = opts.continue_final_message;
+        inputs.enable_thinking        = opts.enable_thinking;
 
         auto params = common_chat_templates_apply(tmpls.get(), inputs);
 
@@ -6488,6 +6556,156 @@ static void test_template_generation_prompt() {
         check(tmpls, continuation_reasoning(), "<｜Assistant｜><think>I'm");
     }
 
+    const std::string deepseek_v4_reasoning_effort_max = "Reasoning Effort: Absolute maximum";
+    const std::string deepseek_v4_flash_0731_reasoning_effort_max = "Reasoning Effort: Beyond maximum";
+
+    {
+        auto tmpls = read_templates("models/templates/deepseek-ai-DeepSeek-V4.jinja");
+        check(tmpls, basic(),                  "<｜Assistant｜><think>");
+        check(tmpls, continuation_content(),   "<｜Assistant｜><think>I'm thinking</think>Hello, ");
+        check(tmpls, continuation_reasoning(), "<｜Assistant｜><think>I'm");
+
+        auto continuation_content_no_thinking = continuation_content();
+        continuation_content_no_thinking.messages = { system_msg, message_user, simple_assist_msg("Hello, ") };
+        continuation_content_no_thinking.enable_thinking = false;
+        check(tmpls, continuation_content_no_thinking, "<｜Assistant｜></think>Hello, ");
+
+        common_chat_templates_inputs max_inputs;
+        max_inputs.messages = { system_msg, message_user };
+        max_inputs.chat_template_kwargs["reasoning_effort"] = R"("max")";
+        auto max_params = common_chat_templates_apply(tmpls.get(), max_inputs);
+        assert_contains(max_params.prompt, deepseek_v4_reasoning_effort_max);
+
+        auto high_inputs = max_inputs;
+        high_inputs.chat_template_kwargs["reasoning_effort"] = R"("high")";
+        auto high_params = common_chat_templates_apply(tmpls.get(), high_inputs);
+        assert_not_contains(high_params.prompt, deepseek_v4_reasoning_effort_max);
+
+        auto low_inputs = max_inputs;
+        low_inputs.chat_template_kwargs["reasoning_effort"] = R"("low")";
+        auto low_params = common_chat_templates_apply(tmpls.get(), low_inputs);
+        assert_not_contains(low_params.prompt, deepseek_v4_reasoning_effort_max);
+
+        common_chat_templates_inputs default_effort_inputs;
+        default_effort_inputs.messages = { system_msg, message_user };
+        auto default_effort_params = common_chat_templates_apply(tmpls.get(), default_effort_inputs);
+        assert_not_contains(default_effort_params.prompt, deepseek_v4_reasoning_effort_max);
+
+        auto non_thinking_max_inputs = max_inputs;
+        non_thinking_max_inputs.enable_thinking = false;
+        auto non_thinking_max_params = common_chat_templates_apply(tmpls.get(), non_thinking_max_inputs);
+        assert_not_contains(non_thinking_max_params.prompt, deepseek_v4_reasoning_effort_max);
+
+        common_chat_templates_inputs response_format_inputs;
+        response_format_inputs.messages = { system_msg, message_user };
+        response_format_inputs.tools = { get_time_tool };
+        response_format_inputs.json_schema =
+            R"({"type":"object","properties":{"answer":{"type":"string"}}})";
+        auto response_format_params = common_chat_templates_apply(tmpls.get(), response_format_inputs);
+        const auto tools_pos = response_format_params.prompt.find("## Tools");
+        const auto response_format_pos = response_format_params.prompt.find(
+            "## Response Format:\n\nYou MUST strictly adhere to the following schema to reply:\n");
+        if (tools_pos == std::string::npos || response_format_pos == std::string::npos || tools_pos > response_format_pos) {
+            LOG_ERR("Expected response format after tools\nActual: %s\n", response_format_params.prompt.c_str());
+            common_log_flush(common_log_main());
+            throw std::runtime_error("Test failed");
+        }
+        assert_contains(response_format_params.prompt, R"("answer": {"type": "string"})");
+
+        response_format_inputs.json_schema = "{}";
+        auto json_object_params = common_chat_templates_apply(tmpls.get(), response_format_inputs);
+        assert_contains(json_object_params.prompt,
+                        "## Response Format:\n\nYou MUST strictly adhere to the following schema to reply:\n{}");
+
+        common_chat_msg assistant_history;
+        assistant_history.role              = "assistant";
+        assistant_history.content           = "Previous answer";
+        assistant_history.reasoning_content = "Previous reasoning";
+
+        common_chat_msg user_followup;
+        user_followup.role    = "user";
+        user_followup.content = "Follow up";
+
+        common_chat_templates_inputs default_history_inputs;
+        default_history_inputs.messages = { message_user, assistant_history, user_followup };
+        auto default_history_params = common_chat_templates_apply(tmpls.get(), default_history_inputs);
+        assert_contains(default_history_params.prompt, "<｜Assistant｜></think>Previous answer");
+
+        auto drop_thinking_inputs = default_history_inputs;
+        drop_thinking_inputs.chat_template_kwargs["drop_thinking"] = "false";
+        auto drop_thinking_params = common_chat_templates_apply(tmpls.get(), drop_thinking_inputs);
+        assert_contains(drop_thinking_params.prompt, "<｜Assistant｜><think>Previous reasoning</think>Previous answer");
+
+        auto preserve_reasoning_inputs = default_history_inputs;
+        preserve_reasoning_inputs.chat_template_kwargs["preserve_reasoning"] = "true";
+        auto preserve_reasoning_params = common_chat_templates_apply(tmpls.get(), preserve_reasoning_inputs);
+        assert_contains(preserve_reasoning_params.prompt, "<｜Assistant｜><think>Previous reasoning</think>Previous answer");
+        assert_equals(true, common_chat_templates_get_caps(tmpls.get()).at("supports_preserve_reasoning"));
+
+        auto no_preserve_reasoning_inputs = default_history_inputs;
+        no_preserve_reasoning_inputs.chat_template_kwargs["preserve_reasoning"] = "false";
+        auto no_preserve_reasoning_params = common_chat_templates_apply(tmpls.get(), no_preserve_reasoning_inputs);
+        assert_contains(no_preserve_reasoning_params.prompt, "<｜Assistant｜></think>Previous answer");
+
+        common_chat_msg empty_tool_call = simple_assist_msg("", "", "empty_args", "{}");
+        common_chat_templates_inputs empty_tool_inputs;
+        empty_tool_inputs.messages = { message_user, empty_tool_call };
+        empty_tool_inputs.tools    = { empty_args_tool };
+        auto empty_tool_params = common_chat_templates_apply(tmpls.get(), empty_tool_inputs);
+        assert_contains(empty_tool_params.prompt,
+                        "<｜DSML｜invoke name=\"empty_args\">\n\n</｜DSML｜invoke>");
+    }
+
+    {
+        auto tmpls = read_templates("models/templates/deepseek-ai-DeepSeek-V4-Flash-0731.jinja");
+        check(tmpls, basic(),                  "<｜Assistant｜><think>");
+        check(tmpls, continuation_content(),   "<｜Assistant｜><think>I'm thinking</think>Hello, ");
+        check(tmpls, continuation_reasoning(), "<｜Assistant｜><think>I'm");
+
+        auto continuation_content_no_thinking = continuation_content();
+        continuation_content_no_thinking.messages = { system_msg, message_user, simple_assist_msg("Hello, ") };
+        continuation_content_no_thinking.enable_thinking = false;
+        check(tmpls, continuation_content_no_thinking, "<｜Assistant｜></think>Hello, ");
+
+        common_chat_templates_inputs high_inputs;
+        high_inputs.messages = { system_msg, message_user };
+        high_inputs.chat_template_kwargs["reasoning_effort"] = R"("high")";
+        auto high_params = common_chat_templates_apply(tmpls.get(), high_inputs);
+        assert_contains(high_params.prompt, deepseek_v4_reasoning_effort_max);
+
+        auto max_inputs = high_inputs;
+        max_inputs.chat_template_kwargs["reasoning_effort"] = R"("max")";
+        auto max_params = common_chat_templates_apply(tmpls.get(), max_inputs);
+        assert_contains(max_params.prompt, deepseek_v4_flash_0731_reasoning_effort_max);
+
+        auto low_inputs = high_inputs;
+        low_inputs.chat_template_kwargs["reasoning_effort"] = R"("low")";
+        auto low_params = common_chat_templates_apply(tmpls.get(), low_inputs);
+        assert_not_contains(low_params.prompt, deepseek_v4_reasoning_effort_max);
+        assert_not_contains(low_params.prompt, deepseek_v4_flash_0731_reasoning_effort_max);
+
+        common_chat_templates_inputs default_effort_inputs;
+        default_effort_inputs.messages = { system_msg, message_user };
+        auto default_effort_params = common_chat_templates_apply(tmpls.get(), default_effort_inputs);
+        assert_not_contains(default_effort_params.prompt, deepseek_v4_reasoning_effort_max);
+        assert_not_contains(default_effort_params.prompt, deepseek_v4_flash_0731_reasoning_effort_max);
+
+        auto non_thinking_max_inputs = max_inputs;
+        non_thinking_max_inputs.enable_thinking = false;
+        auto non_thinking_max_params = common_chat_templates_apply(tmpls.get(), non_thinking_max_inputs);
+        assert_not_contains(non_thinking_max_params.prompt, deepseek_v4_flash_0731_reasoning_effort_max);
+
+        common_chat_templates_inputs response_format_inputs;
+        response_format_inputs.messages = { system_msg, message_user };
+        response_format_inputs.tools = { get_time_tool };
+        response_format_inputs.json_schema =
+            R"({"type":"object","properties":{"answer":{"type":"string"}}})";
+        auto response_format_params = common_chat_templates_apply(tmpls.get(), response_format_inputs);
+        assert_contains(response_format_params.prompt,
+                        "## Response Format:\n\nYou MUST strictly adhere to the following schema to reply:\n");
+        assert_contains(response_format_params.prompt, R"("answer": {"type": "string"})");
+    }
+
     {
         auto tmpls = read_templates("models/templates/openbmb-MiniCPM5-1B.jinja");
         check(tmpls, basic(),                  "<|im_start|>assistant\n<think>\n");
diff --git a/tests/test-grammar-parser.cpp b/tests/test-grammar-parser.cpp
index 6abc43461..2ddf25bb6 100644
--- a/tests/test-grammar-parser.cpp
+++ b/tests/test-grammar-parser.cpp
@@ -153,6 +153,53 @@ int main()
         root ::= "a"{,10}"
     )""");
 
+    verify_failure(R"""(
+        root ::= "a"{5000}
+    )""");
+
+    verify_failure(R"""(
+        root ::= "a"{5000,}
+    )""");
+
+    verify_failure(R"""(
+        root ::= "a"{5000,6000}
+    )""");
+
+    verify_parsing(R"""(
+        root ::= "a"{0,5000}
+    )""", {
+        {"root", 0},
+        {"root_1", 1},
+    }, {
+        // root (index 0)
+        {LLAMA_GRETYPE_RULE_REF, /* root_1 */ 1},
+        {LLAMA_GRETYPE_END, 0},
+        // root_1 (index 1)
+        {LLAMA_GRETYPE_CHAR, 'a'},
+        {LLAMA_GRETYPE_RULE_REF, /* root_1 */ 1},
+        {LLAMA_GRETYPE_ALT, 0},
+        {LLAMA_GRETYPE_END, 0},
+    });
+
+    verify_parsing(R"""(
+        root ::= "a"{3,5000}
+    )""", {
+        {"root", 0},
+        {"root_1", 1},
+    }, {
+        // root (index 0)
+        {LLAMA_GRETYPE_CHAR, 'a'},
+        {LLAMA_GRETYPE_CHAR, 'a'},
+        {LLAMA_GRETYPE_CHAR, 'a'},
+        {LLAMA_GRETYPE_RULE_REF, /* root_1 */ 1},
+        {LLAMA_GRETYPE_END, 0},
+        // root_1 (index 1)
+        {LLAMA_GRETYPE_CHAR, 'a'},
+        {LLAMA_GRETYPE_RULE_REF, /* root_1 */ 1},
+        {LLAMA_GRETYPE_ALT, 0},
+        {LLAMA_GRETYPE_END, 0},
+    });
+
     verify_parsing(R"""(
         root  ::= "a"
     )""", {
diff --git a/tests/test-llama-archs.cpp b/tests/test-llama-archs.cpp
index 4336e4e13..e900bdc0d 100644
--- a/tests/test-llama-archs.cpp
+++ b/tests/test-llama-archs.cpp
@@ -113,6 +113,8 @@ static gguf_context_ptr get_gguf_ctx(const llm_arch arch, const bool moe) {
         n_layer = 3;
     } else if (arch == LLM_ARCH_CHAMELEON) {
         n_vocab = 10240;
+    } else if (arch == LLM_ARCH_QWEN3TTS) {
+        n_vocab = 4096; // must be >= the hard-coded codec head size (3072)
     }
 
     const uint32_t n_embd_head = n_embd / n_head;
@@ -190,7 +192,7 @@ static gguf_context_ptr get_gguf_ctx(const llm_arch arch, const bool moe) {
         ms.add_kv(LLM_KV_ROPE_FREQ_BASE_SWA,              10000.0f);
         // SWA pattern: every 5th layer is full attention (matches E2B layer_types)
         ms.add_kv(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, uint32_t(5));
-    } else if (arch == LLM_ARCH_COHERE2MOE || arch == LLM_ARCH_MIMO2 || arch == LLM_ARCH_STEP35) {
+    } else if (arch == LLM_ARCH_COHERE2MOE || arch == LLM_ARCH_MIMO2 || arch == LLM_ARCH_STEP35 || arch == LLM_ARCH_MUSE_GLIMMER) {
         std::vector<uint32_t> pattern;
         pattern.reserve(n_layer);
         for (uint32_t il = 0; il < n_layer; il++) {
@@ -215,6 +217,7 @@ static gguf_context_ptr get_gguf_ctx(const llm_arch arch, const bool moe) {
 
     if (moe) {
         ms.add_kv(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, n_ff);
+        ms.add_kv(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, n_ff / 2);  // distinct from n_ff so a saver key-clobber surfaces on reload
         ms.add_kv(LLM_KV_INTERLEAVE_MOE_LAYER_STEP,  uint32_t(2));
         ms.add_kv(LLM_KV_EXPERT_COUNT,               uint32_t(2));
         ms.add_kv(LLM_KV_EXPERT_USED_COUNT,          uint32_t(1));
@@ -408,6 +411,9 @@ static bool arch_supported(const llm_arch arch) {
     if (arch == LLM_ARCH_GEMMA4 || arch == LLM_ARCH_GEMMA4_ASSISTANT) {
         return false; // FIXME @ngxson
     }
+    if (arch == LLM_ARCH_GRANITE_SWITCH) {
+        return false; // FIXME adapter fixture
+    }
     if (arch == LLM_ARCH_LLAMA_EMBED || arch == LLM_ARCH_GEMMA_EMBEDDING || arch == LLM_ARCH_T5ENCODER) {
         return false; // FIXME Embedding (?) models produce inconsistent results.
     }
@@ -430,11 +436,19 @@ static bool arch_supported(const llm_arch arch) {
 
     // FIXME: these hit scheduler/view-backed-output issues with WebGPU on CI.
 #ifdef GGML_USE_WEBGPU
-    if (arch == LLM_ARCH_DEEPSEEK32 || arch == LLM_ARCH_GLM_DSA || arch == LLM_ARCH_MINIMAX_M3) {
+    if (arch == LLM_ARCH_DEEPSEEK32 || arch == LLM_ARCH_GLM_DSA) {
         return false;
     }
 #endif // GGML_USE_WEBGPU
 
+    // FIXME: jamba produces incorrect output (~0.55 NMSE vs CPU) on the HIP
+    // backend on RDNA3.5 (gfx1151); the SSM kernels need investigation.
+#ifdef GGML_USE_HIP
+    if (arch == LLM_ARCH_JAMBA) {
+        return false;
+    }
+#endif // GGML_USE_HIP
+
     return true;
 }
 
diff --git a/tests/test-model-resolution.cpp b/tests/test-model-resolution.cpp
new file mode 100644
index 000000000..2437eeec6
--- /dev/null
+++ b/tests/test-model-resolution.cpp
@@ -0,0 +1,506 @@
+// tests the HF model resolution and the model handler assembly end-to-end on
+// synthetic repo listings: a local httplib server bound to the loopback
+// serves hardcoded HF API responses, so the real client, hf_cache, resolution
+// and CLI parsing run against them without external network access
+
+#include "arg.h"
+#include "common.h"
+#include "download.h"
+#include "http.h"
+#include "log.h"
+
+#include <nlohmann/json.hpp>
+
+#include <algorithm>
+#include <cstdio>
+#include <cstdlib>
+#include <filesystem>
+#include <map>
+#include <thread>
+#include <string>
+#include <vector>
+
+// the case and reordering being checked, printed with every failure
+static std::string g_context;
+
+// independent of NDEBUG, so the checks stay alive in Release builds
+#define REQUIRE(x) do {                                                         \
+    if (!(x)) {                                                                 \
+        fprintf(stderr, "%s:%d: [%s] REQUIRE(%s) failed\n",                     \
+                __FILE__, __LINE__, g_context.c_str(), #x);                     \
+        std::abort();                                                           \
+    }                                                                           \
+} while (0)
+
+#define REQUIRE_EQ(actual, expected) do {                                       \
+    if (!((actual) == (expected))) {                                            \
+        fprintf(stderr, "%s:%d: [%s] REQUIRE_EQ(%s, %s) failed\n  actual:   '%s'\n  expected: '%s'\n", \
+                __FILE__, __LINE__, g_context.c_str(), #actual, #expected,      \
+                std::string(actual).c_str(), std::string(expected).c_str());    \
+        std::abort();                                                           \
+    }                                                                           \
+} while (0)
+
+//
+// synthetic repos keyed by repo id, served over the loopback by a real
+// httplib server, so the tested code runs its own client and transport
+//
+
+static std::map<std::string, std::vector<std::string>> g_repos;
+
+static const char * COMMIT = "aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa";
+
+// the server lives in main, so its destructor runs before the static teardown
+// tears down the winsock state httplib brings in
+static void serve_repos(httplib::Server & server) {
+    server.Get(R"(/api/models/(.+)/refs)", [](const httplib::Request & req, httplib::Response & res) {
+        if (g_repos.count(req.matches[1])) {
+            res.set_content(nlohmann::json{{"branches", {{{"name", "main"}, {"targetCommit", COMMIT}}}}}.dump(),
+                            "application/json");
+        } else {
+            res.status = 404;
+        }
+    });
+    server.Get(R"(/api/models/(.+)/tree/.+)", [](const httplib::Request & req, httplib::Response & res) {
+        if (!g_repos.count(req.matches[1])) {
+            res.status = 404;
+            return;
+        }
+        auto files = nlohmann::json::array();
+        size_t i = 0;
+        for (const auto & p : g_repos[req.matches[1]]) {
+            char oid[41];
+            snprintf(oid, sizeof(oid), "%040lx", (unsigned long) ++i);
+            files.push_back({{"type", "file"}, {"path", p}, {"size", 1}, {"oid", oid}});
+        }
+        res.set_content(files.dump(), "application/json");
+    });
+}
+
+static common_params_model model_ref(const std::string & hf_repo, const std::string & hf_file = "") {
+    common_params_model m;
+    m.hf_repo = hf_repo;
+    m.hf_file = hf_file;
+    return m;
+}
+
+// the model cache is isolated under a temporary directory named after the
+// loopback port, so concurrent runs on a shared machine keep their own, and
+// the local path the handler wires for a file is snapshots/<commit>/<path>
+static std::filesystem::path cache_dir;
+
+static std::string cached(std::string repo_id, const std::string & path) {
+    string_replace_all(repo_id, "/", "--");
+    return (cache_dir / ("models--" + repo_id) / "snapshots" / COMMIT / path).string();
+}
+
+//
+// fixtures mimicking real repo layouts
+//
+
+// flat layout in the style of ggml-org/gemma-4-31B-it-GGUF
+static const std::vector<std::string> flat = {
+    "README.md",
+    "model-BF16.gguf",
+    "model-Q4_K_M.gguf",
+    "model-Q8_0.gguf",
+    "mmproj-model-BF16.gguf",
+    "mmproj-model-Q8_0.gguf",
+    "mtp-model-BF16.gguf",
+    "mtp-model-Q4_0.gguf",
+    "mtp-model-Q8_0.gguf",
+    "dflash-model-BF16.gguf",
+    "dflash-model-Q8_0.gguf",
+};
+
+// quants in subdirectories with sharded files and root sidecars,
+// in the style of stepfun-ai/Step-3.7-Flash-GGUF
+static const std::vector<std::string> subdir = {
+    "mmproj-model-f16.gguf",
+    "model-mtp-BF16.gguf",
+    "model-mtp-Q8_0.gguf",
+    "Q3_K_M/model-Q3_K_M-00001-of-00003.gguf",
+    "Q3_K_M/model-Q3_K_M-00002-of-00003.gguf",
+    "Q3_K_M/model-Q3_K_M-00003-of-00003.gguf",
+    "Q8_0/model-Q8_0-00001-of-00002.gguf",
+    "Q8_0/model-Q8_0-00002-of-00002.gguf",
+};
+
+// sidecar quants exist where the full model quant does not,
+// in the style of ggml-org/Qwen3.6-27B-GGUF
+static const std::vector<std::string> hole = {
+    "model-BF16.gguf",
+    "model-Q4_K_M.gguf",
+    "model-Q8_0.gguf",
+    "mtp-model-BF16.gguf",
+    "mtp-model-Q4_0.gguf",
+    "mtp-model-Q8_0.gguf",
+    "dflash-model-BF16.gguf",
+    "dflash-model-Q8_0.gguf",
+};
+
+// unsloth-style naming with UD quants and a suffix MTP file
+static const std::vector<std::string> unsloth = {
+    "model-UD-Q8_K_XL.gguf",
+    "mmproj-BF16.gguf",
+    "model-MTP-BF16.gguf",
+};
+
+// bartowski-style vendor prefix and mradermacher-style dot quant
+static const std::vector<std::string> vendors = {
+    "TheDrummer_Model-24B-v4.1-Q8_0.gguf",
+    "BlackSheep-24B.Q8_0.gguf",
+};
+
+// every speculative sidecar type at the same quant
+static const std::vector<std::string> quad = {
+    "model-Q8_0.gguf",
+    "mtp-model-Q8_0.gguf",
+    "dflash-model-Q8_0.gguf",
+    "eagle3-model-Q8_0.gguf",
+    "dspark-model-Q8_0.gguf",
+};
+
+static const std::vector<std::string> dflash_only = {
+    "model-Q8_0.gguf",
+    "dflash-model-Q8_0.gguf",
+};
+
+static const std::vector<std::string> eagle3_only = {
+    "model-Q8_0.gguf",
+    "eagle3-model-Q8_0.gguf",
+};
+
+// a single full quant with dspark sidecars at other quants,
+// in the style of ggml-org/DeepSeek-V4-Flash-0731-GGUF
+static const std::vector<std::string> spark = {
+    "README.md",
+    "model-MXFP4.gguf",
+    "dspark-model-BF16.gguf",
+    "dspark-model-MXFP4.gguf",
+};
+
+// dspark outranks dflash in the type auto-selection
+static const std::vector<std::string> dspark_dflash = {
+    "model-Q8_0.gguf",
+    "dflash-model-Q8_0.gguf",
+    "dspark-model-Q8_0.gguf",
+};
+
+//
+// table-driven plan resolution through the real entry point,
+// each case replayed on multiple deterministic reorderings of the listing,
+// except the cases whose pick legitimately depends on the listing order
+//
+
+struct plan_case {
+    const char * name;
+    const std::vector<std::string> files;
+    const char * hf_repo;
+    const char * hf_file;
+    bool sidecars;        // request mmproj + mtp + dflash + eagle3 + dspark
+    bool order_dependent; // the expected pick depends on the listing order
+    const char * primary;
+    std::vector<std::string> model_files;
+    const char * mmproj;
+    const char * mtp;
+    const char * dflash;
+    const char * eagle3;
+    const char * dspark;
+};
+
+static const plan_case plan_cases[] = {
+    // exact tag picks the matching primary, sidecars follow the tag
+    {"flat exact tag", flat, "test/repo:Q8_0", "", true, false,
+     "model-Q8_0.gguf", {"model-Q8_0.gguf"},
+     "mmproj-model-Q8_0.gguf", "mtp-model-Q8_0.gguf", "dflash-model-Q8_0.gguf", "", ""},
+
+    // no tag falls back to the default quant preference
+    {"flat default", flat, "test/repo", "", false, false,
+     "model-Q4_K_M.gguf", {"model-Q4_K_M.gguf"},
+     "", "", "", "", ""},
+
+    // no tag and no default match falls back to the first model in the listing
+    {"unsloth fallback", unsloth, "test/repo", "", true, true,
+     "model-UD-Q8_K_XL.gguf", {"model-UD-Q8_K_XL.gguf"},
+     "mmproj-BF16.gguf", "", "", "", ""},
+
+    // explicit hf_file picks that exact file
+    {"flat hf_file", flat, "test/repo", "model-BF16.gguf", false, false,
+     "model-BF16.gguf", {"model-BF16.gguf"},
+     "", "", "", "", ""},
+
+    // missing hf_file resolves nothing
+    {"flat missing hf_file", flat, "test/repo", "nope.gguf", false, false,
+     "", {},
+     "", "", "", "", ""},
+
+    // a sharded primary brings all its parts, a subdir primary finds the root sidecar
+    {"subdir shards", subdir, "test/repo:Q3_K_M", "", true, false,
+     "Q3_K_M/model-Q3_K_M-00001-of-00003.gguf",
+     {"Q3_K_M/model-Q3_K_M-00001-of-00003.gguf",
+      "Q3_K_M/model-Q3_K_M-00002-of-00003.gguf",
+      "Q3_K_M/model-Q3_K_M-00003-of-00003.gguf"},
+     "mmproj-model-f16.gguf", "model-mtp-Q8_0.gguf", "", "", ""},
+
+    // a tag with no matching full model still resolves the requested sidecars
+    {"hole tag sidecar", hole, "test/repo:Q4_0", "", true, false,
+     "", {},
+     "", "mtp-model-Q4_0.gguf", "dflash-model-Q8_0.gguf", "", ""},
+
+    // the same tag without a requested sidecar resolves nothing
+    {"hole tag alone", hole, "test/repo:Q4_0", "", false, false,
+     "", {},
+     "", "", "", "", ""},
+
+    // no tag anchors the sidecars on the primary quant
+    {"hole default anchor", hole, "test/repo", "", true, false,
+     "model-Q4_K_M.gguf", {"model-Q4_K_M.gguf"},
+     "", "mtp-model-Q4_0.gguf", "dflash-model-Q8_0.gguf", "", ""},
+
+    // the mtp- keyword is case sensitive, a suffix -MTP file is not discovered
+    {"unsloth suffix mtp", unsloth, "test/repo:Q8_K_XL", "", true, false,
+     "model-UD-Q8_K_XL.gguf", {"model-UD-Q8_K_XL.gguf"},
+     "mmproj-BF16.gguf", "", "", "", ""},
+
+    // vendor prefixes and the dot quant convention both match the tag,
+    // first match wins between two files at the same quant
+    {"vendor prefix", vendors, "test/repo:Q8_0", "", false, true,
+     "TheDrummer_Model-24B-v4.1-Q8_0.gguf", {"TheDrummer_Model-24B-v4.1-Q8_0.gguf"},
+     "", "", "", "", ""},
+
+    // every sidecar type resolves at the tag
+    {"quad exact tag", quad, "test/repo:Q8_0", "", true, false,
+     "model-Q8_0.gguf", {"model-Q8_0.gguf"},
+     "", "mtp-model-Q8_0.gguf", "dflash-model-Q8_0.gguf", "eagle3-model-Q8_0.gguf", "dspark-model-Q8_0.gguf"},
+
+    // no tag anchors the dspark sidecar on the only full quant
+    {"spark default anchor", spark, "test/repo", "", true, false,
+     "model-MXFP4.gguf", {"model-MXFP4.gguf"},
+     "", "", "", "", "dspark-model-MXFP4.gguf"},
+
+    // a tag with no matching full model still resolves the exact dspark sidecar
+    {"spark tag sidecar", spark, "test/repo:BF16", "", true, false,
+     "", {},
+     "", "", "", "", "dspark-model-BF16.gguf"},
+};
+
+static void check_plan(const plan_case & c) {
+    common_download_opts opts;
+    opts.download_mmproj = c.sidecars;
+    opts.download_mtp    = c.sidecars;
+    opts.download_dflash = c.sidecars;
+    opts.download_eagle3 = c.sidecars;
+    opts.download_dspark = c.sidecars;
+
+    auto plan = common_download_get_hf_plan(model_ref(c.hf_repo, c.hf_file), opts);
+
+    REQUIRE_EQ(plan.primary.path, c.primary);
+    REQUIRE_EQ(plan.mmproj.path,  c.mmproj);
+    REQUIRE_EQ(plan.mtp.path,     c.mtp);
+    REQUIRE_EQ(plan.dflash.path,  c.dflash);
+    REQUIRE_EQ(plan.eagle3.path,  c.eagle3);
+    REQUIRE_EQ(plan.dspark.path,  c.dspark);
+
+    // exact shard set, order insensitive; the primary must be the first split
+    std::vector<std::string> actual;
+    for (const auto & f : plan.model_files) {
+        actual.push_back(f.path);
+    }
+    std::sort(actual.begin(), actual.end());
+    auto expected = c.model_files;
+    std::sort(expected.begin(), expected.end());
+    REQUIRE(actual == expected);
+    if (!expected.empty()) {
+        REQUIRE(plan.primary.path == expected.front());
+    }
+}
+
+static void test_plan_resolution() {
+    printf("test-model-resolution: plan resolution on %zu cases\n", sizeof(plan_cases) / sizeof(plan_cases[0]));
+
+    for (const auto & c : plan_cases) {
+        printf("  %s\n", c.name);
+        // invariant: the resolution is insensitive to the listing order
+        for (size_t rot = 0; rot < c.files.size(); ++rot) {
+            if (c.order_dependent && rot > 0) {
+                continue;
+            }
+            g_context = std::string(c.name) + ", reordering " + std::to_string(rot);
+            auto files = c.files;
+            std::rotate(files.begin(), files.begin() + rot, files.end());
+            if (rot % 2 == 1) {
+                std::reverse(files.begin(), files.end());
+            }
+            g_repos["test/repo"] = files;
+            check_plan(c);
+        }
+    }
+    g_repos.clear();
+}
+
+//
+// end-to-end assembly: real CLI parsing, real handler init resolving over the
+// loopback, downloads skipped by flipping offline before apply
+//
+
+static void assemble(std::vector<std::string> argv, common_params & params) {
+    std::vector<char *> cargv;
+    g_context.clear();
+    for (auto & a : argv) {
+        g_context += g_context.empty() ? a : " " + a;
+        cargv.push_back(a.data());
+    }
+    bool ok = common_params_parse((int) cargv.size(), cargv.data(), params, LLAMA_EXAMPLE_SERVER);
+    REQUIRE(ok);
+
+    auto handler = common_models_handler_init(params, LLAMA_EXAMPLE_SERVER);
+
+    // skip the network execution, on_done still wires the params
+    params.offline = true;
+    common_models_handler_apply(handler, params);
+}
+
+static void test_task_assembly() {
+    printf("test-model-resolution: end-to-end assembly\n");
+
+    g_repos["test/main"]   = flat;
+    g_repos["test/hole"]   = hole;
+    g_repos["test/quad"]   = quad;
+    g_repos["test/dflash"] = dflash_only;
+    g_repos["test/eagle3"] = eagle3_only;
+    g_repos["test/spark"]  = spark;
+    g_repos["test/pair"]   = dspark_dflash;
+    g_repos["test/small"]  = {"draft-model-Q4_K_M.gguf"};
+    g_repos["test/preset"] = {"preset.ini", "model-Q8_0.gguf"};
+
+    {
+        // plain -hf wires the model and its mmproj, nothing speculative
+        common_params params;
+        assemble({"server", "-hf", "test/main:Q8_0"}, params);
+        REQUIRE_EQ(params.model.path,  cached("test/main", "model-Q8_0.gguf"));
+        REQUIRE_EQ(params.mmproj.path, cached("test/main", "mmproj-model-Q8_0.gguf"));
+        REQUIRE(params.speculative.draft.mparams.path.empty());
+    }
+    {
+        // --no-mmproj disables the mmproj discovery
+        common_params params;
+        assemble({"server", "-hf", "test/main:Q8_0", "--no-mmproj"}, params);
+        REQUIRE(params.mmproj.path.empty());
+    }
+    {
+        // an explicit --mmproj wins over the discovery
+        common_params params;
+        assemble({"server", "-hf", "test/main:Q8_0", "--mmproj", "/local/mmproj.gguf"}, params);
+        REQUIRE(params.mmproj.path == "/local/mmproj.gguf");
+    }
+    {
+        // -hf with a spec type wires the sidecar of the main repo as fallback draft
+        common_params params;
+        assemble({"server", "-hf", "test/main:Q8_0", "--spec-type", "draft-mtp"}, params);
+        REQUIRE_EQ(params.speculative.draft.mparams.path, cached("test/main", "mtp-model-Q8_0.gguf"));
+    }
+    {
+        // -hfd with a spec type wires the draft repo sidecar at its tag,
+        // not its full model, and suppresses the main repo fallback
+        common_params params;
+        assemble({"server", "-hf", "test/hole:Q8_0", "-hfd", "test/hole:Q4_0", "--spec-type", "draft-mtp"}, params);
+        REQUIRE_EQ(params.speculative.draft.mparams.path, cached("test/hole", "mtp-model-Q4_0.gguf"));
+    }
+    {
+        // an explicit -md file wins over the sidecar resolution
+        common_params params;
+        assemble({"server", "-hf", "test/main:Q8_0", "-hfd", "test/main", "-md", "mtp-model-BF16.gguf", "--spec-type", "draft-mtp"}, params);
+        REQUIRE_EQ(params.speculative.draft.mparams.path, cached("test/main", "mtp-model-BF16.gguf"));
+    }
+    {
+        // -hfd without a spec type auto-selects the type, mtp first when all ship
+        common_params params;
+        assemble({"server", "-hf", "test/main:Q8_0", "-hfd", "test/quad:Q8_0"}, params);
+        REQUIRE(params.speculative.types == std::vector<enum common_speculative_type>{COMMON_SPECULATIVE_TYPE_DRAFT_MTP});
+        REQUIRE_EQ(params.speculative.draft.mparams.path, cached("test/quad", "mtp-model-Q8_0.gguf"));
+    }
+    {
+        // auto-selection with only a dflash sidecar
+        common_params params;
+        assemble({"server", "-hf", "test/main:Q8_0", "-hfd", "test/dflash:Q8_0"}, params);
+        REQUIRE(params.speculative.types == std::vector<enum common_speculative_type>{COMMON_SPECULATIVE_TYPE_DRAFT_DFLASH});
+        REQUIRE_EQ(params.speculative.draft.mparams.path, cached("test/dflash", "dflash-model-Q8_0.gguf"));
+    }
+    {
+        // auto-selection with only an eagle3 sidecar
+        common_params params;
+        assemble({"server", "-hf", "test/main:Q8_0", "-hfd", "test/eagle3:Q8_0"}, params);
+        REQUIRE(params.speculative.types == std::vector<enum common_speculative_type>{COMMON_SPECULATIVE_TYPE_DRAFT_EAGLE3});
+        REQUIRE_EQ(params.speculative.draft.mparams.path, cached("test/eagle3", "eagle3-model-Q8_0.gguf"));
+    }
+    {
+        // auto-selection prefers dspark over dflash when both ship
+        common_params params;
+        assemble({"server", "-hf", "test/main:Q8_0", "-hfd", "test/pair:Q8_0"}, params);
+        REQUIRE(params.speculative.types == std::vector<enum common_speculative_type>{COMMON_SPECULATIVE_TYPE_DRAFT_DSPARK});
+        REQUIRE_EQ(params.speculative.draft.mparams.path, cached("test/pair", "dspark-model-Q8_0.gguf"));
+    }
+    {
+        // -hf with the dspark spec type wires the sidecar of the main repo,
+        // anchored on the only full quant
+        common_params params;
+        assemble({"server", "-hf", "test/spark", "--spec-type", "draft-dspark"}, params);
+        REQUIRE_EQ(params.model.path, cached("test/spark", "model-MXFP4.gguf"));
+        REQUIRE_EQ(params.speculative.draft.mparams.path, cached("test/spark", "dspark-model-MXFP4.gguf"));
+    }
+    {
+        // -hfd on a repo without sidecars keeps resolving a full model as draft
+        common_params params;
+        assemble({"server", "-hf", "test/main:Q8_0", "-hfd", "test/small"}, params);
+        REQUIRE(params.speculative.types == std::vector<enum common_speculative_type>{COMMON_SPECULATIVE_TYPE_NONE});
+        REQUIRE_EQ(params.speculative.draft.mparams.path, cached("test/small", "draft-model-Q4_K_M.gguf"));
+    }
+    {
+        // a preset repo wires the preset and clears the model for router mode
+        common_params params;
+        assemble({"server", "-hf", "test/preset"}, params);
+        REQUIRE_EQ(params.models_preset, cached("test/preset", "preset.ini"));
+        REQUIRE(params.model.path.empty());
+        REQUIRE(params.model.hf_repo.empty());
+    }
+
+    g_repos.clear();
+}
+
+int main(void) {
+    // unbuffered, so a crash cannot swallow the reports already printed
+    setvbuf(stdout, nullptr, _IONBF, 0);
+    setvbuf(stderr, nullptr, _IONBF, 0);
+
+    // the negative cases legitimately log errors on every reordering,
+    // keep the output down to the reports
+    common_log_pause(common_log_main());
+
+    // the loopback endpoint also keeps the client init from rejecting
+    // https on the builds without TLS support
+    httplib::Server server;
+    serve_repos(server);
+    int port = server.bind_to_any_port("127.0.0.1");
+
+    // isolate the cache, its location is read once so it is set
+    // before anything else
+    cache_dir = std::filesystem::temp_directory_path() /
+                ("test-model-resolution-cache-" + std::to_string(port));
+    std::filesystem::remove_all(cache_dir);
+    common_set_env("LLAMA_CACHE", cache_dir.string());
+
+    std::thread server_thread([&server] { server.listen_after_bind(); });
+    server.wait_until_ready();
+    common_set_env("MODEL_ENDPOINT", "http://127.0.0.1:" + std::to_string(port) + "/");
+
+    test_plan_resolution();
+    test_task_assembly();
+
+    server.stop();
+    server_thread.join();
+
+    std::filesystem::remove_all(cache_dir);
+    printf("test-model-resolution: all tests OK\n");
+    return 0;
+}
diff --git a/tests/test-mtmd-c-api.c b/tests/test-mtmd-c-api.c
index 46a038f4a..970d8a600 100644
--- a/tests/test-mtmd-c-api.c
+++ b/tests/test-mtmd-c-api.c
@@ -1,4 +1,6 @@
 #include <stdio.h>
+#include <stdlib.h>
+#include <string.h>
 #include <assert.h>
 
 #include "mtmd.h"
@@ -62,6 +64,72 @@ int main(void) {
         }
     }
 
+    // test chunk save/load round-trip
+    for (size_t i = 0; i < n_chunks; i++) {
+        const mtmd_input_chunk * chunk = mtmd_input_chunks_get(chunks, i);
+        assert(chunk != NULL);
+        enum mtmd_input_chunk_type type = mtmd_input_chunk_get_type(chunk);
+
+        // query the required buffer size (out_buf == NULL)
+        size_t expected_len = 0;
+        int32_t rc = mtmd_input_chunk_save(chunk, NULL, 0, &expected_len);
+        printf("    Chunk %zu: save query rc = %d, expected_len = %zu\n", i, rc, expected_len);
+        assert(rc == 0);
+        assert(expected_len > 0);
+
+        // saving into a too-small buffer must fail, not crash
+        char tiny_buf[1];
+        rc = mtmd_input_chunk_save(chunk, tiny_buf, sizeof(tiny_buf), NULL);
+        printf("    Chunk %zu: save into too-small buffer rc = %d (expect non-zero)\n", i, rc);
+        assert(rc != 0);
+
+        // save into a properly-sized buffer
+        char * buf = (char *) malloc(expected_len);
+        assert(buf != NULL);
+        rc = mtmd_input_chunk_save(chunk, buf, expected_len, NULL);
+        assert(rc == 0);
+
+        // loading from a truncated buffer must fail gracefully, not crash
+        if (expected_len > 1) {
+            mtmd_input_chunk * bad = mtmd_input_chunk_load(buf, expected_len - 1);
+            printf("    Chunk %zu: load from truncated buffer = %p (expect NULL)\n", i, (void *) bad);
+            assert(bad == NULL);
+        }
+
+        // load it back
+        mtmd_input_chunk * loaded = mtmd_input_chunk_load(buf, expected_len);
+        assert(loaded != NULL);
+
+        // metadata must match the original chunk
+        assert(mtmd_input_chunk_get_type(loaded) == type);
+        assert(mtmd_input_chunk_get_n_tokens(loaded) == mtmd_input_chunk_get_n_tokens(chunk));
+        assert(mtmd_input_chunk_get_n_pos(loaded) == mtmd_input_chunk_get_n_pos(chunk));
+
+        if (type == MTMD_INPUT_CHUNK_TYPE_TEXT) {
+            size_t n_tok_orig, n_tok_loaded;
+            const llama_token * tok_orig   = mtmd_input_chunk_get_tokens_text(chunk, &n_tok_orig);
+            const llama_token * tok_loaded = mtmd_input_chunk_get_tokens_text(loaded, &n_tok_loaded);
+            printf("    Chunk %zu: loaded %zu text tokens (orig %zu), first token %d (orig %d)\n",
+                i, n_tok_loaded, n_tok_orig,
+                n_tok_loaded > 0 ? tok_loaded[0] : -1,
+                n_tok_orig   > 0 ? tok_orig[0]   : -1);
+            assert(n_tok_orig == n_tok_loaded);
+            for (size_t j = 0; j < n_tok_orig; j++) {
+                assert(tok_orig[j] == tok_loaded[j]);
+            }
+        } else if (type == MTMD_INPUT_CHUNK_TYPE_IMAGE || type == MTMD_INPUT_CHUNK_TYPE_AUDIO) {
+            const char * id_orig   = mtmd_input_chunk_get_id(chunk);
+            const char * id_loaded = mtmd_input_chunk_get_id(loaded);
+            printf("    Chunk %zu: loaded id '%s' (orig '%s')\n", i, id_loaded, id_orig);
+            assert(id_orig != NULL && id_loaded != NULL);
+            assert(strcmp(id_orig, id_loaded) == 0);
+        }
+
+        mtmd_input_chunk_free(loaded);
+        free(buf);
+    }
+    printf("Chunk save/load round-trip OK\n");
+
     // Free the chunks
     mtmd_input_chunks_free(chunks);
 
diff --git a/tests/test-sampling.cpp b/tests/test-sampling.cpp
index 2aecff90e..d727ab632 100644
--- a/tests/test-sampling.cpp
+++ b/tests/test-sampling.cpp
@@ -10,7 +10,7 @@
 #include <string>
 #include <vector>
 
-extern struct llama_sampler * llama_sampler_init_dry_testing(int32_t context_size, float dry_multiplier, float dry_base, int32_t dry_allowed_length, int32_t dry_penalty_last_n, const std::vector<std::vector<llama_token>>& seq_breakers);
+extern struct llama_sampler * llama_sampler_init_dry_testing(float dry_multiplier, float dry_base, int32_t dry_allowed_length, int32_t dry_penalty_last_n, const std::vector<std::vector<llama_token>>& seq_breakers);
 
 static void dump(const llama_token_data_array * cur_p) {
     for (size_t i = 0; i < cur_p->size; i++) {
@@ -61,6 +61,35 @@ private:
     std::vector<llama_token_data> cur;
 };
 
+static llama_token sample_dist(llama_sampler * sampler, const std::vector<float> & logits) {
+    std::vector<llama_token_data> cur;
+    for (llama_token token_id = 0; token_id < (llama_token) logits.size(); ++token_id) {
+        cur.push_back({ token_id, logits[token_id], 0.0f });
+    }
+
+    llama_token_data_array cur_p = { cur.data(), cur.size(), -1, false };
+    llama_sampler_apply(sampler, &cur_p);
+    GGML_ASSERT(cur_p.selected >= 0);
+    GGML_ASSERT((size_t) cur_p.selected < cur_p.size);
+    return cur_p.data[cur_p.selected].id;
+}
+
+static void test_dist_singleton_rng() {
+    llama_sampler * singleton = llama_sampler_init_dist(4242);
+    llama_sampler * control   = llama_sampler_init_dist(4242);
+
+    sample_dist(singleton, { 0.0f });
+    sample_dist(control,   { 0.0f, 0.0f });
+
+    const std::vector<float> logits(256, 0.0f);
+    for (int i = 0; i < 4; ++i) {
+        GGML_ASSERT(sample_dist(singleton, logits) == sample_dist(control, logits));
+    }
+
+    llama_sampler_free(singleton);
+    llama_sampler_free(control);
+}
+
 static void test_temp(const std::vector<float> & probs, const std::vector<float> & probs_expected, float temp) {
     sampler_tester tester(probs, probs_expected);
 
@@ -144,7 +173,7 @@ static void test_penalties(
 
     sampler_tester tester(probs, probs_expected);
 
-    auto * sampler = llama_sampler_init_penalties(last_tokens.size(), repeat_penalty, alpha_frequency, alpha_presence);
+    auto * sampler = llama_sampler_init_penalties((int32_t) probs.size(), (int32_t) last_tokens.size(), repeat_penalty, alpha_frequency, alpha_presence);
 
     for (size_t i = 0; i < last_tokens.size(); i++) {
         llama_sampler_accept(sampler, last_tokens[i]);
@@ -168,7 +197,7 @@ static void test_dry(
 
     sampler_tester tester(probs, expected_probs);
 
-    auto * sampler = llama_sampler_init_dry_testing(1024, dry_multiplier, dry_base, dry_allowed_length, dry_penalty_last_n, seq_breakers);
+    auto * sampler = llama_sampler_init_dry_testing(dry_multiplier, dry_base, dry_allowed_length, dry_penalty_last_n, seq_breakers);
 
     for (size_t i = 0; i < last_tokens.size(); i++) {
         llama_sampler_accept(sampler, last_tokens[i]);
@@ -308,6 +337,8 @@ static void test_perf() {
 int main(void) {
     ggml_time_init();
 
+    test_dist_singleton_rng();
+
     test_temp({0.1f, 0.2f, 0.3f, 0.4f}, {0.1f, 0.2f, 0.3f, 0.4f}, 1.0f);
     test_temp({0.1f, 0.2f, 0.3f, 0.4f}, {0.0f, 0.0f, 0.0f, 1.0f}, 0.0f);
 
diff --git a/tools/cli/README.md b/tools/cli/README.md
index bcddd0570..880c4a540 100644
--- a/tools/cli/README.md
+++ b/tools/cli/README.md
@@ -58,7 +58,7 @@
 | `--mlock` | DEPRECATED in favor of `--load-mode`: force system to keep model in RAM rather than swapping or compressing<br/>(env: LLAMA_ARG_MLOCK) |
 | `--mmap, --no-mmap` | DEPRECATED in favor of `--load-mode`: whether to memory-map model. (if mmap disabled, slower load but may reduce pageouts if not using mlock)<br/>(env: LLAMA_ARG_MMAP) |
 | `-dio, --direct-io, -ndio, --no-direct-io` | DEPRECATED in favor of `--load-mode`: use DirectIO if available<br/>(env: LLAMA_ARG_DIO) |
-| `-lm, --load-mode MODE` | model loading mode (default: mmap)<br/>- none: no special loading mode<br/>- mmap: memory-map model (if mmap disabled, slower load but may reduce pageouts if not using mlock)<br/>- mlock: force system to keep model in RAM rather than swapping or compressing<br/>- mmap+mlock: mmap + force system to keep model in RAM rather than swapping or compressing<br/>- dio: use DirectIO if available<br/><br/>(env: LLAMA_ARG_LOAD_MODE) |
+| `-lm, --load-mode MODE` | model loading mode (default: auto)<br/>- auto: mmap, unless a device does not support it<br/>- none: no special loading mode<br/>- mmap: memory-map model (if mmap disabled, slower load but may reduce pageouts if not using mlock)<br/>- mlock: force system to keep model in RAM rather than swapping or compressing<br/>- mmap+mlock: mmap + force system to keep model in RAM rather than swapping or compressing<br/>- dio: use DirectIO if available<br/><br/>(env: LLAMA_ARG_LOAD_MODE) |
 | `--numa TYPE` | attempt optimizations that help on some NUMA systems<br/>- distribute: spread execution evenly over all nodes<br/>- isolate: only spawn threads on CPUs on the node that execution started on<br/>- numactl: use the CPU map provided by numactl<br/>if run without this previously, it is recommended to drop the system page cache before using this<br/>see https://github.com/ggml-org/llama.cpp/issues/1437<br/>(env: LLAMA_ARG_NUMA) |
 | `-dev, --device <dev1,dev2,..>` | comma-separated list of devices to use for offloading (none = don't offload)<br/>use --list-devices to see a list of available devices<br/>(env: LLAMA_ARG_DEVICE) |
 | `--list-devices` | print list of available devices and exit |
@@ -85,8 +85,6 @@
 | `-dr, --docker-repo [<repo>/]<model>[:quant]` | Docker Hub model repository. repo is optional, default to ai/. quant is optional, default to :latest.<br/>example: gemma3<br/>(default: unused)<br/>(env: LLAMA_ARG_DOCKER_REPO) |
 | `-hf, -hfr, --hf-repo <user>/<model>[:quant]` | Hugging Face model repository; quant is optional, case-insensitive, default to Q4_K_M, or falls back to the first file in the repo if Q4_K_M doesn't exist.<br/>mmproj is also downloaded automatically if available. to disable, add --no-mmproj<br/>example: ggml-org/GLM-4.7-Flash-GGUF:Q4_K_M<br/>(default: unused)<br/>(env: LLAMA_ARG_HF_REPO) |
 | `-hff, --hf-file FILE` | Hugging Face model file. If specified, it will override the quant in --hf-repo (default: unused)<br/>(env: LLAMA_ARG_HF_FILE) |
-| `-hfv, -hfrv, --hf-repo-v <user>/<model>[:quant]` | Hugging Face model repository for the vocoder model (default: unused)<br/>(env: LLAMA_ARG_HF_REPO_V) |
-| `-hffv, --hf-file-v FILE` | Hugging Face model file for the vocoder model (default: unused)<br/>(env: LLAMA_ARG_HF_FILE_V) |
 | `-hft, --hf-token TOKEN` | Hugging Face access token (default: value from HF_TOKEN environment variable)<br/>(env: HF_TOKEN) |
 | `--log-disable` | Log disable |
 | `--log-file FNAME` | Log to file<br/>(env: LLAMA_ARG_LOG_FILE) |
@@ -116,14 +114,14 @@
 | `--xtc-probability N` | xtc probability (default: 0.00, 0.0 = disabled) |
 | `--xtc-threshold N` | xtc threshold (default: 0.10, 1.0 = disabled) |
 | `--typical, --typical-p N` | locally typical sampling, parameter p (default: 1.00, 1.0 = disabled) |
-| `--repeat-last-n N` | last n tokens to consider for penalize (default: 64, 0 = disabled, -1 = ctx_size) |
+| `--repeat-last-n N` | last n tokens to consider for penalize (default: 64, 0 = disabled) |
 | `--repeat-penalty N` | penalize repeat sequence of tokens (default: 1.00, 1.0 = disabled) |
 | `--presence-penalty N` | repeat alpha presence penalty (default: 0.00, 0.0 = disabled) |
 | `--frequency-penalty N` | repeat alpha frequency penalty (default: 0.00, 0.0 = disabled) |
 | `--dry-multiplier N` | set DRY sampling multiplier (default: 0.00, 0.0 = disabled) |
 | `--dry-base N` | set DRY sampling base value (default: 1.75) |
 | `--dry-allowed-length N` | set allowed length for DRY sampling (default: 2) |
-| `--dry-penalty-last-n N` | set DRY penalty for the last n tokens (default: -1, 0 = disable, -1 = context size) |
+| `--dry-penalty-last-n N` | set DRY penalty for the last n tokens (default: 64, 0 = disable) |
 | `--dry-sequence-breaker STRING` | add sequence breaker for DRY sampling, clearing out default breakers ('\n', ':', '"', '*') in the process; use "none" to not use any sequence breakers |
 | `--adaptive-target N` | adaptive-p: select tokens near this probability (valid range 0.0 to 1.0; negative = disabled) (default: -1.00)<br/>[(more info)](https://github.com/ggml-org/llama.cpp/pull/17927) |
 | `--adaptive-decay N` | adaptive-p: decay rate for target adaptation over time. lower values are more reactive, higher values are more stable.<br/>(valid range 0.0 to 0.99) (default: 0.90) |
diff --git a/tools/completion/README.md b/tools/completion/README.md
index bce71d68d..c2e52ac06 100644
--- a/tools/completion/README.md
+++ b/tools/completion/README.md
@@ -141,7 +141,7 @@ llama-completion.exe -m models\gemma-1.1-7b-it.Q4_K_M.gguf --ignore-eos -n -1
 | `--mlock` | DEPRECATED in favor of `--load-mode`: force system to keep model in RAM rather than swapping or compressing<br/>(env: LLAMA_ARG_MLOCK) |
 | `--mmap, --no-mmap` | DEPRECATED in favor of `--load-mode`: whether to memory-map model. (if mmap disabled, slower load but may reduce pageouts if not using mlock)<br/>(env: LLAMA_ARG_MMAP) |
 | `-dio, --direct-io, -ndio, --no-direct-io` | DEPRECATED in favor of `--load-mode`: use DirectIO if available<br/>(env: LLAMA_ARG_DIO) |
-| `-lm, --load-mode MODE` | model loading mode (default: mmap)<br/>- none: no special loading mode<br/>- mmap: memory-map model (if mmap disabled, slower load but may reduce pageouts if not using mlock)<br/>- mlock: force system to keep model in RAM rather than swapping or compressing<br/>- mmap+mlock: mmap + force system to keep model in RAM rather than swapping or compressing<br/>- dio: use DirectIO if available<br/><br/>(env: LLAMA_ARG_LOAD_MODE) |
+| `-lm, --load-mode MODE` | model loading mode (default: auto)<br/>- auto: mmap, unless a device does not support it<br/>- none: no special loading mode<br/>- mmap: memory-map model (if mmap disabled, slower load but may reduce pageouts if not using mlock)<br/>- mlock: force system to keep model in RAM rather than swapping or compressing<br/>- mmap+mlock: mmap + force system to keep model in RAM rather than swapping or compressing<br/>- dio: use DirectIO if available<br/><br/>(env: LLAMA_ARG_LOAD_MODE) |
 | `--numa TYPE` | attempt optimizations that help on some NUMA systems<br/>- distribute: spread execution evenly over all nodes<br/>- isolate: only spawn threads on CPUs on the node that execution started on<br/>- numactl: use the CPU map provided by numactl<br/>if run without this previously, it is recommended to drop the system page cache before using this<br/>see https://github.com/ggml-org/llama.cpp/issues/1437<br/>(env: LLAMA_ARG_NUMA) |
 | `-dev, --device <dev1,dev2,..>` | comma-separated list of devices to use for offloading (none = don't offload)<br/>use --list-devices to see a list of available devices<br/>(env: LLAMA_ARG_DEVICE) |
 | `--list-devices` | print list of available devices and exit |
@@ -168,8 +168,6 @@ llama-completion.exe -m models\gemma-1.1-7b-it.Q4_K_M.gguf --ignore-eos -n -1
 | `-dr, --docker-repo [<repo>/]<model>[:quant]` | Docker Hub model repository. repo is optional, default to ai/. quant is optional, default to :latest.<br/>example: gemma3<br/>(default: unused)<br/>(env: LLAMA_ARG_DOCKER_REPO) |
 | `-hf, -hfr, --hf-repo <user>/<model>[:quant]` | Hugging Face model repository; quant is optional, case-insensitive, default to Q4_K_M, or falls back to the first file in the repo if Q4_K_M doesn't exist.<br/>mmproj is also downloaded automatically if available. to disable, add --no-mmproj<br/>example: ggml-org/GLM-4.7-Flash-GGUF:Q4_K_M<br/>(default: unused)<br/>(env: LLAMA_ARG_HF_REPO) |
 | `-hff, --hf-file FILE` | Hugging Face model file. If specified, it will override the quant in --hf-repo (default: unused)<br/>(env: LLAMA_ARG_HF_FILE) |
-| `-hfv, -hfrv, --hf-repo-v <user>/<model>[:quant]` | Hugging Face model repository for the vocoder model (default: unused)<br/>(env: LLAMA_ARG_HF_REPO_V) |
-| `-hffv, --hf-file-v FILE` | Hugging Face model file for the vocoder model (default: unused)<br/>(env: LLAMA_ARG_HF_FILE_V) |
 | `-hft, --hf-token TOKEN` | Hugging Face access token (default: value from HF_TOKEN environment variable)<br/>(env: HF_TOKEN) |
 | `--log-disable` | Log disable |
 | `--log-file FNAME` | Log to file<br/>(env: LLAMA_ARG_LOG_FILE) |
@@ -199,14 +197,14 @@ llama-completion.exe -m models\gemma-1.1-7b-it.Q4_K_M.gguf --ignore-eos -n -1
 | `--xtc-probability N` | xtc probability (default: 0.00, 0.0 = disabled) |
 | `--xtc-threshold N` | xtc threshold (default: 0.10, 1.0 = disabled) |
 | `--typical, --typical-p N` | locally typical sampling, parameter p (default: 1.00, 1.0 = disabled) |
-| `--repeat-last-n N` | last n tokens to consider for penalize (default: 64, 0 = disabled, -1 = ctx_size) |
+| `--repeat-last-n N` | last n tokens to consider for penalize (default: 64, 0 = disabled) |
 | `--repeat-penalty N` | penalize repeat sequence of tokens (default: 1.00, 1.0 = disabled) |
 | `--presence-penalty N` | repeat alpha presence penalty (default: 0.00, 0.0 = disabled) |
 | `--frequency-penalty N` | repeat alpha frequency penalty (default: 0.00, 0.0 = disabled) |
 | `--dry-multiplier N` | set DRY sampling multiplier (default: 0.00, 0.0 = disabled) |
 | `--dry-base N` | set DRY sampling base value (default: 1.75) |
 | `--dry-allowed-length N` | set allowed length for DRY sampling (default: 2) |
-| `--dry-penalty-last-n N` | set DRY penalty for the last n tokens (default: -1, 0 = disable, -1 = context size) |
+| `--dry-penalty-last-n N` | set DRY penalty for the last n tokens (default: 64, 0 = disable) |
 | `--dry-sequence-breaker STRING` | add sequence breaker for DRY sampling, clearing out default breakers ('\n', ':', '"', '*') in the process; use "none" to not use any sequence breakers |
 | `--adaptive-target N` | adaptive-p: select tokens near this probability (valid range 0.0 to 1.0; negative = disabled) (default: -1.00)<br/>[(more info)](https://github.com/ggml-org/llama.cpp/pull/17927) |
 | `--adaptive-decay N` | adaptive-p: decay rate for target adaptation over time. lower values are more reactive, higher values are more stable.<br/>(valid range 0.0 to 0.99) (default: 0.90) |
@@ -388,11 +386,11 @@ Example usage: `--temp 0`
 ### Repeat Penalty
 
 -   `--repeat-penalty N`: Control the repetition of token sequences in the generated text default: 1.0, 1.0 = disabled).
--   `--repeat-last-n N`: Last n tokens to consider for penalizing repetition (default: 64, 0 = disabled, -1 = ctx-size).
+-   `--repeat-last-n N`: Last n tokens to consider for penalizing repetition (default: 64, 0 = disabled).
 
 The `repeat-penalty` option helps prevent the model from generating repetitive or monotonous text. A higher value (e.g., 1.5) will penalize repetitions more strongly, while a lower value (e.g., 0.9) will be more lenient. The default value is 1.
 
-The `repeat-last-n` option controls the number of tokens in the history to consider for penalizing repetition. A larger value will look further back in the generated text to prevent repetitions, while a smaller value will only consider recent tokens. A value of 0 disables the penalty, and a value of -1 sets the number of tokens considered equal to the context size (`ctx-size`).
+The `repeat-last-n` option controls the number of tokens in the history to consider for penalizing repetition. A larger value will look further back in the generated text to prevent repetitions, while a smaller value will only consider recent tokens. A value of 0 disables the penalty.
 
 ### DRY Repetition Penalty
 
@@ -401,7 +399,7 @@ DRY (Don't Repeat Yourself) sampling is an effective technique for reducing repe
 - `--dry-multiplier N`: Set the DRY sampling multiplier (default: 0.0, 0.0 = disabled).
 - `--dry-base N`: Set the DRY sampling base value (default: 1.75).
 - `--dry-allowed-length N`: Set the allowed length for DRY sampling (default: 2).
-- `--dry-penalty-last-n N`: Set DRY penalty for the last n tokens (default: -1, 0 = disable, -1 = context size).
+- `--dry-penalty-last-n N`: Set DRY penalty for the last n tokens (default: 64, 0 = disable).
 - `--dry-sequence-breaker STRING`: Add a sequence breaker for DRY sampling. Can be used more than once to add multiple sequence breakers. Using this clears out the default breakers, which consist of: `['\n', ':', '"', '*']`. If the string `"none"` is supplied, no sequence breakers are used.
 
 The `dry-multiplier` option controls the strength of the DRY sampling effect. A value of 0.0 disables DRY sampling, while higher values increase its influence. A typical recommended value is 0.8.
@@ -410,13 +408,13 @@ The `dry-base` option sets the base value for the exponential penalty calculatio
 
 The `dry-allowed-length` option sets the maximum length of repeated sequences that will not be penalized. Repetitions shorter than or equal to this length are not penalized, allowing for natural repetitions of short phrases or common words.
 
-The `dry-penalty-last-n` option controls how many recent tokens to consider when applying the DRY penalty. A value of -1 considers the entire context. Use a positive value to limit the consideration to a specific number of recent tokens.
+The `dry-penalty-last-n` option controls how many recent tokens to consider when applying the DRY penalty. A value of 0 disables the penalty. Use a positive value to limit the consideration to a specific number of recent tokens.
 
 The `dry-sequence-breaker` option adds a single sequence breaker and can be used more than once to specify multiple sequence breakers. Sequence breakers interrupt sequence matching and break the input into parts where matching can be applied.
 
 DRY sampling provides more nuanced control over text generation, particularly for reducing long-range repetitions and maintaining global coherence.
 
-Example usage: `--dry-multiplier 0.8 --dry-base 1.75 --dry-allowed-length 2 --dry-penalty-last-n -1 --dry-sequence-breaker "—" --dry-sequence-breaker "##"`
+Example usage: `--dry-multiplier 0.8 --dry-base 1.75 --dry-allowed-length 2 --dry-penalty-last-n 64 --dry-sequence-breaker "—" --dry-sequence-breaker "##"`
 
 ### Top-K Sampling
 
diff --git a/tools/gguf-split/gguf-split.cpp b/tools/gguf-split/gguf-split.cpp
index 8a6b5c198..5cafcc9aa 100644
--- a/tools/gguf-split/gguf-split.cpp
+++ b/tools/gguf-split/gguf-split.cpp
@@ -47,6 +47,7 @@ struct split_params {
     std::string output;
     bool no_tensor_first_split = false;
     bool dry_run = false;
+    bool delete_splits = false;
 };
 
 static void split_print_usage(const char * executable) {
@@ -65,6 +66,7 @@ static void split_print_usage(const char * executable) {
     printf("  --split-max-size N(M|G) max size per split\n");
     printf("  --no-tensor-first-split do not add tensors to the first split (disabled by default)\n");
     printf("  --dry-run               only print out a split plan and exit, without writing any new files\n");
+    printf("  --delete-splits         delete the split files during merge to free up disk space WARNING: this option is unsafe and will leave you in an unrecoverable state if something fails during the merge\n");
     printf("\n");
 }
 
@@ -147,6 +149,9 @@ static void split_params_parse_ex(int argc, const char ** argv, split_params & p
             }
             params.mode = MODE_SIZE;
             params.n_bytes_split = split_str_to_n_bytes(argv[arg_idx]);
+        } else if (arg == "--delete-splits") {
+            arg_found = true;
+            params.delete_splits = true;
         }
 
         if (!arg_found) {
@@ -509,6 +514,7 @@ static void gguf_merge(const split_params & split_params) {
     }
 
     // Write tensors data
+    bool merge_error = false;
     for (int i_split = 0; i_split < n_split; i_split++) {
         llama_split_path(split_path, sizeof(split_path), split_prefix, i_split, n_split);
         std::ifstream f_input(split_path, std::ios::binary);
@@ -554,6 +560,16 @@ static void gguf_merge(const split_params & split_params) {
         ggml_free(ctx_meta);
         f_input.close();
         fprintf(stderr, "\033[3Ddone\n");
+
+        if (!split_params.dry_run && split_params.delete_splits) {
+            int delete_result = std::remove(split_path);
+            if (delete_result != 0) {
+                merge_error = true;
+                fprintf(stderr, "error: failed to delete %s\n", split_path);
+            } else {
+                fprintf(stderr, "%s: deleted file %s\n", __func__, split_path);
+            }
+        }
     }
 
     if (!split_params.dry_run) {
@@ -568,6 +584,10 @@ static void gguf_merge(const split_params & split_params) {
 
     fprintf(stderr, "%s: %s merged from %d split with %d tensors.\n",
             __func__, split_params.output.c_str(), n_split, total_tensors);
+
+    if (merge_error) {
+        exit(EXIT_FAILURE);
+    }
 }
 
 int main(int argc, const char ** argv) {
diff --git a/tools/gguf-split/tests.sh b/tools/gguf-split/tests.sh
index c8dd0b007..dcd66681b 100755
--- a/tools/gguf-split/tests.sh
+++ b/tools/gguf-split/tests.sh
@@ -66,12 +66,12 @@ echo PASS
 echo
 
 # 5. Merge
-#$SPLIT --merge $WORK_PATH/ggml-model-split-32-tensors-00001-of-00012.gguf $WORK_PATH/ggml-model-merge-2.gguf
+#$SPLIT --merge $WORK_PATH/ggml-model-split-32-tensors-00001-of-00011.gguf $WORK_PATH/ggml-model-merge-2.gguf
 #echo PASS
 #echo
 
 # 5b. Test the merged model is loading properly
-#$MAIN -no-cnv --model $WORK_PATH/ggml-model-merge-2.gguf --n-predict 32
+#$MAIN -no-cnv --model $WORK_PATH/ggml-model-merge-2.gguf -p "I believe the meaning of life is" --n-predict 32
 #echo PASS
 #echo
 
@@ -85,5 +85,25 @@ $MAIN -no-cnv --model $WORK_PATH/ggml-model-split-500M-00001-of-00002.gguf -p "I
 echo PASS
 echo
 
+# 7. Merge with delete splits
+#for i in $(seq -w 1 11); do
+#    cp "$WORK_PATH/ggml-model-split-32-tensors-000${i}-of-00011.gguf" "$WORK_PATH/ggml-model-split-32-tensors-copy-000${i}-of-00011.gguf"
+#done
+#$SPLIT --merge --delete-splits $WORK_PATH/ggml-model-split-32-tensors-copy-00001-of-00011.gguf $WORK_PATH/ggml-model-merge-3.gguf
+#echo PASS
+#echo
+
+# 7b. Test the merged model is loading properly
+#$MAIN -no-cnv --model $WORK_PATH/ggml-model-merge-3.gguf -p "I believe the meaning of life is" --n-predict 32
+#echo PASS
+#echo
+
+# 7c. Test the files were deleted
+#for i in $(seq -w 1 11); do
+#    test ! -f "$WORK_PATH/ggml-model-split-32-tensors-copy-000${i}-of-00011.gguf"
+#done
+#echo PASS
+#echo
+
 # Clean up
 rm -f $WORK_PATH/ggml-model-split*.gguf $WORK_PATH/ggml-model-merge*.gguf
diff --git a/tools/imatrix/imatrix.cpp b/tools/imatrix/imatrix.cpp
index 3431a4eca..f5fee6218 100644
--- a/tools/imatrix/imatrix.cpp
+++ b/tools/imatrix/imatrix.cpp
@@ -222,6 +222,15 @@ static void compute_cossim(std::vector<tensor_statistics> & tstats) {
     }
 }
 
+static bool all_finite(const float * v, size_t n) {
+    for (size_t i = 0; i < n; ++i) {
+        if (!std::isfinite(v[i])) {
+            return false;
+        }
+    }
+    return true;
+}
+
 bool IMatrixCollector::collect_imatrix(struct ggml_tensor * t, bool ask, void * user_data) {
     GGML_UNUSED(user_data);
 
@@ -299,33 +308,39 @@ bool IMatrixCollector::collect_imatrix(struct ggml_tensor * t, bool ask, void *
             exit(1); //GGML_ABORT("fatal error");
         }
         LOG_DBGV(2, "%s[%d]: %32s, %s, %5d x %5d, %d\n", __func__, m_last_chunk, wname.c_str(), ggml_op_name(t->op), (int)src1->ne[0], (int)src1->ne[2], (int)src1->type);
-        // loop over all possible experts, regardless if they are used or not in the batch
-        for (int64_t ex = 0; ex < n_as; ++ex) {
-            size_t e_start = ex*src1->ne[0];
-
-            for (int64_t idx = 0; idx < n_ids; ++idx) {
-                for (int64_t row = 0; row < src1->ne[2]; ++row) {
-                    const int excur = *(const int32_t *) (m_ids.data() + row*ids->nb[1] + idx*ids->nb[0]);
 
-                    GGML_ASSERT(excur >= 0 && excur < n_as); // sanity check
+        const int64_t ne0      = src1->ne[0];
+        const int64_t n_tokens = src1->ne[2];
 
-                    if (excur != ex) continue;
+        // single pass over the routing ids
+        std::vector<uint8_t> touched(n_as, 0);
+        for (int64_t idx = 0; idx < n_ids; ++idx) {
+            for (int64_t row = 0; row < n_tokens; ++row) {
+                const int32_t ex = *(const int32_t *) (m_ids.data() + row * ids->nb[1] + idx * ids->nb[0]);
 
-                    const int64_t i11 = idx % src1->ne[1];
-                    const int64_t i12 = row;
-                    const float * x = (const float *)(data + i11*src1->nb[1] + i12*src1->nb[2]);
+                GGML_ASSERT(ex >= 0 && ex < n_as);  // sanity check
 
-                    e.counts[ex]++;
+                const int64_t i11 = idx % src1->ne[1];
+                const float * x   = (const float *) (data + i11 * src1->nb[1] + row * src1->nb[2]);
+                float *       acc = e.values.data() + ex * ne0;
 
-                    for (int64_t j = 0; j < src1->ne[0]; ++j) {
-                        e.values[e_start + j] += x[j] * x[j];
-                        if (!std::isfinite((float)e.values[e_start + j])) {
-                            LOG_ERR("%f detected in %s\n", (float)e.values[e_start + j], wname.c_str());
-                            exit(1);
-                        }
-                    }
+                e.counts[ex]++;
+                touched[ex] = 1;
+                for (int64_t j = 0; j < ne0; ++j) {
+                    acc[j] += x[j] * x[j];
                 }
             }
+        }
+
+        // check for non-finite values, only checking experts that were routed to and touched
+        for (int64_t ex = 0; ex < n_as; ++ex) {
+            if (touched[ex] && !all_finite(e.values.data() + ex * ne0, ne0)) {
+                LOG_ERR("%s: non-finite values detected in %s\n", __func__, wname.c_str());
+                exit(1);
+            }
+        }
+
+        for (int64_t ex = 0; ex < n_as; ++ex) {
             const int32_t n_chunk = e.counts[ex] / chunk_size;
             if (n_chunk > m_last_chunk) {
                 const int32_t chunk_step = n_chunk - m_last_chunk;
@@ -366,24 +381,28 @@ bool IMatrixCollector::collect_imatrix(struct ggml_tensor * t, bool ask, void *
         }
         LOG_DBGV(2, "%s[%d]: %32s, %s, %5d x %5d x %5d, %d\n", __func__, m_last_chunk, wname.c_str(), ggml_op_name(t->op), (int)src1->ne[0], (int)src1->ne[1], (int)src1->ne[2], (int)src1->type);
 
+        const int64_t ne0 = src1->ne[0];
+
         for (int64_t i3 = 0; i3 < src1->ne[3]; ++i3) {
             for (int64_t i2 = 0; i2 < src1->ne[2]; ++i2) {
                 // handle 3D+ tensors, but flatten 3D+ activations when model tensor is 2D
                 const int64_t mat_id = (i3 % src0->ne[3]) * src0->ne[2] + (i2 % src0->ne[2]);
-                const int64_t mat_start = mat_id * src1->ne[0];
+                float *       acc    = e.values.data() + mat_id * ne0;
 
                 for (int64_t row = 0; row < src1->ne[1]; ++row) {
                     const float * x = (const float *) (data + row * src1->nb[1] + i2 * src1->nb[2] + i3 * src1->nb[3]);
-                    for (int64_t j = 0; j < src1->ne[0]; ++j) {
-                        e.values[mat_start + j] += x[j] * x[j];
-                        if (!std::isfinite((float)e.values[j])) {
-                            LOG_ERR("%f detected in %s\n", (float)e.values[j], wname.c_str());
-                            exit(1);
-                        }
+                    for (int64_t j = 0; j < ne0; ++j) {
+                        acc[j] += x[j] * x[j];
                     }
                 }
             }
         }
+
+        // check for non-finite values
+        if (!all_finite(e.values.data(), e.values.size())) {
+            LOG_ERR("%s: non-finite values detected in %s\n", __func__, wname.c_str());
+            exit(1);
+        }
         // only 1 count in practice, except when a tensor is used for both MUL_MAT_ID and MUL_MAT
         for (size_t i = 0; i < e.counts.size(); ++i) {
             e.counts[i] += ggml_nrows(src1) / n_mat;
diff --git a/tools/llama-bench/llama-bench.cpp b/tools/llama-bench/llama-bench.cpp
index c17a27b54..7c495afe2 100644
--- a/tools/llama-bench/llama-bench.cpp
+++ b/tools/llama-bench/llama-bench.cpp
@@ -384,7 +384,7 @@ static const cmd_params cmd_params_defaults = {
     /* n_gpu_layers         */ { -1 },
     /* n_cpu_moe            */ { 0 },
     /* split_mode           */ { LLAMA_SPLIT_MODE_LAYER },
-    /* load_mode            */ { LLAMA_LOAD_MODE_MMAP },
+    /* load_mode            */ { LLAMA_LOAD_MODE_AUTO },
     /* main_gpu             */ { 0 },
     /* no_kv_offload        */ { false },
     /* flash_attn           */ { LLAMA_FLASH_ATTN_TYPE_AUTO },
@@ -459,7 +459,7 @@ static void print_usage(int /* argc */, char ** argv) {
     printf("  -nkvo, --no-kv-offload <0|1>                      (default: %s)\n", join(cmd_params_defaults.no_kv_offload, ",").c_str());
     printf("  -fa, --flash-attn <on|off|auto>                   (default: %s)\n", join(transform_to_str(cmd_params_defaults.flash_attn, llama_flash_attn_type_name), ",").c_str());
     printf("  -dev, --device <dev0/dev1/...>                    (default: auto)\n");
-    printf("  -lm, --load-mode <none|mmap|mlock|mmap+mlock|dio> (default: %s)\n", join(transform_to_str(cmd_params_defaults.load_mode, llama_load_mode_name), ",").c_str());
+    printf("  -lm, --load-mode <auto|none|mmap|mlock|mmap+mlock|dio> (default: %s)\n", join(transform_to_str(cmd_params_defaults.load_mode, llama_load_mode_name), ",").c_str());
     printf("  -mmp, --mmap <0|1>                                (DEPRECATED IN FAVOUR OF --load-mode)\n");
     printf("  -dio, --direct-io <0|1>                           (DEPRECATED IN FAVOUR OF --load-mode)\n");
     printf("  -embd, --embeddings <0|1>                         (default: %s)\n", join(cmd_params_defaults.embeddings, ",").c_str());
@@ -764,7 +764,9 @@ static cmd_params parse_cmd_params(int argc, char ** argv) {
                 std::vector<llama_load_mode> modes;
                 for (const auto & m : p) {
                     llama_load_mode mode;
-                    if (m == "none") {
+                    if (m == "auto") {
+                        mode = LLAMA_LOAD_MODE_AUTO;
+                    } else if (m == "none") {
                         mode = LLAMA_LOAD_MODE_NONE;
                     } else if (m == "mmap") {
                         mode = LLAMA_LOAD_MODE_MMAP;
diff --git a/tools/mtmd/CMakeLists.txt b/tools/mtmd/CMakeLists.txt
index 15040e4af..3f4a6c670 100644
--- a/tools/mtmd/CMakeLists.txt
+++ b/tools/mtmd/CMakeLists.txt
@@ -18,6 +18,8 @@ add_library(mtmd
             mtmd-image.cpp
             mtmd.h
             mtmd-helper.cpp
+            mtmd-helper-gen.cpp
+            mtmd-helper-common.h
             mtmd-helper.h
             clip.cpp
             clip.h
@@ -41,6 +43,7 @@ add_library(mtmd
             models/kimivl.cpp
             models/kimik25.cpp
             models/nemotron-v2-vl.cpp
+            models/muse-glimmer.cpp
             models/llama4.cpp
             models/llava.cpp
             models/minicpmv.cpp
@@ -52,6 +55,11 @@ add_library(mtmd
             models/mimovl.cpp
             models/qwen3a.cpp
             models/mimo-audio.cpp
+            models/qwen3tts-spkenc.cpp
+            models/qwen3tts-gen.cpp
+            models/pockettts-seanet.cpp
+            models/pockettts-spkenc.cpp
+            models/pockettts-gen.cpp
             models/step3vl.cpp
             models/siglip.cpp
             models/whisper-enc.cpp
diff --git a/tools/mtmd/README-dev.md b/tools/mtmd/README-dev.md
index 3a0891587..ac43e1b81 100644
--- a/tools/mtmd/README-dev.md
+++ b/tools/mtmd/README-dev.md
@@ -33,3 +33,59 @@ A typical pipeline of the core libmtmd is as follows:
 We provide a set of helper functions via `mtmd_helper` to make using libmtmd easier. The helper provides:
 - Image, audio and video file decoding (for example, decode raw JPEG into RGB bitmap)
 - Manage `llama_batch` and calls to `llama_decode`
+
+## Audio generation support
+
+Audio generation is added to mtmd in PR [#26254](https://github.com/ggml-org/llama.cpp/pull/26254)
+
+Currently, we support the 3-stage pipeline below which should cover most TTS models:
+- Stage 1: Backbone / Semantic Stage: Backbone model accepts text prompt and reference voice as input
+- Stage 2: Acoustic Detail Generator: A model takes the hidden state from backbone and generate audio details (usually as audio codes or mel-spectrogram)
+- Stage 3: Waveform Reconstruction: Convert the semantic and acoustic data from previous stages to the final waveform
+
+For example, Qwen3-TTS:
+- Reference voice is encoded using ECAPA-TDNN speaker encoder (`speaker_encoder`)
+- Text prompt and reference voice are processed via a backbone (`talker.model`)
+- A model converts sampled semantic token and hidden state from stage 2 into a list of 15 acoustic codes (`talker.code_predictor`)
+- 16 generated codes are converted into waveform (`code2wav`)
+
+### API design constraints
+
+Due to wide variety of audio generation pipelines, the `mtmd_gen_audio` system is designed to be flexible and reusable by new models.
+
+`mtmd_gen_audio` is split into 2 main API:
+- Core API `mtmd.h`: handles main inference. Important: the API surface must be stateless; caller must handle state management and audio frame accumulation.
+- Helper API `mtmd-helper.h`: provides a model-agnostic stateful API. Usage example can be found in the `tools/tts` directory.
+
+### Checklist for porting new audio generation models to mtmd
+
+1. Make sure to consult merged PRs about adding new TTS models, especially reviewer comments
+    - Example: https://github.com/ggml-org/llama.cpp/pulls?q=is%3Apr+mtmd+tts+is%3Amerged
+2. Establish a list of reusable and missing components from the current mtmd implementation.
+3. For GGUF conversion:
+    - Backbone model should be converted to a normal text model (loadable via `libllama`)
+        - If model used hard-coded embedding row ID, append them to token embeddings and assign token name for them (see `qwen3tts.py`)
+        - If model have a specific output logits head for audio codes (usually semantic code), keep the head as-is and pad the logits at inference time (see `src/models/qwen3vl.cpp`)
+    - Sidecar models (code2wav, bigvgan, etc) must live inside the mmproj GGUF (but can be in different `clip_context` if necessary)
+        - Note: it should use `ggml_build_forward_select` to select graphs if multiple graphs living in the same context
+    - Reuse existing GGUF metadata key name and tensor name whenever possible; think twice before adding extensive changes to GGUF writer. For example, Qwen3-TTS hard-code part of the hparams to `clip.cpp` as they won't likely to change.
+    - For tensor naming:
+        - Prefixed with `a.*` for tensors used by speaker encoder pipeline
+        - Prefixed with `a.gen.*` for generation stages (code / mel-spectrogram / PCM generation)
+    - For GGUF metadata:
+        - Reuse as many existing keys as possible
+        - In most cases, you can hard-code model configs in the model graph class, or in `clip_hparams`
+        - If some values need to be exposed to the `mtmd_helper` layer, hard-code them in `mtmd_helper` and distinguish by pipeline and `mtmd_gen_audio_info::model_variant` if necessary
+        - Do NOT add new GGUF metadata or new fields to `mtmd_gen_audio_info` unless you can prove that you absolutely need them
+4. Make sure most of the changes happen inside `mtmd-helper-gen.cpp`. A good PR looks like this:
+    - 10-20% changes is to add new backbone (text) model and conversion
+    - 60% changes inside `mtmd-helper-gen.cpp`
+    - 10% changes inside `libmtmd` and `clip.cpp` systems
+    - The rest downstream code (CLI, server) should have no changes at all
+5. Update usage documentation in `tools/tts/README.md`
+
+IMPORTANT: If your model needs changes that don't fit the existing infrastructure, **open an issue first for discussion**.
+
+No-go checklist (these will get the PR rejected and require discussion before proceeding):
+- Violating the API design constraints stated above
+- Adding a new model-specific binary: the API and binary surface must stay model-agnostic
diff --git a/tools/mtmd/clip-graph.h b/tools/mtmd/clip-graph.h
index 29352abb4..e12140ba0 100644
--- a/tools/mtmd/clip-graph.h
+++ b/tools/mtmd/clip-graph.h
@@ -54,6 +54,9 @@ struct clip_graph {
 
     clip_graph(clip_ctx * ctx, const clip_image_f32 & img);
 
+    // build sub-graph, reuse buf from parent
+    clip_graph(const clip_graph & parent);
+
     virtual ~clip_graph() = default;
     virtual ggml_cgraph * build() = 0;
 
diff --git a/tools/mtmd/clip-impl.h b/tools/mtmd/clip-impl.h
index d42b38222..b2c8b4021 100644
--- a/tools/mtmd/clip-impl.h
+++ b/tools/mtmd/clip-impl.h
@@ -32,6 +32,7 @@
 #define KEY_PROJ_TYPE           "clip.projector_type"
 #define KEY_HAS_AUDIO_ENC       "clip.has_audio_encoder"
 #define KEY_HAS_VISION_ENC      "clip.has_vision_encoder"
+#define KEY_HAS_GEN_AUDIO_ENC   "clip.has_gen_audio_encoder"
 #define KEY_USE_GELU            "clip.use_gelu"
 #define KEY_USE_SILU            "clip.use_silu"
 
@@ -89,7 +90,11 @@
 #define KEY_A_ATTN_WINDOW_SIZE     "clip.audio.window_size"          // mimo-audio-tokenizer: sliding-window radius
 #define KEY_A_LOCAL_BLOCK_COUNT    "clip.audio.local_block_count"    // mimo-v2.5: input_local_transformer layer count
 #define KEY_A_LOCAL_GROUP_SIZE     "clip.audio.local_group_size"     // mimo-v2.5: input_local_transformer grouping size
-#define KEY_AUDIO_SUBSAMPLING_FACTOR "clip.audio.subsampling_factor"
+// audio generation (gen-audio)-specific
+#define KEY_GEN_AUDIO_PROJ_TYPE    "clip.gen.audio.projector_type" // for models with mixed modalities
+// name of the weight variant, for settings that are not in the checkpoint
+#define KEY_GEN_AUDIO_VARIANT      "clip.gen.audio.model_variant"
+#define KEY_AUDIO_SUBSMPL_FACTOR   "clip.audio.subsampling_factor"
 
 //
 // tensor name constants
@@ -201,6 +206,80 @@
 #define TN_MM_A_LOCAL_LN2      "mm.a.local_blk.%d.ln2.%s"
 #define TN_MM_A_LOCAL_NORM     "mm.a.local_norm.%s"
 
+// qwen3tts speaker encoder (ECAPA-TDNN)
+#define TN_A_SE_CONV1  "a.blk.%d.se_conv1.%s"
+#define TN_A_SE_CONV2  "a.blk.%d.se_conv2.%s"
+#define TN_A_CONV_RES2 "a.blk.%d.res2.%d.%s"
+#define TN_A_ASP_ATTN  "a.asp_attn.%s"
+#define TN_A_ASP_TDNN  "a.asp_tdnn.%s"
+
+// qwen3tts code_predictor
+#define TN_A_GEN_CODE_PROJ_IN  "a.gen.code.proj_in.%s"
+#define TN_A_GEN_CODE_EMBD     "a.gen.code.embd.%s"
+#define TN_A_GEN_CODE_HEAD     "a.gen.code.head.%s"
+#define TN_A_GEN_CODE_OUT_EMBD "a.gen.code.out_embd.%s"
+#define TN_A_GEN_CODE_NORM     "a.gen.code.output_norm.%s"
+
+// qwen3tts code2wav (RVQ codes -> raw PCM)
+// pre_transformer layers use the generic TN_ATTN_*/TN_FFN_*/TN_LN_*/TN_LS_* macros, prefix "a.gen.wav.tfm"
+#define TN_A_GEN_WAV_QUANT_FIRST_IN  "a.gen.wav.quant.first.in_proj.%s"
+#define TN_A_GEN_WAV_QUANT_FIRST_OUT "a.gen.wav.quant.first.out_proj.%s"
+#define TN_A_GEN_WAV_QUANT_FIRST_CB  "a.gen.wav.quant.first.codebook.%s"
+#define TN_A_GEN_WAV_QUANT_REST_IN   "a.gen.wav.quant.rest.in_proj.%s"
+#define TN_A_GEN_WAV_QUANT_REST_OUT  "a.gen.wav.quant.rest.out_proj.%s"
+#define TN_A_GEN_WAV_QUANT_REST_CB   "a.gen.wav.quant.rest.codebook.%s"
+#define TN_A_GEN_WAV_PRE_CONV        "a.gen.wav.pre_conv.%s"
+#define TN_A_GEN_WAV_TFM_IN_PROJ     "a.gen.wav.tfm.in_proj.%s"
+#define TN_A_GEN_WAV_TFM_OUT_PROJ    "a.gen.wav.tfm.out_proj.%s"
+#define TN_A_GEN_WAV_TFM_OUT_NORM    "a.gen.wav.tfm.output_norm.%s"
+#define TN_A_GEN_WAV_UP_CONV         "a.gen.wav.up.blk.%d.conv.%s"
+#define TN_A_GEN_WAV_UP_DWCONV       "a.gen.wav.up.blk.%d.dwconv.%s"
+#define TN_A_GEN_WAV_UP_NORM         "a.gen.wav.up.blk.%d.norm.%s"
+#define TN_A_GEN_WAV_UP_PW1          "a.gen.wav.up.blk.%d.pw1.%s"
+#define TN_A_GEN_WAV_UP_PW2          "a.gen.wav.up.blk.%d.pw2.%s"
+#define TN_A_GEN_WAV_UP_GAMMA        "a.gen.wav.up.blk.%d.gamma"
+#define TN_A_GEN_WAV_DAC_ENTRY       "a.gen.wav.dac.entry.%s"
+#define TN_A_GEN_WAV_DAC_SNAKE       "a.gen.wav.dac.blk.%d.snake.%s"
+#define TN_A_GEN_WAV_DAC_CONV        "a.gen.wav.dac.blk.%d.conv.%s"
+#define TN_A_GEN_WAV_DAC_RES_ACT1    "a.gen.wav.dac.blk.%d.res.%d.act1.%s"
+#define TN_A_GEN_WAV_DAC_RES_CONV1   "a.gen.wav.dac.blk.%d.res.%d.conv1.%s"
+#define TN_A_GEN_WAV_DAC_RES_ACT2    "a.gen.wav.dac.blk.%d.res.%d.act2.%s"
+#define TN_A_GEN_WAV_DAC_RES_CONV2   "a.gen.wav.dac.blk.%d.res.%d.conv2.%s"
+#define TN_A_GEN_WAV_DAC_POST_SNAKE  "a.gen.wav.dac.post_snake.%s"
+#define TN_A_GEN_WAV_DAC_POST_CONV   "a.gen.wav.dac.post_conv.%s"
+
+// pocket-tts
+#define TN_A_SEANET_CONV_IN      "a.seanet.conv_in.%s"
+#define TN_A_SEANET_CONV_OUT     "a.seanet.conv_out.%s"
+#define TN_A_SEANET_RES_CONV1    "a.seanet.blk.%d.res_conv1.%s"
+#define TN_A_SEANET_RES_CONV2    "a.seanet.blk.%d.res_conv2.%s"
+#define TN_A_SEANET_SCALE_CONV   "a.seanet.blk.%d.scale_conv.%s"
+#define TN_A_SPEAKER_PROJ        "a.speaker_proj.%s"
+#define TN_A_DOWNSAMPLE_CONV     "a.downsample.conv.%s"
+#define TN_A_GEN_FLOW_INPUT_PROJ "a.gen.flow.input_proj.%s"
+#define TN_A_GEN_FLOW_COND_EMBD  "a.gen.flow.cond_embd.%s"
+#define TN_A_GEN_FLOW_TIME_FREQS "a.gen.flow.time.%d.freqs"
+#define TN_A_GEN_FLOW_TIME_UP    "a.gen.flow.time.%d.up.%s"
+#define TN_A_GEN_FLOW_TIME_DOWN  "a.gen.flow.time.%d.down.%s"
+#define TN_A_GEN_FLOW_TIME_NORM  "a.gen.flow.time.%d.norm"
+#define TN_A_GEN_FLOW_BLK_NORM   "a.gen.flow.blk.%d.norm.%s"
+#define TN_A_GEN_FLOW_BLK_UP     "a.gen.flow.blk.%d.up.%s"
+#define TN_A_GEN_FLOW_BLK_DOWN   "a.gen.flow.blk.%d.down.%s"
+#define TN_A_GEN_FLOW_BLK_ADA    "a.gen.flow.blk.%d.ada.%s"
+#define TN_A_GEN_FLOW_FINAL_ADA  "a.gen.flow.final.ada.%s"
+#define TN_A_GEN_FLOW_FINAL_PROJ "a.gen.flow.final.proj.%s"
+#define TN_A_GEN_OUT_EOS         "a.gen.out_eos.%s"
+#define TN_A_GEN_INPUT_LINEAR    "a.gen.input_linear.%s"
+#define TN_A_GEN_EMB_MEAN        "a.gen.emb_mean"
+#define TN_A_GEN_EMB_STD         "a.gen.emb_std"
+#define TN_A_GEN_WAV_QUANT_OUT   "a.gen.wav.quant_out.%s"
+#define TN_A_GEN_WAV_UPSAMPLE    "a.gen.wav.upsample.%s"
+#define TN_A_GEN_WAV_SEANET_CONV_IN    "a.gen.wav.seanet.conv_in.%s"
+#define TN_A_GEN_WAV_SEANET_CONV_OUT   "a.gen.wav.seanet.conv_out.%s"
+#define TN_A_GEN_WAV_SEANET_RES_CONV1  "a.gen.wav.seanet.blk.%d.res_conv1.%s"
+#define TN_A_GEN_WAV_SEANET_RES_CONV2  "a.gen.wav.seanet.blk.%d.res_conv2.%s"
+#define TN_A_GEN_WAV_SEANET_SCALE_CONV "a.gen.wav.seanet.blk.%d.scale_conv.%s"
+
 // cogvlm
 #define TN_MM_POST_FC_NORM "mm.post_fc_norm.%s"
 #define TN_MM_H_TO_4H      "mm.up.%s"
@@ -408,6 +487,11 @@ enum projector_type {
     PROJECTOR_TYPE_MINIMAX_M3,
     PROJECTOR_TYPE_GRANITE4_VISION,
     PROJECTOR_TYPE_MIMO_AUDIO,
+    PROJECTOR_TYPE_QWEN3TTS_SPKENC,
+    PROJECTOR_TYPE_QWEN3TTS_GEN,
+    PROJECTOR_TYPE_POCKETTTS_SPKENC,
+    PROJECTOR_TYPE_POCKETTTS_GEN,
+    PROJECTOR_TYPE_MUSE_GLIMMER,
     PROJECTOR_TYPE_UNKNOWN,
 };
 
@@ -465,6 +549,11 @@ static std::map<projector_type, std::string> PROJECTOR_TYPE_NAMES = {
     { PROJECTOR_TYPE_GRANITE4_VISION,   "granite4_vision"},
     { PROJECTOR_TYPE_MIMO_AUDIO,        "mimo_audio"},
     { PROJECTOR_TYPE_PARAKEET,          "parakeet"},
+    { PROJECTOR_TYPE_QWEN3TTS_SPKENC,   "qwen3tts_spkenc"},
+    { PROJECTOR_TYPE_QWEN3TTS_GEN,      "qwen3tts_gen"},
+    { PROJECTOR_TYPE_POCKETTTS_SPKENC,  "pockettts_spkenc"},
+    { PROJECTOR_TYPE_POCKETTTS_GEN,     "pockettts_gen"},
+    { PROJECTOR_TYPE_MUSE_GLIMMER,      "muse-glimmer"},
 };
 
 static projector_type clip_projector_type_from_string(const std::string & str) {
@@ -542,6 +631,8 @@ struct clip_image_u8 {
     }
 };
 
+struct mtmd_serialization; // forward declaration
+
 // For images, buf.size() == nx*ny*3
 //     Memory layout: RGBRGBRGB...
 // For seq, buf.size() == nx*ny*3*nt
@@ -622,6 +713,9 @@ struct clip_image_f32 {
         return buf.empty();
     }
 
+    void serialize(struct mtmd_serialization & ser) const;
+    void deserialize(struct mtmd_serialization & ser);
+
   private:
     std::vector<float> buf;
     int nx_ = 0;
@@ -703,6 +797,9 @@ struct clip_image_f32_batch {
         }
         return new_batch;
     }
+
+    void serialize(struct mtmd_serialization & ser) const;
+    void deserialize(struct mtmd_serialization & ser);
 };
 
 //
diff --git a/tools/mtmd/clip-model.h b/tools/mtmd/clip-model.h
index 8b9db5101..ad25c008e 100644
--- a/tools/mtmd/clip-model.h
+++ b/tools/mtmd/clip-model.h
@@ -109,6 +109,11 @@ struct clip_hparams {
     int32_t downsample_query_side;
     int32_t downsample_window_side;
 
+    // Muse Glimmer vision (per-block sparse-window pattern, learned pos-emb, patch-temporal)
+    // NOTE: these perhaps shouldn't have the architecture prefix
+    int32_t muse_glimmer_patch_temporal = 0;
+    int32_t muse_glimmer_sparse_factor  = 0;
+
     // audio
     int32_t n_mel_bins = 0; // whisper preprocessor
     int32_t proj_stack_factor = 0; // ultravox
@@ -136,6 +141,33 @@ struct clip_hparams {
     int32_t rvq_num_quantizers = 0;
     std::vector<int32_t> rvq_codebook_size; // per-quantizer bin count (ragged, e.g. 1024/1024/256/128x17)
 
+    // threshold for the "out_eos_score" graph output
+    float gen_eos_threshold = 0.0f;
+
+    // name of the weight variant, some pipelines tune themselves on it
+    std::string gen_model_variant;
+
+    // pocket-tts
+    static constexpr int32_t pockettts_max_spk_seconds = 30;
+    int32_t seanet_n_stage    = 0;
+    std::vector<int32_t> seanet_ratios; // encoder order (reversed compared to the config)
+    int32_t mimi_downsample   = 0;      // encoder frame rate / model frame rate
+    int32_t mimi_tfm_context  = 0;      // attention window of the mimi transformers, in frames
+    int32_t flow_n_step       = 1;      // lsd_decode steps
+
+    // qwen3tts code2wav
+    int32_t wav_tfm_n_layer      = 0;
+    int32_t wav_tfm_n_embd       = 0;
+    int32_t wav_tfm_n_ff         = 0;
+    int32_t wav_tfm_n_head       = 0;
+    int32_t wav_tfm_n_head_kv    = 0;
+    float   wav_tfm_eps          = 1e-5f;
+    float   wav_tfm_rope_theta   = 10000.0f;
+    int32_t wav_upsample_n_block = 0;
+    int32_t wav_dac_n_block      = 0;
+    int32_t wav_dac_n_res        = 0;
+    int32_t wav_tfm_swa          = 0; // pre_transformer's KV cache size, in frames
+
     // mimo-v2.5: LLM-side connector (input_local_transformer)
     int32_t audio_local_n_layer = 0;
     int32_t audio_local_group_size = 0;
@@ -157,6 +189,17 @@ struct clip_hparams {
         warmup_image_size = static_cast<int>(std::sqrt(image_max_pixels));
     }
 
+    // used by longest_edge preprocessor (no model-specific value for min/max tokens)
+    void set_limit_image_tokens() {
+        const int patch_area = patch_size * patch_size * n_merge * n_merge;
+        if (custom_image_min_tokens > 0) {
+            image_min_pixels = custom_image_min_tokens * patch_area;
+        }
+        if (custom_image_max_tokens > 0) {
+            image_max_pixels = custom_image_max_tokens * patch_area;
+        }
+    }
+
     void set_warmup_n_tokens(int n_tokens) {
         int n_tok_per_side = static_cast<int>(std::sqrt(n_tokens));
         GGML_ASSERT(n_tok_per_side * n_tok_per_side == n_tokens && "n_tokens must be n*n");
@@ -286,6 +329,14 @@ struct clip_layer {
     ggml_tensor * cross_attn_norm_w = nullptr;
     ggml_tensor * cross_attn_norm_b = nullptr;
 
+    // qwen3tts speaker encoder: SE-Res2Net block, tdnn1/tdnn2 reuse conv_pw1_w/b and conv_pw2_w/b above
+    ggml_tensor * se_conv1_w = nullptr;
+    ggml_tensor * se_conv1_b = nullptr;
+    ggml_tensor * se_conv2_w = nullptr;
+    ggml_tensor * se_conv2_b = nullptr;
+    std::vector<ggml_tensor *> res2_conv_w; // Res2Net hierarchical branches
+    std::vector<ggml_tensor *> res2_conv_b;
+
     bool has_deepstack() const {
         return deepstack_fc1_w != nullptr;
     }
@@ -365,6 +416,130 @@ struct qf_block {
     std::vector<clip_layer> qf_proj_layers;
 };
 
+// pocket-tts SEANet stack, used in both directions:
+// encoder = conv_in -> per stage (residual unit, strided conv) -> conv_out
+// decoder = conv_in -> per stage (strided convtr, residual unit) -> conv_out
+struct clip_seanet {
+    // one residual unit: ELU -> dilated conv -> ELU -> pointwise conv, added to the input
+    struct stage {
+        ggml_tensor * res_conv1_w = nullptr;
+        ggml_tensor * res_conv1_b = nullptr;
+        ggml_tensor * res_conv2_w = nullptr;
+        ggml_tensor * res_conv2_b = nullptr;
+        ggml_tensor * scale_conv_w = nullptr; // strided conv (encoder) or convtr (decoder)
+        ggml_tensor * scale_conv_b = nullptr;
+    };
+
+    ggml_tensor * conv_in_w  = nullptr;
+    ggml_tensor * conv_in_b  = nullptr;
+    ggml_tensor * conv_out_w = nullptr;
+    ggml_tensor * conv_out_b = nullptr;
+    std::vector<stage> stages;
+};
+
+// pocket-tts flow-matching decoder (SimpleMLPAdaLN)
+struct clip_flow_net {
+    // AdaLN res block: in_ln -> modulate -> Linear -> SiLU -> Linear, gated residual
+    struct block {
+        ggml_tensor * norm_w = nullptr;
+        ggml_tensor * norm_b = nullptr;
+        ggml_tensor * up_w   = nullptr;
+        ggml_tensor * up_b   = nullptr;
+        ggml_tensor * down_w = nullptr;
+        ggml_tensor * down_b = nullptr;
+        ggml_tensor * ada_w  = nullptr; // -> shift, scale, gate
+        ggml_tensor * ada_b  = nullptr;
+    };
+
+    // timestep embedder: cos/sin(t * freqs) -> Linear -> SiLU -> Linear -> RMSNorm
+    struct time_embd {
+        ggml_tensor * freqs  = nullptr;
+        ggml_tensor * up_w   = nullptr;
+        ggml_tensor * up_b   = nullptr;
+        ggml_tensor * down_w = nullptr;
+        ggml_tensor * down_b = nullptr;
+        ggml_tensor * norm   = nullptr; // RMSNorm alpha
+    };
+
+    ggml_tensor * input_proj_w = nullptr;
+    ggml_tensor * input_proj_b = nullptr;
+    ggml_tensor * cond_embd_w  = nullptr;
+    ggml_tensor * cond_embd_b  = nullptr;
+    ggml_tensor * final_ada_w  = nullptr; // -> shift, scale
+    ggml_tensor * final_ada_b  = nullptr;
+    ggml_tensor * final_proj_w = nullptr;
+    ggml_tensor * final_proj_b = nullptr;
+    std::vector<time_embd> time;
+    std::vector<block> blocks;
+};
+
+// qwen3tts code2wav: RVQ codes -> raw PCM
+struct clip_code2wav {
+    // "upsample" stage: one ConvNeXt block plus the causal ConvTranspose1d before it
+    struct upsample_block {
+        ggml_tensor * conv_w   = nullptr; // causal ConvTranspose1d, 2x
+        ggml_tensor * conv_b   = nullptr;
+        ggml_tensor * dwconv_w = nullptr; // depthwise causal conv, k=7
+        ggml_tensor * dwconv_b = nullptr;
+        ggml_tensor * norm_w   = nullptr; // LayerNorm
+        ggml_tensor * norm_b   = nullptr;
+        ggml_tensor * pw1_w    = nullptr; // pointwise expand
+        ggml_tensor * pw1_b    = nullptr;
+        ggml_tensor * pw2_w    = nullptr; // pointwise project
+        ggml_tensor * pw2_b    = nullptr;
+        ggml_tensor * gamma    = nullptr; // layer scale
+    };
+
+    // one DAC residual unit: SnakeBeta -> dilated causal conv -> SnakeBeta -> pointwise causal conv
+    struct dac_res {
+        ggml_tensor * act1_alpha = nullptr;
+        ggml_tensor * act1_beta  = nullptr;
+        ggml_tensor * conv1_w    = nullptr;
+        ggml_tensor * conv1_b    = nullptr;
+        ggml_tensor * act2_alpha = nullptr;
+        ggml_tensor * act2_beta  = nullptr;
+        ggml_tensor * conv2_w    = nullptr;
+        ggml_tensor * conv2_b    = nullptr;
+    };
+
+    // one DAC upsample block (SnakeBeta -> causal ConvTranspose1d -> 3 residual units)
+    struct dac_block {
+        ggml_tensor * snake_alpha = nullptr;
+        ggml_tensor * snake_beta  = nullptr;
+        ggml_tensor * conv_w      = nullptr; // causal ConvTranspose1d
+        ggml_tensor * conv_b      = nullptr;
+        std::vector<dac_res> res;
+    };
+
+    // quantizer: RVQ codebook decode
+    ggml_tensor * quant_first_in_w  = nullptr; // semantic RVQ, in_proj (1x1 conv, loaded as 2D)
+    ggml_tensor * quant_first_out_w = nullptr;
+    ggml_tensor * quant_first_cb_w  = nullptr; // codebook (1 layer)
+    ggml_tensor * quant_rest_in_w   = nullptr; // acoustic RVQ
+    ggml_tensor * quant_rest_out_w  = nullptr;
+    ggml_tensor * quant_rest_cb_w   = nullptr; // codebooks, merged 3D [15, vocab, dim]
+
+    ggml_tensor * pre_conv_w = nullptr;
+    ggml_tensor * pre_conv_b = nullptr;
+
+    ggml_tensor * tfm_in_proj_w     = nullptr;
+    ggml_tensor * tfm_in_proj_b     = nullptr;
+    ggml_tensor * tfm_out_proj_w    = nullptr;
+    ggml_tensor * tfm_out_proj_b    = nullptr;
+    ggml_tensor * tfm_output_norm_w = nullptr;
+    std::vector<clip_layer> tfm_layers; // reuses the generic block fields (ln_1/attn/ln_2/ffn/ls_1/ls_2)
+
+    std::vector<upsample_block> upsample;
+
+    ggml_tensor * dac_entry_w = nullptr;
+    ggml_tensor * dac_entry_b = nullptr;
+    std::vector<dac_block> dac;
+    ggml_tensor * dac_post_snake_alpha = nullptr;
+    ggml_tensor * dac_post_snake_beta  = nullptr;
+    ggml_tensor * dac_post_conv_w      = nullptr;
+    ggml_tensor * dac_post_conv_b      = nullptr;
+};
+
 struct clip_model {
     clip_modality modality = CLIP_MODALITY_VISION;
     projector_type proj_type = PROJECTOR_TYPE_MLP;
@@ -577,6 +752,42 @@ struct clip_model {
     ggml_tensor * conv2d_3_w = nullptr;
     ggml_tensor * conv2d_3_b = nullptr;
 
+    // qwen3tts speaker encoder (ECAPA-TDNN)
+    // reused tensors: stem conv is conv1d_1_w/b, feature aggregation is conv_out_w/b, output proj is mm_fc_w/b
+    ggml_tensor * spk_asp_attn_w = nullptr;
+    ggml_tensor * spk_asp_attn_b = nullptr;
+    ggml_tensor * spk_asp_tdnn_w = nullptr;
+    ggml_tensor * spk_asp_tdnn_b = nullptr;
+
+    // qwen3tts code_predictor
+    ggml_tensor * gen_code_proj_in_w  = nullptr; // small_to_mtp_projection
+    ggml_tensor * gen_code_proj_in_b  = nullptr;
+    ggml_tensor * gen_code_embd_w     = nullptr; // per-codebook embedding, merged 3D
+    ggml_tensor * gen_code_head_w     = nullptr; // per-codebook output head, merged 3D
+    ggml_tensor * gen_code_out_embd_w = nullptr; // codebook-0 embedding, fed back into the talker
+    ggml_tensor * gen_code_norm_w     = nullptr; // final norm
+
+    // qwen3tts code2wav: RVQ codes -> raw PCM
+    clip_code2wav c2w;
+
+    // pocket-tts: SEANet stack, shared by the encoder (speaker path) and the decoder (gen path)
+    clip_seanet seanet;
+
+    // pocket-tts: voice latent -> backbone embd (speaker path)
+    ggml_tensor * spk_proj_w      = nullptr;
+    ggml_tensor * downsample_w    = nullptr;
+
+    // pocket-tts: flow-matching decoder, backbone hidden state -> next latent
+    clip_flow_net flow;
+    ggml_tensor * gen_out_eos_w   = nullptr;
+    ggml_tensor * gen_out_eos_b   = nullptr;
+    ggml_tensor * gen_input_lin_w = nullptr; // latent -> backbone embd
+    ggml_tensor * gen_emb_mean    = nullptr;
+    ggml_tensor * gen_emb_std     = nullptr;
+    ggml_tensor * gen_quant_out_w = nullptr; // latent -> decoder dim
+    ggml_tensor * gen_upsample_w  = nullptr; // depthwise convtr, frame rate -> encoder frame rate
+    std::vector<clip_layer> gen_tfm_layers; // mimi decoder_transformer
+
     // cogvlm
     ggml_tensor * mm_post_fc_norm_w = nullptr;
     ggml_tensor * mm_post_fc_norm_b = nullptr;
diff --git a/tools/mtmd/clip.cpp b/tools/mtmd/clip.cpp
index c1870813f..2fb2b5041 100644
--- a/tools/mtmd/clip.cpp
+++ b/tools/mtmd/clip.cpp
@@ -17,6 +17,7 @@
 #include <cstring>
 #include <fstream>
 #include <map>
+#include <random>
 #include <stdexcept>
 #include <unordered_set>
 #include <vector>
@@ -173,6 +174,10 @@ struct clip_ctx {
 
     bool support_batch = false;
 
+    // for audio gen, reseeded only when the caller asks for another seed
+    std::mt19937 rng{std::random_device{}()};
+    uint32_t rng_seed = UINT32_MAX;
+
     clip_ctx(clip_context_params & ctx_params) {
         flash_attn_type = ctx_params.flash_attn_type;
         no_alloc = ctx_params.no_alloc;
@@ -269,6 +274,29 @@ clip_graph::clip_graph(clip_ctx * ctx, const clip_image_f32 & img) :
     gf = ggml_new_graph_custom(ctx0, ctx->max_nodes, false);
 }
 
+clip_graph::clip_graph(const clip_graph & parent) :
+        model(parent.model),
+        hparams(parent.hparams),
+        proj_type(parent.proj_type),
+        img(parent.img),
+        patch_size(parent.patch_size),
+        n_patches_x(parent.n_patches_x),
+        n_patches_y(parent.n_patches_y),
+        n_patches(parent.n_patches),
+        n_embd(parent.n_embd),
+        n_head(parent.n_head),
+        n_head_kv(parent.n_head_kv),
+        d_head(parent.d_head),
+        n_layer(parent.n_layer),
+        n_mmproj_embd(parent.n_mmproj_embd),
+        eps(parent.eps),
+        kq_scale(parent.kq_scale),
+        flash_attn_type(parent.flash_attn_type) {
+    // reuse from parent
+    ctx0 = parent.ctx0;
+    gf   = parent.gf;
+}
+
 ggml_tensor * clip_graph::build_mm(ggml_tensor * w, ggml_tensor * x) const {
     return ggml_mul_mat(ctx0, w, x);
 }
@@ -684,9 +712,10 @@ ggml_tensor * clip_graph::build_attn(
         ggml_tensor * sinks) const {
     // these nodes are added to the graph together so that they are not reordered
     // by doing so, the number of splits in the graph is reduced
-    ggml_build_forward_expand(gf, q_cur);
-    ggml_build_forward_expand(gf, k_cur);
-    ggml_build_forward_expand(gf, v_cur);
+    // the order is fixed without the compute flag, so an unselected branch stays out of the compute set
+    ggml_build_forward_order(gf, q_cur);
+    ggml_build_forward_order(gf, k_cur);
+    ggml_build_forward_order(gf, v_cur);
 
     ggml_tensor * q = ggml_permute(ctx0, q_cur, 0, 2, 1, 3);
     //cb(q, "q", il);
@@ -873,7 +902,8 @@ ggml_tensor * clip_graph::build_patch_merge_permute(ggml_tensor * cur, int scale
     return cur;
 }
 
-static std::unique_ptr<clip_graph> clip_get_graph_builder(clip_ctx * ctx, const clip_image_f32_batch & imgs) {
+static std::unique_ptr<clip_graph> clip_get_graph_builder(clip_ctx * ctx, const clip_image_f32_batch & imgs,
+                                                            const clip_encode_params * params = nullptr) {
     const clip_image_f32 & img = imgs.entries[0];
     std::unique_ptr<clip_graph> builder;
 
@@ -928,6 +958,10 @@ static std::unique_ptr<clip_graph> clip_get_graph_builder(clip_ctx * ctx, const
             {
                 builder = std::make_unique<clip_graph_minimax_m3>(ctx, img);
             } break;
+        case PROJECTOR_TYPE_MUSE_GLIMMER:
+            {
+                builder = std::make_unique<clip_graph_muse_glimmer>(ctx, img);
+            } break;
         case PROJECTOR_TYPE_STEP3VL:
             {
                 builder = std::make_unique<clip_graph_step3vl>(ctx, img);
@@ -1025,6 +1059,36 @@ static std::unique_ptr<clip_graph> clip_get_graph_builder(clip_ctx * ctx, const
             {
                 builder = std::make_unique<clip_graph_mimo_audio>(ctx, img);
             } break;
+        case PROJECTOR_TYPE_QWEN3TTS_SPKENC:
+            {
+                builder = std::make_unique<clip_graph_qwen3tts_spkenc>(ctx, img);
+            } break;
+        case PROJECTOR_TYPE_POCKETTTS_SPKENC:
+            {
+                builder = std::make_unique<clip_graph_pockettts_spkenc>(ctx, img);
+            } break;
+        case PROJECTOR_TYPE_POCKETTTS_GEN:
+            {
+                const auto gen_process = params ? params->gen_process : CLIP_GEN_PROCESS_GEN_CODE;
+                const int  n_step = ctx->model.hparams.flow_n_step;
+                const int64_t n_latent = ctx->model.gen_input_lin_w->ne[0];
+                GGML_ASSERT(n_step > 0);
+                GGML_ASSERT(n_latent > 0);
+                // "inp_feats" takes the caller's buffer as-is, the graph must consume all of it
+                if (params && params->feats) {
+                    GGML_ASSERT(params->feats->size() % (size_t) n_latent == 0);
+                    GGML_ASSERT(params->feats->size() >= (size_t) n_latent);
+                }
+                const int  n_frames = params && params->feats ? (int) (params->feats->size() / n_latent) : 1;
+                builder = std::make_unique<clip_graph_pockettts_gen>(ctx, img, gen_process, n_step, n_frames);
+            } break;
+        case PROJECTOR_TYPE_QWEN3TTS_GEN:
+            {
+                const auto  gen_process = params ? params->gen_process : CLIP_GEN_PROCESS_GEN_CODE;
+                const int   top_k = params ? params->top_k : 50;
+                const float top_p = params ? params->top_p : 1.0f;
+                builder = std::make_unique<clip_graph_qwen3tts_gen>(ctx, img, gen_process, top_k, top_p);
+            } break;
         case PROJECTOR_TYPE_YOUTUVL:
             {
                 builder = std::make_unique<clip_graph_youtuvl>(ctx, img);
@@ -1065,8 +1129,9 @@ struct clip_model_loader {
 
     size_t model_size = 0; // in bytes
 
-    bool has_vision = false;
-    bool has_audio  = false;
+    bool has_vision    = false;
+    bool has_audio     = false;
+    bool has_gen_audio = false;
 
     mtmd_progress_callback progress_callback = nullptr;
     void * progress_callback_user_data = nullptr;
@@ -1112,8 +1177,9 @@ struct clip_model_loader {
 
         // modalities
         {
-            get_bool(KEY_HAS_VISION_ENC, has_vision, false);
-            get_bool(KEY_HAS_AUDIO_ENC,  has_audio,  false);
+            get_bool(KEY_HAS_VISION_ENC,    has_vision,    false);
+            get_bool(KEY_HAS_AUDIO_ENC,     has_audio,     false);
+            get_bool(KEY_HAS_GEN_AUDIO_ENC, has_gen_audio, false);
 
             if (has_vision) {
                 LOG_INF("%s: has vision encoder\n", __func__);
@@ -1121,6 +1187,9 @@ struct clip_model_loader {
             if (has_audio) {
                 LOG_INF("%s: has audio encoder\n", __func__);
             }
+            if (has_gen_audio) {
+                LOG_INF("%s: has audio generation (gen) encoder\n", __func__);
+            }
         }
 
         // tensors
@@ -1147,6 +1216,8 @@ struct clip_model_loader {
             GGML_ASSERT(has_vision);
         } else if (modality == CLIP_MODALITY_AUDIO) {
             GGML_ASSERT(has_audio);
+        } else if (modality == CLIP_MODALITY_GEN_AUDIO) {
+            GGML_ASSERT(has_gen_audio);
         }
         model.modality = modality;
 
@@ -1163,6 +1234,8 @@ struct clip_model_loader {
                     get_string(KEY_VISION_PROJ_TYPE, proj_type, false);
                 } else if (modality == CLIP_MODALITY_AUDIO) {
                     get_string(KEY_AUDIO_PROJ_TYPE, proj_type, false);
+                } else if (modality == CLIP_MODALITY_GEN_AUDIO) {
+                    get_string(KEY_GEN_AUDIO_PROJ_TYPE, proj_type, false);
                 } else {
                     GGML_ABORT("unknown modality");
                 }
@@ -1182,12 +1255,13 @@ struct clip_model_loader {
             }
         }
 
-        const bool is_vision = model.modality == CLIP_MODALITY_VISION;
-        const bool is_audio  = model.modality == CLIP_MODALITY_AUDIO;
+        const bool is_vision    = model.modality == CLIP_MODALITY_VISION;
+        const bool is_audio     = model.modality == CLIP_MODALITY_AUDIO;
+        const bool is_gen_audio = model.modality == CLIP_MODALITY_GEN_AUDIO;
 
         // other hparams
         {
-            const char * prefix = is_vision ? "vision" : "audio";
+            const char * prefix = is_vision ? "vision" : (is_audio ? "audio" : "gen.audio");
             get_u32(string_format(KEY_N_EMBD,         prefix), hparams.n_embd);
             get_u32(string_format(KEY_N_HEAD,         prefix), hparams.n_head);
             get_u32(string_format(KEY_N_EMBD_HEAD,    prefix), hparams.n_embd_head, false);
@@ -1198,6 +1272,7 @@ struct clip_model_loader {
 
             // n_head_kv is optional (for GQA), default to n_head
             hparams.n_head_kv = hparams.n_head;
+            get_u32(string_format(KEY_N_HEAD_KV, prefix), hparams.n_head_kv, false);
 
             if (is_vision) {
                 get_u32(KEY_IMAGE_SIZE, hparams.image_size);
@@ -1226,6 +1301,12 @@ struct clip_model_loader {
                 hparams.image_size = 0;
                 hparams.patch_size = 1;
 
+            } else if (is_gen_audio) {
+                // these are unused, but still need to be set to avoid issues
+                hparams.image_size = 0;
+                hparams.patch_size = 1;
+                get_string(KEY_GEN_AUDIO_VARIANT, hparams.gen_model_variant, false);
+
             } else {
                 GGML_ASSERT(false && "unknown modality");
             }
@@ -1364,7 +1445,7 @@ struct clip_model_loader {
                     } break;
                 case PROJECTOR_TYPE_PARAKEET:
                     {
-                        get_u32(KEY_AUDIO_SUBSAMPLING_FACTOR, hparams.subsampling_factor);
+                        get_u32(KEY_AUDIO_SUBSMPL_FACTOR, hparams.subsampling_factor);
                         GGML_ASSERT(hparams.subsampling_factor == 8 &&
                             "subsampling_factor must match the conv strides in clip_graph_parakeet::build()");
                         get_u32(KEY_A_CONV_KERNEL_SIZE,       hparams.audio_conv_kernel_size);
@@ -1381,6 +1462,7 @@ struct clip_model_loader {
                         // use default llava-uhd preprocessing params
                         get_u32(KEY_PROJ_SCALE_FACTOR, hparams.n_merge, false);
                         get_u32(KEY_PREPROC_IMAGE_SIZE, hparams.image_longest_edge, false);
+                        hparams.set_limit_image_tokens();
                     } break;
                 case PROJECTOR_TYPE_LFM2:
                     {
@@ -1418,6 +1500,7 @@ struct clip_model_loader {
                         get_u32(KEY_SPATIAL_MERGE_SIZE, hparams.n_merge, false);
                         hparams.image_longest_edge = hparams.image_size;
                         get_u32(KEY_PREPROC_IMAGE_SIZE, hparams.image_longest_edge, false);
+                        hparams.set_limit_image_tokens();
                         hparams.set_warmup_n_tokens(256); // avoid OOM on warmup
                     } break;
                 case PROJECTOR_TYPE_DOTS_OCR:
@@ -1517,6 +1600,17 @@ struct clip_model_loader {
                         hparams.set_limit_image_tokens(8, 576);
                         hparams.set_warmup_n_tokens(16*16);
                     } break;
+                case PROJECTOR_TYPE_MUSE_GLIMMER:
+                    {
+                        hparams.n_merge = 2; // pixel-shuffle downsample after the ViT
+                        hparams.image_resize_algo = RESIZE_ALGO_LANCZOS;
+                        hparams.rope_theta = 10000.0f;
+                        hparams.muse_glimmer_patch_temporal = 2;
+                        hparams.muse_glimmer_sparse_factor  = 4; // 3 sparse layers + 1 global, repeating
+                        get_u32(KEY_SPATIAL_MERGE_SIZE,  hparams.n_merge,             false);
+                        hparams.set_limit_image_tokens(1, 4096);
+                        hparams.set_warmup_n_tokens(32*32);
+                    } break;
                 case PROJECTOR_TYPE_MIMOVL:
                     {
                         hparams.n_merge = 2; // spatial_merge_size
@@ -1542,6 +1636,7 @@ struct clip_model_loader {
                         if (hparams.image_longest_edge == 0) {
                             hparams.image_longest_edge = 3024;
                         }
+                        // note: the step3vl preprocessor slices based on a fixed window grid, so it does not support custom min/max image tokens
                         hparams.warmup_image_size = hparams.image_size;
                     } break;
                 case PROJECTOR_TYPE_YOUTUVL:
@@ -1647,6 +1742,49 @@ struct clip_model_loader {
                                 "%s: mimo_audio: %s must be > 0\n", __func__, KEY_A_LOCAL_GROUP_SIZE));
                         }
                     } break;
+                case PROJECTOR_TYPE_QWEN3TTS_SPKENC:
+                    {
+                        // ECAPA-TDNN speaker encoder, mel front-end uses the Slaney default (fmin=0, fmax=sr/2)
+                        hparams.audio_sample_rate = 24000;
+                        hparams.audio_n_fft       = 1024;
+                        hparams.audio_window_len  = 1024;
+                        hparams.audio_hop_len     = 256;
+                    } break;
+                case PROJECTOR_TYPE_QWEN3TTS_GEN:
+                    {
+                        // TODO: hardcoded for now, read from code_predictor_config instead
+                        hparams.rope_theta = 1000000.0f;
+
+                        // code2wav params
+                        hparams.wav_tfm_n_layer      = 8;
+                        hparams.wav_tfm_n_embd       = 512;
+                        hparams.wav_tfm_n_ff         = 1024;
+                        hparams.wav_tfm_n_head       = 16;
+                        hparams.wav_tfm_n_head_kv    = 16;
+                        hparams.wav_tfm_eps          = 1e-5f;
+                        hparams.wav_tfm_rope_theta   = 10000.0f;
+                        hparams.wav_upsample_n_block = 2;
+                        hparams.wav_dac_n_block      = 4;
+                        hparams.wav_dac_n_res        = 3;
+                        // matches the reference decoder's sliding_window (speech_tokenizer/config.json)
+                        hparams.wav_tfm_swa = 72;
+                    } break;
+                case PROJECTOR_TYPE_POCKETTTS_SPKENC:
+                case PROJECTOR_TYPE_POCKETTTS_GEN:
+                    {
+                        // mimi front-end takes the raw waveform, no mel
+                        hparams.audio_sample_rate = 24000;
+                        // seanet ratios are [6,5,4] in the config, the encoder reverses them
+                        hparams.seanet_ratios   = { 4, 5, 6 };
+                        hparams.seanet_n_stage  = (int32_t) hparams.seanet_ratios.size();
+                        hparams.mimi_downsample = 16;
+                        // matches the reference transformer's "context"
+                        hparams.mimi_tfm_context = 250;
+                        hparams.rope_theta       = 10000.0f;
+                        // flow_lm defaults, see pocket_tts/default_parameters.py
+                        hparams.flow_n_step       = 1;
+                        hparams.gen_eos_threshold = -4.0f;
+                    } break;
                 case PROJECTOR_TYPE_PADDLEOCR:
                     {
                         hparams.n_merge = 2;
@@ -1682,6 +1820,10 @@ struct clip_model_loader {
                             // qwen2 encoder is GQA, requires KEY_N_HEAD_KV
                             get_u32(string_format(KEY_N_HEAD_KV, "vision"), hparams.n_head_kv);
                         }
+                        // unlimited-ocr shares the v1 projector but tiles up to 32
+                        get_u32(KEY_PREPROC_MIN_TILES, hparams.preproc_min_tiles, false);
+                        get_u32(KEY_PREPROC_MAX_TILES, hparams.preproc_max_tiles, false);
+                        GGML_ASSERT(hparams.preproc_min_tiles <= hparams.preproc_max_tiles);
                      } break;
                 case PROJECTOR_TYPE_HUNYUANVL:
                     {
@@ -1830,6 +1972,9 @@ struct clip_model_loader {
                 if (hparams.image_max_pixels > 0) {
                     LOG_INF("%s: image_max_pixels:   %d%s\n", __func__, hparams.image_max_pixels, hparams.custom_image_max_tokens > 0 ? " (custom value)" : "");
                 }
+                if (hparams.preproc_max_tiles > 0) {
+                    LOG_INF("%s: preproc_tiles:      %d - %d\n", __func__, hparams.preproc_min_tiles, hparams.preproc_max_tiles);
+                }
             } else if (is_audio) {
                 LOG_INF("\n--- audio hparams ---\n");
                 LOG_INF("%s: n_mel_bins:         %d\n", __func__, hparams.n_mel_bins);
@@ -1842,7 +1987,9 @@ struct clip_model_loader {
 
                 // GEMMA4UA is encoder-free: it uses n_mel_bins as a raw-waveform frame size (640) and has no FFT/filterbank, so the mel-range and FFT
                 // checks below do not apply to it.
-                const bool fft_based = model.proj_type != PROJECTOR_TYPE_GEMMA4UA;
+                // pocket-tts is encoder-free in the same sense: mimi convolves the raw waveform
+                const bool fft_based = model.proj_type != PROJECTOR_TYPE_GEMMA4UA &&
+                                       model.proj_type != PROJECTOR_TYPE_POCKETTTS_SPKENC;
 
                 // Validate audio hparams loaded from GGUF metadata
                 if (hparams.n_mel_bins <= 0 || (fft_based && hparams.n_mel_bins > 256)) {
@@ -1871,7 +2018,9 @@ struct clip_model_loader {
         }
 
         // TODO @ngxson : support both audio and video in the future
-        const char * prefix = model.modality == CLIP_MODALITY_AUDIO ? "a" : "v";
+        const char * prefix = model.modality == CLIP_MODALITY_AUDIO ? "a"
+                             : model.modality == CLIP_MODALITY_GEN_AUDIO ? "a.gen.code"
+                             : "v";
 
         // get offsets
         for (int64_t i = 0; i < gguf_get_n_tensors(ctx_gguf.get()); ++i) {
@@ -1913,6 +2062,31 @@ struct clip_model_loader {
             return cur;
         };
 
+        // pocket-tts: the encoder and the decoder share the same layout, only the prefix differs
+        auto load_seanet = [&](clip_seanet & seanet, bool is_decoder) {
+            const char * conv_in  = is_decoder ? TN_A_GEN_WAV_SEANET_CONV_IN    : TN_A_SEANET_CONV_IN;
+            const char * conv_out = is_decoder ? TN_A_GEN_WAV_SEANET_CONV_OUT   : TN_A_SEANET_CONV_OUT;
+            const char * res1     = is_decoder ? TN_A_GEN_WAV_SEANET_RES_CONV1  : TN_A_SEANET_RES_CONV1;
+            const char * res2     = is_decoder ? TN_A_GEN_WAV_SEANET_RES_CONV2  : TN_A_SEANET_RES_CONV2;
+            const char * scale    = is_decoder ? TN_A_GEN_WAV_SEANET_SCALE_CONV : TN_A_SEANET_SCALE_CONV;
+
+            seanet.conv_in_w  = get_tensor(string_format(conv_in,  "weight"));
+            seanet.conv_in_b  = get_tensor(string_format(conv_in,  "bias"));
+            seanet.conv_out_w = get_tensor(string_format(conv_out, "weight"));
+            seanet.conv_out_b = get_tensor(string_format(conv_out, "bias"));
+
+            seanet.stages.resize(hparams.seanet_n_stage);
+            for (int i = 0; i < hparams.seanet_n_stage; i++) {
+                auto & stage = seanet.stages[i];
+                stage.res_conv1_w  = get_tensor(string_format(res1,  i, "weight"));
+                stage.res_conv1_b  = get_tensor(string_format(res1,  i, "bias"));
+                stage.res_conv2_w  = get_tensor(string_format(res2,  i, "weight"));
+                stage.res_conv2_b  = get_tensor(string_format(res2,  i, "bias"));
+                stage.scale_conv_w = get_tensor(string_format(scale, i, "weight"));
+                stage.scale_conv_b = get_tensor(string_format(scale, i, "bias"));
+            }
+        };
+
         auto get_vector = [&](const std::string & name) {
             std::vector<float> result;
             auto it = tensor_offset.find(name);
@@ -1973,7 +2147,9 @@ struct clip_model_loader {
         model.position_embeddings = get_tensor(string_format(TN_POS_EMBD, prefix), false);
 
         const bool has_standard_layers = (
-            model.proj_type != PROJECTOR_TYPE_GEMMA3NV);
+            model.proj_type != PROJECTOR_TYPE_GEMMA3NV &&
+            model.proj_type != PROJECTOR_TYPE_QWEN3TTS_SPKENC &&
+            model.proj_type != PROJECTOR_TYPE_POCKETTTS_GEN);
 
         // layers
         const int n_layers_to_load = has_standard_layers ? hparams.n_layer : 0;
@@ -2224,6 +2400,13 @@ struct clip_model_loader {
                     model.mm_merger_fc2_w = get_tensor(string_format(TN_MM_MERGER_FC2, "weight"));
                     model.mm_merger_fc2_b = get_tensor(string_format(TN_MM_MERGER_FC2, "bias"));
                 } break;
+            case PROJECTOR_TYPE_MUSE_GLIMMER:
+                {
+                    // 3-linear MLP: fc -> erf-GELU -> proj -> erf-GELU -> vision_proj (into LLM residual dim)
+                    model.mm_0_w = get_tensor(string_format(TN_LLAVA_PROJ, 0, "weight"));
+                    model.mm_1_w = get_tensor(string_format(TN_LLAVA_PROJ, 1, "weight"));
+                    model.mm_2_w = get_tensor(string_format(TN_LLAVA_PROJ, 2, "weight"));
+                } break;
             case PROJECTOR_TYPE_STEP3VL:
                 {
                     model.mm_0_w     = get_tensor(string_format(TN_LLAVA_PROJ, 0, "weight"));
@@ -2599,6 +2782,219 @@ struct clip_model_loader {
                     model.mm_1_w = get_tensor(string_format(TN_MM_AUDIO_MLP, 1, "weight"));
                     model.mm_2_w = get_tensor(string_format(TN_MM_AUDIO_MLP, 2, "weight"));
                 } break;
+            case PROJECTOR_TYPE_QWEN3TTS_SPKENC:
+                {
+                    // stem TDNN (block 0)
+                    model.conv1d_1_w = get_tensor(string_format(TN_CONV1D, 0, "weight"));
+                    model.conv1d_1_b = get_tensor(string_format(TN_CONV1D, 0, "bias"));
+
+                    // SE-Res2Net blocks (GGUF bid 1..3, one per hparams.n_layer)
+                    model.layers.resize(hparams.n_layer);
+                    for (int il = 0; il < hparams.n_layer; il++) {
+                        auto & layer = model.layers[il];
+                        int bid = il + 1;
+                        layer.conv_pw1_w = get_tensor(string_format(TN_CONV_PW1, prefix, bid, "weight"));
+                        layer.conv_pw1_b = get_tensor(string_format(TN_CONV_PW1, prefix, bid, "bias"));
+                        layer.conv_pw2_w = get_tensor(string_format(TN_CONV_PW2, prefix, bid, "weight"));
+                        layer.conv_pw2_b = get_tensor(string_format(TN_CONV_PW2, prefix, bid, "bias"));
+                        layer.se_conv1_w = get_tensor(string_format(TN_A_SE_CONV1, bid, "weight"));
+                        layer.se_conv1_b = get_tensor(string_format(TN_A_SE_CONV1, bid, "bias"));
+                        layer.se_conv2_w = get_tensor(string_format(TN_A_SE_CONV2, bid, "weight"));
+                        layer.se_conv2_b = get_tensor(string_format(TN_A_SE_CONV2, bid, "bias"));
+                        layer.res2_conv_w.resize(7);
+                        layer.res2_conv_b.resize(7);
+                        for (int xid = 0; xid < 7; xid++) {
+                            layer.res2_conv_w[xid] = get_tensor(string_format(TN_A_CONV_RES2, bid, xid, "weight"));
+                            layer.res2_conv_b[xid] = get_tensor(string_format(TN_A_CONV_RES2, bid, xid, "bias"));
+                        }
+                    }
+
+                    // multi-layer feature aggregation
+                    model.conv_out_w = get_tensor(string_format(TN_CONV_OUT, "weight"));
+                    model.conv_out_b = get_tensor(string_format(TN_CONV_OUT, "bias"));
+
+                    // attentive statistics pooling
+                    model.spk_asp_attn_w = get_tensor(string_format(TN_A_ASP_ATTN, "weight"));
+                    model.spk_asp_attn_b = get_tensor(string_format(TN_A_ASP_ATTN, "bias"));
+                    model.spk_asp_tdnn_w = get_tensor(string_format(TN_A_ASP_TDNN, "weight"));
+                    model.spk_asp_tdnn_b = get_tensor(string_format(TN_A_ASP_TDNN, "bias"));
+
+                    // final speaker embedding projection
+                    model.mm_fc_w = get_tensor(string_format(TN_MM_AUDIO_FC, "weight"));
+                    model.mm_fc_b = get_tensor(string_format(TN_MM_AUDIO_FC, "bias"));
+                } break;
+            case PROJECTOR_TYPE_POCKETTTS_SPKENC:
+                {
+                    load_seanet(model.seanet, false);
+                    model.downsample_w = get_tensor(string_format(TN_A_DOWNSAMPLE_CONV, "weight"));
+                    model.spk_proj_w   = get_tensor(string_format(TN_A_SPEAKER_PROJ, "weight"));
+                } break;
+            case PROJECTOR_TYPE_POCKETTTS_GEN:
+                {
+                    auto & flow = model.flow;
+                    flow.input_proj_w = get_tensor(string_format(TN_A_GEN_FLOW_INPUT_PROJ, "weight"));
+                    flow.input_proj_b = get_tensor(string_format(TN_A_GEN_FLOW_INPUT_PROJ, "bias"));
+                    flow.cond_embd_w  = get_tensor(string_format(TN_A_GEN_FLOW_COND_EMBD, "weight"));
+                    flow.cond_embd_b  = get_tensor(string_format(TN_A_GEN_FLOW_COND_EMBD, "bias"));
+                    flow.final_ada_w  = get_tensor(string_format(TN_A_GEN_FLOW_FINAL_ADA, "weight"));
+                    flow.final_ada_b  = get_tensor(string_format(TN_A_GEN_FLOW_FINAL_ADA, "bias"));
+                    flow.final_proj_w = get_tensor(string_format(TN_A_GEN_FLOW_FINAL_PROJ, "weight"));
+                    flow.final_proj_b = get_tensor(string_format(TN_A_GEN_FLOW_FINAL_PROJ, "bias"));
+
+                    flow.time.resize(2);
+                    for (size_t i = 0; i < flow.time.size(); i++) {
+                        auto & t = flow.time[i];
+                        t.freqs  = get_tensor(string_format(TN_A_GEN_FLOW_TIME_FREQS, (int) i));
+                        t.up_w   = get_tensor(string_format(TN_A_GEN_FLOW_TIME_UP,   (int) i, "weight"));
+                        t.up_b   = get_tensor(string_format(TN_A_GEN_FLOW_TIME_UP,   (int) i, "bias"));
+                        t.down_w = get_tensor(string_format(TN_A_GEN_FLOW_TIME_DOWN, (int) i, "weight"));
+                        t.down_b = get_tensor(string_format(TN_A_GEN_FLOW_TIME_DOWN, (int) i, "bias"));
+                        t.norm   = get_tensor(string_format(TN_A_GEN_FLOW_TIME_NORM, (int) i));
+                    }
+
+                    // one AdaLN block per flow depth, the count is only known from the tensors
+                    for (int il = 0; ; il++) {
+                        ggml_tensor * probe = get_tensor(string_format(TN_A_GEN_FLOW_BLK_NORM, il, "weight"), false);
+                        if (probe == nullptr) {
+                            break;
+                        }
+                        clip_flow_net::block blk;
+                        blk.norm_w = probe;
+                        blk.norm_b = get_tensor(string_format(TN_A_GEN_FLOW_BLK_NORM, il, "bias"));
+                        blk.up_w   = get_tensor(string_format(TN_A_GEN_FLOW_BLK_UP,   il, "weight"));
+                        blk.up_b   = get_tensor(string_format(TN_A_GEN_FLOW_BLK_UP,   il, "bias"));
+                        blk.down_w = get_tensor(string_format(TN_A_GEN_FLOW_BLK_DOWN, il, "weight"));
+                        blk.down_b = get_tensor(string_format(TN_A_GEN_FLOW_BLK_DOWN, il, "bias"));
+                        blk.ada_w  = get_tensor(string_format(TN_A_GEN_FLOW_BLK_ADA,  il, "weight"));
+                        blk.ada_b  = get_tensor(string_format(TN_A_GEN_FLOW_BLK_ADA,  il, "bias"));
+                        flow.blocks.push_back(blk);
+                    }
+
+                    model.gen_out_eos_w   = get_tensor(string_format(TN_A_GEN_OUT_EOS, "weight"));
+                    model.gen_out_eos_b   = get_tensor(string_format(TN_A_GEN_OUT_EOS, "bias"));
+                    model.gen_input_lin_w = get_tensor(string_format(TN_A_GEN_INPUT_LINEAR, "weight"));
+                    model.gen_emb_mean    = get_tensor(TN_A_GEN_EMB_MEAN);
+                    model.gen_emb_std     = get_tensor(TN_A_GEN_EMB_STD);
+
+                    // mimi decoder
+                    model.gen_quant_out_w = get_tensor(string_format(TN_A_GEN_WAV_QUANT_OUT, "weight"));
+                    model.gen_upsample_w  = get_tensor(string_format(TN_A_GEN_WAV_UPSAMPLE, "weight"));
+                    load_seanet(model.seanet, true);
+                    model.gen_tfm_layers.resize(hparams.n_layer);
+                    for (int il = 0; il < hparams.n_layer; il++) {
+                        auto & layer = model.gen_tfm_layers[il];
+                        const char * p = "a.gen.wav.tfm";
+                        layer.ln_1_w    = get_tensor(string_format(TN_LN_1,        p, il, "weight"));
+                        layer.ln_1_b    = get_tensor(string_format(TN_LN_1,        p, il, "bias"));
+                        layer.q_w       = get_tensor(string_format(TN_ATTN_Q,      p, il, "weight"));
+                        layer.k_w       = get_tensor(string_format(TN_ATTN_K,      p, il, "weight"));
+                        layer.v_w       = get_tensor(string_format(TN_ATTN_V,      p, il, "weight"));
+                        layer.o_w       = get_tensor(string_format(TN_ATTN_OUTPUT, p, il, "weight"));
+                        layer.ls_1_w    = get_tensor(string_format(TN_LS_1,        p, il, "weight"));
+                        layer.ln_2_w    = get_tensor(string_format(TN_LN_2,        p, il, "weight"));
+                        layer.ln_2_b    = get_tensor(string_format(TN_LN_2,        p, il, "bias"));
+                        layer.ff_up_w   = get_tensor(string_format(TN_FFN_UP,      p, il, "weight"));
+                        layer.ff_down_w = get_tensor(string_format(TN_FFN_DOWN,    p, il, "weight"));
+                        layer.ls_2_w    = get_tensor(string_format(TN_LS_2,        p, il, "weight"));
+                    }
+                } break;
+            case PROJECTOR_TYPE_QWEN3TTS_GEN:
+                {
+                    // code_predictor
+                    model.gen_code_proj_in_w = get_tensor(string_format(TN_A_GEN_CODE_PROJ_IN, "weight"));
+                    model.gen_code_proj_in_b = get_tensor(string_format(TN_A_GEN_CODE_PROJ_IN, "bias"));
+                    model.gen_code_embd_w     = get_tensor(string_format(TN_A_GEN_CODE_EMBD,     "weight"));
+                    model.gen_code_head_w     = get_tensor(string_format(TN_A_GEN_CODE_HEAD,     "weight"));
+                    model.gen_code_out_embd_w = get_tensor(string_format(TN_A_GEN_CODE_OUT_EMBD, "weight"));
+                    model.gen_code_norm_w     = get_tensor(string_format(TN_A_GEN_CODE_NORM,     "weight"));
+
+                    // code2wav: RVQ codes -> raw PCM, lives in the same ctx as code_predictor
+                    {
+                        auto & c2w = model.c2w;
+
+                        c2w.quant_first_in_w  = get_tensor(string_format(TN_A_GEN_WAV_QUANT_FIRST_IN,  "weight"));
+                        c2w.quant_first_out_w = get_tensor(string_format(TN_A_GEN_WAV_QUANT_FIRST_OUT, "weight"));
+                        c2w.quant_first_cb_w  = get_tensor(string_format(TN_A_GEN_WAV_QUANT_FIRST_CB,  "weight"));
+                        c2w.quant_rest_in_w   = get_tensor(string_format(TN_A_GEN_WAV_QUANT_REST_IN,   "weight"));
+                        c2w.quant_rest_out_w  = get_tensor(string_format(TN_A_GEN_WAV_QUANT_REST_OUT,  "weight"));
+                        c2w.quant_rest_cb_w   = get_tensor(string_format(TN_A_GEN_WAV_QUANT_REST_CB,   "weight"));
+
+                        c2w.pre_conv_w = get_tensor(string_format(TN_A_GEN_WAV_PRE_CONV, "weight"));
+                        c2w.pre_conv_b = get_tensor(string_format(TN_A_GEN_WAV_PRE_CONV, "bias"));
+
+                        c2w.tfm_in_proj_w     = get_tensor(string_format(TN_A_GEN_WAV_TFM_IN_PROJ,  "weight"));
+                        c2w.tfm_in_proj_b     = get_tensor(string_format(TN_A_GEN_WAV_TFM_IN_PROJ,  "bias"));
+                        c2w.tfm_out_proj_w    = get_tensor(string_format(TN_A_GEN_WAV_TFM_OUT_PROJ, "weight"));
+                        c2w.tfm_out_proj_b    = get_tensor(string_format(TN_A_GEN_WAV_TFM_OUT_PROJ, "bias"));
+                        c2w.tfm_output_norm_w = get_tensor(string_format(TN_A_GEN_WAV_TFM_OUT_NORM, "weight"));
+
+                        // loaded manually, the generic model.layers loop is taken by code_predictor
+                        c2w.tfm_layers.resize(hparams.wav_tfm_n_layer);
+                        for (int il = 0; il < hparams.wav_tfm_n_layer; il++) {
+                            auto & layer = c2w.tfm_layers[il];
+                            const char * p = "a.gen.wav.tfm";
+                            layer.q_w      = get_tensor(string_format(TN_ATTN_Q,      p, il, "weight"));
+                            layer.k_w      = get_tensor(string_format(TN_ATTN_K,      p, il, "weight"));
+                            layer.v_w      = get_tensor(string_format(TN_ATTN_V,      p, il, "weight"));
+                            layer.o_w      = get_tensor(string_format(TN_ATTN_OUTPUT, p, il, "weight"));
+                            layer.ln_1_w   = get_tensor(string_format(TN_LN_1,        p, il, "weight"));
+                            layer.ln_2_w   = get_tensor(string_format(TN_LN_2,        p, il, "weight"));
+                            layer.ls_1_w   = get_tensor(string_format(TN_LS_1,        p, il, "weight"));
+                            layer.ls_2_w   = get_tensor(string_format(TN_LS_2,        p, il, "weight"));
+                            layer.ff_gate_w = get_tensor(string_format(TN_FFN_GATE,   p, il, "weight"));
+                            layer.ff_up_w   = get_tensor(string_format(TN_FFN_UP,     p, il, "weight"));
+                            layer.ff_down_w = get_tensor(string_format(TN_FFN_DOWN,   p, il, "weight"));
+                        }
+
+                        // upsample: 2x (causal ConvTranspose1d + ConvNeXt block)
+                        c2w.upsample.resize(hparams.wav_upsample_n_block);
+                        for (int il = 0; il < hparams.wav_upsample_n_block; il++) {
+                            auto & up = c2w.upsample[il];
+                            up.conv_w   = get_tensor(string_format(TN_A_GEN_WAV_UP_CONV,   il, "weight"));
+                            up.conv_b   = get_tensor(string_format(TN_A_GEN_WAV_UP_CONV,   il, "bias"));
+                            up.dwconv_w = get_tensor(string_format(TN_A_GEN_WAV_UP_DWCONV, il, "weight"));
+                            up.dwconv_b = get_tensor(string_format(TN_A_GEN_WAV_UP_DWCONV, il, "bias"));
+                            up.norm_w   = get_tensor(string_format(TN_A_GEN_WAV_UP_NORM,   il, "weight"));
+                            up.norm_b   = get_tensor(string_format(TN_A_GEN_WAV_UP_NORM,   il, "bias"));
+                            up.pw1_w    = get_tensor(string_format(TN_A_GEN_WAV_UP_PW1,    il, "weight"));
+                            up.pw1_b    = get_tensor(string_format(TN_A_GEN_WAV_UP_PW1,    il, "bias"));
+                            up.pw2_w    = get_tensor(string_format(TN_A_GEN_WAV_UP_PW2,    il, "weight"));
+                            up.pw2_b    = get_tensor(string_format(TN_A_GEN_WAV_UP_PW2,    il, "bias"));
+                            up.gamma    = get_tensor(string_format(TN_A_GEN_WAV_UP_GAMMA,  il));
+                        }
+
+                        // DAC decoder: conv_pre + n upsample blocks (each with n_res residual units) + conv_post
+                        c2w.dac_entry_w = get_tensor(string_format(TN_A_GEN_WAV_DAC_ENTRY, "weight"));
+                        c2w.dac_entry_b = get_tensor(string_format(TN_A_GEN_WAV_DAC_ENTRY, "bias"));
+
+                        c2w.dac.resize(hparams.wav_dac_n_block);
+                        for (int il = 0; il < hparams.wav_dac_n_block; il++) {
+                            auto & blk = c2w.dac[il];
+                            blk.snake_alpha = get_tensor(string_format(TN_A_GEN_WAV_DAC_SNAKE, il, "alpha"));
+                            blk.snake_beta  = get_tensor(string_format(TN_A_GEN_WAV_DAC_SNAKE, il, "beta"));
+                            blk.conv_w      = get_tensor(string_format(TN_A_GEN_WAV_DAC_CONV,  il, "weight"));
+                            blk.conv_b      = get_tensor(string_format(TN_A_GEN_WAV_DAC_CONV,  il, "bias"));
+
+                            blk.res.resize(hparams.wav_dac_n_res);
+                            for (int ir = 0; ir < hparams.wav_dac_n_res; ir++) {
+                                auto & res = blk.res[ir];
+                                res.act1_alpha = get_tensor(string_format(TN_A_GEN_WAV_DAC_RES_ACT1,  il, ir, "alpha"));
+                                res.act1_beta  = get_tensor(string_format(TN_A_GEN_WAV_DAC_RES_ACT1,  il, ir, "beta"));
+                                res.conv1_w    = get_tensor(string_format(TN_A_GEN_WAV_DAC_RES_CONV1, il, ir, "weight"));
+                                res.conv1_b    = get_tensor(string_format(TN_A_GEN_WAV_DAC_RES_CONV1, il, ir, "bias"));
+                                res.act2_alpha = get_tensor(string_format(TN_A_GEN_WAV_DAC_RES_ACT2,  il, ir, "alpha"));
+                                res.act2_beta  = get_tensor(string_format(TN_A_GEN_WAV_DAC_RES_ACT2,  il, ir, "beta"));
+                                res.conv2_w    = get_tensor(string_format(TN_A_GEN_WAV_DAC_RES_CONV2, il, ir, "weight"));
+                                res.conv2_b    = get_tensor(string_format(TN_A_GEN_WAV_DAC_RES_CONV2, il, ir, "bias"));
+                            }
+                        }
+
+                        c2w.dac_post_snake_alpha = get_tensor(string_format(TN_A_GEN_WAV_DAC_POST_SNAKE, "alpha"));
+                        c2w.dac_post_snake_beta  = get_tensor(string_format(TN_A_GEN_WAV_DAC_POST_SNAKE, "beta"));
+                        c2w.dac_post_conv_w      = get_tensor(string_format(TN_A_GEN_WAV_DAC_POST_CONV,  "weight"));
+                        c2w.dac_post_conv_b      = get_tensor(string_format(TN_A_GEN_WAV_DAC_POST_CONV,  "bias"));
+                    }
+                } break;
             case PROJECTOR_TYPE_VOXTRAL:
                 {
                     model.conv1d_1_w = get_tensor(string_format(TN_CONV1D, 1, "weight"));
@@ -3427,6 +3823,7 @@ struct clip_model_loader {
 struct clip_init_result clip_init(const char * fname, struct clip_context_params ctx_params) {
     clip_ctx * ctx_vision = nullptr;
     clip_ctx * ctx_audio = nullptr;
+    clip_ctx * ctx_gen_audio = nullptr;
 
     try {
         clip_model_loader loader(fname,
@@ -3459,16 +3856,25 @@ struct clip_init_result clip_init(const char * fname, struct clip_context_params
             }
         }
 
+        if (loader.has_gen_audio) {
+            ctx_gen_audio = new clip_ctx(ctx_params);
+            loader.load_hparams(ctx_gen_audio->model, CLIP_MODALITY_GEN_AUDIO);
+            loader.load_tensors(*ctx_gen_audio);
+            // TODO: fix warmup
+            ctx_gen_audio->buf_compute_meta.resize(ctx_gen_audio->max_nodes * ggml_tensor_overhead() + ggml_graph_overhead());
+        }
+
     } catch (const std::exception & e) {
         LOG_ERR("%s: failed to load model '%s': %s\n", __func__, fname, e.what());
 
         delete ctx_vision;
         delete ctx_audio;
+        delete ctx_gen_audio;
 
-        return {nullptr, nullptr};
+        return {nullptr, nullptr, nullptr};
     }
 
-    return {ctx_vision, ctx_audio};
+    return {ctx_vision, ctx_audio, ctx_gen_audio};
 }
 
 struct clip_cap clip_get_cap(const char * fname) {
@@ -3504,6 +3910,7 @@ int clip_n_output_tokens_x(const clip_ctx * ctx, const clip_image_f32 * img) {
         case PROJECTOR_TYPE_PADDLEOCR:
         case PROJECTOR_TYPE_HUNYUANVL:
         case PROJECTOR_TYPE_YOUTUVL:
+        case PROJECTOR_TYPE_MUSE_GLIMMER:
             return (img->nx() / params.patch_size) / 2;
         case PROJECTOR_TYPE_STEP3VL:
             return img->nx() / (params.patch_size * params.n_merge);
@@ -3529,6 +3936,7 @@ int clip_n_output_tokens_y(const clip_ctx * ctx, const clip_image_f32 * img) {
         case PROJECTOR_TYPE_PADDLEOCR:
         case PROJECTOR_TYPE_HUNYUANVL:
         case PROJECTOR_TYPE_YOUTUVL:
+        case PROJECTOR_TYPE_MUSE_GLIMMER:
             return (img->ny() / params.patch_size) / 2;
         case PROJECTOR_TYPE_STEP3VL:
             return img->ny() / (params.patch_size * params.n_merge);
@@ -3607,6 +4015,7 @@ int clip_n_output_tokens(const clip_ctx * ctx, const clip_image_f32 * img) {
         case PROJECTOR_TYPE_MINIMAX_M3:
         case PROJECTOR_TYPE_GLM4V:
         case PROJECTOR_TYPE_YOUTUVL:
+        case PROJECTOR_TYPE_MUSE_GLIMMER:
             {
                 // dynamic size (2 conv, so double patch size)
                 int x_patch = img->nx() / (params.patch_size * 2);
@@ -3784,6 +4193,27 @@ int clip_n_output_tokens(const clip_ctx * ctx, const clip_image_f32 * img) {
                 const int ds = ctx->model.hparams.audio_proj_downsample_rate;
                 n_patches = ((img->nx() + ws - 1) / ws) * (ws / ds);
             } break;
+        case PROJECTOR_TYPE_QWEN3TTS_SPKENC:
+            {
+                // pooling gives one speaker embedding, whatever the clip length is
+                n_patches = 1;
+            } break;
+        case PROJECTOR_TYPE_QWEN3TTS_GEN:
+            {
+                // one hidden-state vector fed back to the talker per call
+                n_patches = 1;
+            } break;
+        case PROJECTOR_TYPE_POCKETTTS_SPKENC:
+            {
+                // one conditioning row per 12.5Hz frame
+                const int hop = ctx->model.hparams.mimi_downsample * 120;
+                n_patches = img->nx() / hop;
+            } break;
+        case PROJECTOR_TYPE_POCKETTTS_GEN:
+            {
+                // one latent per call for GEN_CODE, GEN_WAV sizes its input from the caller
+                n_patches = 1;
+            } break;
         case PROJECTOR_TYPE_GRANITE4_VISION:
             {
                 // Per-tile output token count: each projector block outputs
@@ -3817,7 +4247,25 @@ bool clip_image_encode(struct clip_ctx * ctx, int n_threads, const clip_image_f3
 }
 
 bool clip_image_batch_encode(clip_ctx * ctx, int n_threads, const clip_image_f32_batch * imgs_c_ptr, std::vector<float> & out_batch_embd) {
-    const clip_image_f32_batch & imgs = *imgs_c_ptr;
+    clip_encode_params params;
+    params.imgs = imgs_c_ptr;
+    params.n_threads = n_threads;
+    params.out_embd = &out_batch_embd;
+
+    return clip_encode(ctx, &params);
+}
+
+// persisted state slots of the gen-audio decoder, per pipeline
+static std::vector<c2w_state_slot> list_gen_state_slots(const clip_hparams & hparams, const clip_model & model) {
+    switch (model.proj_type) {
+        case PROJECTOR_TYPE_QWEN3TTS_GEN:  return list_c2w_state_slots(hparams, model);
+        case PROJECTOR_TYPE_POCKETTTS_GEN: return list_pockettts_state_slots(hparams, model);
+        default:                           return {};
+    }
+}
+
+bool clip_encode(struct clip_ctx * ctx, struct clip_encode_params * params) {
+    const clip_image_f32_batch & imgs = *params->imgs;
     int n_batch_cur = imgs.entries.size();
 
     // [QWEN_VIDEO] for video models, the batch dimension is used as temporal dimension for merged frames
@@ -3828,12 +4276,17 @@ bool clip_image_batch_encode(clip_ctx * ctx, int n_threads, const clip_image_f32
 
     // if buffers are not allocated, we need to do a warmup run to allocate them
     if (!ctx->is_allocated) {
-        clip_model_loader::warmup(*ctx, *imgs_c_ptr);
+        clip_model_loader::warmup(*ctx, *params->imgs);
+    }
+
+    if (params->seed != ctx->rng_seed) {
+        ctx->rng_seed = params->seed;
+        ctx->rng.seed(params->seed == UINT32_MAX ? std::random_device{}() : params->seed);
     }
 
     // build the inference graph
     ggml_backend_sched_reset(ctx->sched.get());
-    ggml_cgraph * gf = clip_get_graph_builder(ctx, imgs)->build();
+    ggml_cgraph * gf = clip_get_graph_builder(ctx, imgs, params)->build();
     ggml_backend_sched_alloc_graph(ctx->sched.get(), gf);
 
     // set inputs
@@ -3875,6 +4328,50 @@ bool clip_image_batch_encode(clip_ctx * ctx, int n_threads, const clip_image_f32
         ggml_backend_tensor_set(cur, values.data(), 0, ggml_nbytes(cur));
     };
 
+    // upload the decoder state from the previous call, or zero-fill on a cold start
+    auto set_gen_state_in = [&]() {
+        size_t offset = 0;
+        for (const auto & slot : list_gen_state_slots(hparams, model)) {
+            ggml_tensor * t = get_inp_tensor(("state_in_" + slot.name).c_str());
+            const size_t nb = ggml_nbytes(t);
+            if (params->state_in && params->state_in->size() >= offset + nb) {
+                ggml_backend_tensor_set(t, params->state_in->data() + offset, 0, nb);
+            } else {
+                std::vector<uint8_t> zeros(nb, 0);
+                ggml_backend_tensor_set(t, zeros.data(), 0, nb);
+            }
+            offset += nb;
+        }
+    };
+
+    // rope positions and attention mask of the mimi transformers (pocket-tts).
+    // the mask is causal with a sliding window, see _build_attention_mask() in the reference
+    auto set_pockettts_tfm_inputs = [&]() {
+        const int64_t n_pos = ggml_nelements(get_inp_tensor("inp_pos"));
+        GGML_ASSERT(n_pos > 0);
+        std::vector<int32_t> positions((size_t) n_pos);
+        for (int64_t i = 0; i < n_pos; i++) {
+            positions[(size_t) i] = (int32_t) i;
+        }
+        set_input_i32("inp_pos", positions);
+
+        // the preprocessor truncates the waveform to keep this mask bounded
+        const int64_t max_pos = (int64_t) clip_hparams::pockettts_max_spk_seconds * hparams.audio_sample_rate / 120;
+        GGML_ASSERT(n_pos <= max_pos && "pocket-tts speaker reference too long for a dense mask");
+
+        const int64_t context = hparams.mimi_tfm_context;
+        std::vector<float> mask((size_t) n_pos * n_pos, -INFINITY);
+        for (int64_t q = 0; q < n_pos; q++) {
+            for (int64_t k = 0; k < n_pos; k++) {
+                const int64_t delta = q - k;
+                if (delta >= 0 && delta < context) {
+                    mask[(size_t) q * n_pos + k] = 0.0f;
+                }
+            }
+        }
+        set_input_f32("kq_mask", mask);
+    };
+
     // set input pixel values
     if (!imgs.is_audio) {
         size_t nelem = 0;
@@ -3918,8 +4415,8 @@ bool clip_image_batch_encode(clip_ctx * ctx, int n_threads, const clip_image_f32
         }
         set_input_f32("inp_raw", inp_raw);
 
-    } else {
-        // audio input
+    } else if (params->gen_process != CLIP_GEN_PROCESS_GEN_WAV) {
+        // audio input. GEN_WAV is not here: it takes codes or feats, set in the switch below
         GGML_ASSERT(imgs.entries.size() == 1);
 
         const auto & mel_inp = imgs.entries[0];
@@ -3933,6 +4430,70 @@ bool clip_image_batch_encode(clip_ctx * ctx, int n_threads, const clip_image_f32
 
     // set input per projector
     switch (ctx->model.proj_type) {
+        case PROJECTOR_TYPE_MUSE_GLIMMER:
+            {
+                const int grid_w = pos_w;            // image_size_width  / patch_size
+                const int grid_h = pos_h;            // image_size_height / patch_size
+                const int n_tok  = grid_w * grid_h;
+                const int pgrid  = (int) std::sqrt((double) ctx->model.position_embeddings->ne[1]); // 32
+                const int f      = hparams.n_merge;  // downsample 2
+
+                // pixel patchify runs inside the graph via build_inp() (ggml_conv_2d);
+                // pos-emb bilinear interp via resize_position_embeddings().
+
+                // --- sparse window grouping (pgrid x pgrid windows) ---
+                const int win = pgrid;
+                const int nwin_h = (grid_h + win - 1) / win;
+                const int nwin_w = (grid_w + win - 1) / win;
+                std::vector<int32_t> sp_perm; sp_perm.reserve(n_tok);
+                std::vector<int>     sp_slens;
+                for (int wy = 0; wy < nwin_h; wy++) {
+                    for (int wx = 0; wx < nwin_w; wx++) {
+                        int cnt = 0;
+                        for (int hh = 0; hh < win; hh++) {
+                            for (int ww = 0; ww < win; ww++) {
+                                const int gy = wy * win + hh;
+                                const int gx = wx * win + ww;
+                                if (gy < grid_h && gx < grid_w) { sp_perm.push_back(gy * grid_w + gx); cnt++; }
+                            }
+                        }
+                        if (cnt > 0) sp_slens.push_back(cnt);
+                    }
+                }
+                std::vector<int32_t> rpos_w(n_tok), rpos_h(n_tok), inv_perm(n_tok);
+                for (int i = 0; i < n_tok; i++) {
+                    const int orig = sp_perm[i];
+                    rpos_w[i] = (orig % grid_w) + 1; // 1-indexed
+                    rpos_h[i] = (orig / grid_w) + 1;
+                    inv_perm[orig] = i;
+                }
+                set_input_i32("muse_glimmer_sp_perm",  sp_perm);
+                set_input_i32("muse_glimmer_inv_perm", inv_perm);
+                set_input_i32("muse_glimmer_pos_w",    rpos_w);
+                set_input_i32("muse_glimmer_pos_h",    rpos_h);
+
+                // block-diagonal window mask (permuted order)
+                std::vector<float> sp_mask((size_t) n_tok * n_tok, -INFINITY);
+                {
+                    int off = 0;
+                    for (int s : sp_slens) {
+                        for (int a = 0; a < s; a++)
+                            for (int b = 0; b < s; b++)
+                                sp_mask[(size_t) (off + a) * n_tok + (off + b)] = 0.0f;
+                        off += s;
+                    }
+                }
+                set_input_f32("muse_glimmer_sp_mask", sp_mask);
+
+                // pixel-shuffle gather (original order): f*f spatial neighbours grouped
+                std::vector<int32_t> dsp; dsp.reserve(n_tok);
+                for (int oy = 0; oy < grid_h / f; oy++)
+                    for (int ox = 0; ox < grid_w / f; ox++)
+                        for (int ry = 0; ry < f; ry++)
+                            for (int rx = 0; rx < f; rx++)
+                                dsp.push_back((oy * f + ry) * grid_w + (ox * f + rx));
+                set_input_i32("muse_glimmer_ds_perm", dsp);
+            } break;
         case PROJECTOR_TYPE_MINICPMV:
             {
                 // inspired from siglip:
@@ -4388,6 +4949,30 @@ bool clip_image_batch_encode(clip_ctx * ctx, int n_threads, const clip_image_f32
                 }
                 set_input_i32("patches", patches);
             } break;
+        case PROJECTOR_TYPE_POCKETTTS_SPKENC:
+            {
+                set_pockettts_tfm_inputs();
+            } break;
+        case PROJECTOR_TYPE_POCKETTTS_GEN:
+            {
+                if (params->gen_process == CLIP_GEN_PROCESS_GEN_WAV) {
+                    GGML_ASSERT(params->feats != nullptr);
+                    set_input_f32("inp_feats", *params->feats);
+                    // positions and mask are derived in-graph from the persisted counter
+                    set_gen_state_in();
+                } else {
+                    // flow matching starts from gaussian noise, std = sqrt(temp)
+                    ggml_tensor * t = get_inp_tensor("inp_noise");
+                    // Config.default_temperature, for a caller that does not set one
+                    const float temp = params->temp > 0.0f ? params->temp : 0.7f;
+                    std::normal_distribution<float> dist(0.0f, std::sqrt(temp));
+                    std::vector<float> noise(ggml_nelements(t));
+                    for (auto & v : noise) {
+                        v = dist(ctx->rng);
+                    }
+                    set_input_f32("inp_noise", noise);
+                }
+            } break;
         case PROJECTOR_TYPE_GEMMA4V:
         case PROJECTOR_TYPE_GEMMA4UV:
             {
@@ -4475,9 +5060,63 @@ bool clip_image_batch_encode(clip_ctx * ctx, int n_threads, const clip_image_f32
         case PROJECTOR_TYPE_COGVLM:
         case PROJECTOR_TYPE_YASA2:
         case PROJECTOR_TYPE_GEMMA4UA:
+        case PROJECTOR_TYPE_QWEN3TTS_SPKENC:
             {
                 // do nothing
             } break;
+        case PROJECTOR_TYPE_QWEN3TTS_GEN:
+            {
+                if (params->gen_process == CLIP_GEN_PROCESS_GEN_WAV) {
+                    GGML_ASSERT(params->codes != nullptr);
+
+                    // frame-major input to group-major, rear-padded with code 0 up to one window
+                    const int64_t n_codes  = model.gen_code_head_w->ne[2] + 1;
+                    const int64_t n_frames_w = hparams.wav_tfm_swa;
+                    const int64_t n_frames   = (int64_t) params->codes->size() / n_codes;
+                    GGML_ASSERT(n_frames > 0 && n_frames <= n_frames_w);
+
+                    // codes are used as ggml_get_rows indices, so check them against the codebook vocab
+                    const int64_t vocab_first = model.c2w.quant_first_cb_w->ne[1];
+                    const int64_t vocab_rest  = model.c2w.quant_rest_cb_w->ne[1];
+                    for (int64_t f = 0; f < n_frames; f++) {
+                        for (int64_t g = 0; g < n_codes; g++) {
+                            const int32_t c = (*params->codes)[f * n_codes + g];
+                            const int64_t vocab = (g == 0) ? vocab_first : vocab_rest;
+                            if (c < 0 || (int64_t) c >= vocab) {
+                                LOG_ERR("%s: code out of range (frame %lld, group %lld, code %d, vocab %lld)\n",
+                                        __func__, (long long) f, (long long) g, c, (long long) vocab);
+                                return false;
+                            }
+                        }
+                    }
+
+                    std::vector<int32_t> codes(n_frames_w * n_codes, 0);
+                    for (int64_t f = 0; f < n_frames; f++) {
+                        for (int64_t g = 0; g < n_codes; g++) {
+                            codes[g * n_frames_w + f] = (*params->codes)[f * n_codes + g];
+                        }
+                    }
+                    set_input_i32("inp_codes", codes);
+                    set_gen_state_in();
+                } else {
+                    // code0 indexes gen_code_out_embd_w via ggml_get_rows; bound it
+                    const int64_t vocab0 = model.gen_code_out_embd_w->ne[1];
+                    if (params->code0 < 0 || (int64_t) params->code0 >= vocab0) {
+                        LOG_ERR("%s: code0 out of range (%d, vocab %lld)\n", __func__, params->code0, (long long) vocab0);
+                        return false;
+                    }
+                    std::vector<int32_t> code0 = { params->code0 };
+                    set_input_i32("inp_code0", code0);
+
+                    // one uniform(0,1) draw per codebook, used by do_sampling()
+                    std::uniform_real_distribution<float> dist(0.0f, 1.0f);
+                    const int64_t n_acoustic = model.gen_code_head_w->ne[2];
+                    for (int64_t g = 0; g < n_acoustic; g++) {
+                        std::vector<float> r = { dist(ctx->rng) };
+                        set_input_f32(("inp_rand_" + std::to_string(g)).c_str(), r);
+                    }
+                }
+            } break;
         case PROJECTOR_TYPE_HUNYUANVL:
             {
                 // Compute the HunyuanVL 2D position embedding on CPU (with the
@@ -4883,7 +5522,7 @@ bool clip_image_batch_encode(clip_ctx * ctx, int n_threads, const clip_image_f32
     if (reg) {
         auto ggml_backend_set_n_threads_fn = (ggml_backend_set_n_threads_t) ggml_backend_reg_get_proc_address(reg, "ggml_backend_set_n_threads");
         if (ggml_backend_set_n_threads_fn) {
-            ggml_backend_set_n_threads_fn(ctx->backend_cpu, n_threads);
+            ggml_backend_set_n_threads_fn(ctx->backend_cpu, params->n_threads);
         }
     }
 
@@ -4893,34 +5532,107 @@ bool clip_image_batch_encode(clip_ctx * ctx, int n_threads, const clip_image_f32
         return false;
     }
 
-    // the last node is the embedding tensor
-    ggml_tensor * embeddings = ggml_graph_node(gf, -1);
+    // the last node is the embedding tensor, code2wav has no out_embd
+    ggml_tensor * embeddings = params->out_embd ? ggml_graph_node(gf, -1) : nullptr;
 
-    // sanity check (assuming that all images in batch have the same number of tokens, so we only check the first one)
-    const int n_tokens_out = embeddings->ne[1];
-    const int expected_n_tokens_out = clip_n_output_tokens(ctx, &imgs.entries[0]);
-    if (n_tokens_out != expected_n_tokens_out) {
-        LOG_ERR("%s: expected output %d tokens, got %d\n", __func__, expected_n_tokens_out, n_tokens_out);
-        GGML_ABORT("Invalid number of output tokens");
-    }
+    if (embeddings != nullptr) {
+        // sanity check (assuming that all images in batch have the same number of tokens, so we only check the first one)
+        const int n_tokens_out = embeddings->ne[1];
+        const int expected_n_tokens_out = clip_n_output_tokens(ctx, &imgs.entries[0]);
+        if (n_tokens_out != expected_n_tokens_out) {
+            LOG_ERR("%s: expected output %d tokens, got %d\n", __func__, expected_n_tokens_out, n_tokens_out);
+            GGML_ABORT("Invalid number of output tokens");
+        }
 
-    LOG_DBG("%s: output embedding shape [%d, %d, %d]\n", __func__,
-        (int)embeddings->ne[0], (int)embeddings->ne[1], (int)embeddings->ne[2]);
+        LOG_DBG("%s: output embedding shape [%d, %d, %d]\n", __func__,
+            (int)embeddings->ne[0], (int)embeddings->ne[1], (int)embeddings->ne[2]);
 
-    // copy output to user buffer if provided
-    // if output is empty, skip the copy
-    if (!out_batch_embd.empty()) {
-        if (out_batch_embd.size() != (size_t)ggml_nelements(embeddings)) {
-            LOG_ERR("%s: output buffer has %zu elements but expected %zu\n", __func__, out_batch_embd.size(), (size_t)ggml_nelements(embeddings));
-            GGML_ABORT("Output buffer size mismatch");
+        // copy output to user buffer if provided
+        // if output is empty, skip the copy
+        auto & out_batch_embd = *params->out_embd;
+        if (!out_batch_embd.empty()) {
+            if (out_batch_embd.size() != (size_t)ggml_nelements(embeddings)) {
+                LOG_ERR("%s: output buffer has %zu elements but expected %zu\n", __func__, out_batch_embd.size(), (size_t)ggml_nelements(embeddings));
+                GGML_ABORT("Output buffer size mismatch");
+            }
+            ggml_backend_tensor_get(embeddings, out_batch_embd.data(), 0, ggml_nbytes(embeddings));
+        } else {
+            LOG_WRN("%s: output buffer is empty, skipping copy\n", __func__);
         }
-        ggml_backend_tensor_get(embeddings, out_batch_embd.data(), 0, ggml_nbytes(embeddings));
-    } else {
-        LOG_WRN("%s: output buffer is empty, skipping copy\n", __func__);
     }
 
+    //
+    // for audio gen models
+    //
+
+    // optional outputs: a pipeline yields codes or feats, and not all have an eos head
+    if (params->out_codes != nullptr) {
+        ggml_tensor * codes = ggml_graph_get_tensor(gf, "out_codes");
+        if (codes != nullptr) {
+            auto & out_codes = *params->out_codes;
+            out_codes.resize(ggml_nelements(codes));
+            ggml_backend_tensor_get(codes, out_codes.data(), 0, ggml_nbytes(codes));
+        }
+    }
+    if (params->out_feats != nullptr) {
+        ggml_tensor * feats = ggml_graph_get_tensor(gf, "out_feats");
+        if (feats != nullptr) {
+            auto & out_feats = *params->out_feats;
+            out_feats.resize(ggml_nelements(feats));
+            ggml_backend_tensor_get(feats, out_feats.data(), 0, ggml_nbytes(feats));
+        }
+    }
+    if (params->out_is_eos != nullptr) {
+        ggml_tensor * eos = ggml_graph_get_tensor(gf, "out_eos_score");
+        if (eos != nullptr) {
+            GGML_ASSERT(ggml_nelements(eos) == 1);
+            float score = 0.0f;
+            ggml_backend_tensor_get(eos, &score, 0, sizeof(float));
+            *params->out_is_eos = score > hparams.gen_eos_threshold;
+        }
+    }
+    if (params->out_audio != nullptr) {
+        ggml_tensor * audio = ggml_graph_get_tensor(gf, "out_audio");
+        if (audio == nullptr) {
+            GGML_ABORT("out_audio requested but graph has no \"out_audio\" tensor");
+        }
+        auto & out_audio = *params->out_audio;
+        out_audio.resize(ggml_nelements(audio));
+        ggml_backend_tensor_get(audio, out_audio.data(), 0, ggml_nbytes(audio));
+
+        // drop the tail audio that comes from the code-0 rear padding
+        const int64_t n_codes    = params->codes ? model.gen_code_head_w->ne[2] + 1 : 0;
+        const int64_t n_frames_w = hparams.wav_tfm_swa;
+        const int64_t n_frames   = params->codes ? (int64_t) params->codes->size() / n_codes : n_frames_w;
+        if (n_frames < n_frames_w) {
+            const size_t hop = out_audio.size() / n_frames_w;
+            out_audio.resize((size_t) n_frames * hop);
+        }
+    }
+    if (params->state_out != nullptr) {
+        auto & state_out = *params->state_out;
+        size_t total = 0;
+        for (const auto & slot : list_gen_state_slots(hparams, model)) {
+            total += (size_t) (slot.ne0 * slot.ne1) * sizeof(float);
+        }
+        state_out.resize(total);
+        size_t offset = 0;
+        for (const auto & slot : list_gen_state_slots(hparams, model)) {
+            ggml_tensor * t = ggml_graph_get_tensor(gf, ("state_out_" + slot.name).c_str());
+            if (t == nullptr) {
+                GGML_ABORT("state_out requested but graph has no \"state_out_%s\" tensor", slot.name.c_str());
+            }
+            const size_t nb = ggml_nbytes(t);
+            ggml_backend_tensor_get(t, state_out.data() + offset, 0, nb);
+            offset += nb;
+        }
+    }
+
+    //
     // Debug: dump final embeddings if MTMD_DEBUG_EMBEDDINGS is set
-    if (ctx->debug_output_embeddings) {
+    //
+
+    if (ctx->debug_output_embeddings && embeddings != nullptr) {
         const int64_t n_embd = embeddings->ne[0];
         const int64_t n_tokens = embeddings->ne[1];
         std::vector<float> emb_data(ggml_nelements(embeddings));
@@ -4985,6 +5697,8 @@ int clip_n_mmproj_embd(const struct clip_ctx * ctx) {
             return ctx->model.mm_model_mlp_3_w->ne[1];
         case PROJECTOR_TYPE_MINIMAX_M3:
             return ctx->model.mm_merger_fc2_b->ne[0];
+        case PROJECTOR_TYPE_MUSE_GLIMMER:
+            return ctx->model.mm_2_w->ne[1];
         case PROJECTOR_TYPE_QWEN2VL:
         case PROJECTOR_TYPE_QWEN25VL:
         case PROJECTOR_TYPE_EXAONE4_5:
@@ -5047,6 +5761,14 @@ int clip_n_mmproj_embd(const struct clip_ctx * ctx) {
             return ctx->model.mm_ffn_down_w->ne[1];
         case PROJECTOR_TYPE_MIMO_AUDIO:
             return ctx->model.mm_2_w->ne[1];
+        case PROJECTOR_TYPE_QWEN3TTS_SPKENC:
+            return ctx->model.mm_fc_w->ne[2];
+        case PROJECTOR_TYPE_QWEN3TTS_GEN:
+            return ctx->model.gen_code_out_embd_w->ne[0];
+        case PROJECTOR_TYPE_POCKETTTS_SPKENC:
+            return ctx->model.spk_proj_w->ne[1];
+        case PROJECTOR_TYPE_POCKETTTS_GEN:
+            return ctx->model.gen_input_lin_w->ne[1];
         case PROJECTOR_TYPE_PARAKEET:
             return ctx->model.mm_1_w->ne[1];
         default:
diff --git a/tools/mtmd/clip.h b/tools/mtmd/clip.h
index 967093a81..a5b713775 100644
--- a/tools/mtmd/clip.h
+++ b/tools/mtmd/clip.h
@@ -37,6 +37,7 @@ struct clip_image_f32_batch;
 enum clip_modality {
     CLIP_MODALITY_VISION,
     CLIP_MODALITY_AUDIO,
+    CLIP_MODALITY_GEN_AUDIO,
 };
 
 enum clip_flash_attn_type {
@@ -61,6 +62,7 @@ struct clip_context_params {
 struct clip_init_result {
     struct clip_ctx * ctx_v; // vision context
     struct clip_ctx * ctx_a; // audio context
+    struct clip_ctx * ctx_gen_a; // audio generation context
 };
 
 struct clip_init_result clip_init(const char * fname, struct clip_context_params ctx_params);
@@ -84,6 +86,38 @@ int clip_n_mmproj_embd(const struct clip_ctx * ctx);
 bool clip_image_encode      (struct clip_ctx * ctx, int n_threads, const clip_image_f32 * img, std::vector<float> & out_vec);
 bool clip_image_batch_encode(struct clip_ctx * ctx, int n_threads, const struct clip_image_f32_batch * imgs, std::vector<float> & out_batch_embd);
 
+enum clip_gen_process_type {
+    CLIP_GEN_PROCESS_GEN_UNKNOWN,
+    CLIP_GEN_PROCESS_GEN_CODE, // h_state to codes
+    CLIP_GEN_PROCESS_GEN_WAV,  // codes to raw PCM audio
+};
+struct clip_encode_params {
+    int n_threads = 1;
+    const clip_image_f32_batch * imgs = nullptr;
+    std::vector<float> * out_embd = nullptr;
+
+    // for audio gen, imgs has exactly one entry: hidden state from backbone (GEN_CODE) or unused (GEN_WAV)
+    clip_gen_process_type gen_process = CLIP_GEN_PROCESS_GEN_UNKNOWN;
+
+    // GEN_CODE: out_embd receives the embd to feed back to the backbone
+    int32_t code0 = 0; // semantic code sampled by the backbone
+    int32_t top_k = 50;
+    float   top_p = 1.0f;
+    std::vector<int32_t> * out_codes = nullptr; // this frame's 16 sampled codes
+    std::vector<float> * out_feats = nullptr; // continuous counterpart of out_codes
+    uint32_t seed = UINT32_MAX;               // UINT32_MAX for random
+    float   temp = 0.0f;                      // sampling temperature, noise scale for flow-matching decoders
+    bool * out_is_eos = nullptr;
+
+    // GEN_WAV
+    const std::vector<int32_t> * codes = nullptr;     // this frame's 16 RVQ codes
+    const std::vector<float> *   feats = nullptr;     // continuous counterpart of codes
+    std::vector<float> * out_audio = nullptr;         // decoded PCM samples, F32
+    const std::vector<uint8_t> * state_in  = nullptr; // state from previous call, null or wrong size means cold start
+    std::vector<uint8_t> *       state_out = nullptr; // state for the next call
+};
+bool clip_encode(struct clip_ctx * ctx, struct clip_encode_params * params);
+
 bool clip_is_llava(const struct clip_ctx * ctx);
 // note for contributor: this clip_is_(model) pattern is deprecated
 //                       do NOT add new functions like this
diff --git a/tools/mtmd/models/deepseekocr.cpp b/tools/mtmd/models/deepseekocr.cpp
index b9fea3538..0ba5a4d2a 100644
--- a/tools/mtmd/models/deepseekocr.cpp
+++ b/tools/mtmd/models/deepseekocr.cpp
@@ -253,6 +253,9 @@ ggml_cgraph * clip_graph_deepseekocr::build() {
 
     bool is_overview = img.add_viewsep;
     int n_tiles_per_row = 0;
+    // number of separate "row" images batched together in this graph call
+    // (captured now, before n_batch below gets repurposed as the SAM/ViT batch size)
+    const int n_rows_batch = n_batch;
 
     // note: we expect either a batch of rows or a batch of overviews, but not a mix of both
 
@@ -272,16 +275,18 @@ ggml_cgraph * clip_graph_deepseekocr::build() {
         GGML_ASSERT(img.ny() % img.nx() == 0);
         n_tiles_per_row = img.ny() / img.nx();
 
-        // input shape: [tile_size, tile_size * n_tiles_per_row, 3]
-        // we want to reshape it to [tile_size, tile_size, 3, n_tiles_per_row]
-        inp_raw = ggml_reshape_4d(ctx0, inp_raw, img.nx(), img.nx(), n_tiles_per_row, 3);
-        inp_raw = ggml_cont(ctx0, ggml_permute(ctx0, inp_raw, 0, 1, 3, 2));
+        // each entry is one "row" image of shape [tile_size, tile_size * n_tiles_per_row, 3];
+        // merge the tile axis into the batch axis, giving a combined SAM input of shape
+        // [tile_size, tile_size, 3, n_tiles_per_row * n_rows_batch] (tile fast, row slow)
+        inp_raw = ggml_reshape_4d(ctx0, inp_raw, img.nx() * img.nx(), n_tiles_per_row, 3, n_rows_batch);
+        inp_raw = ggml_cont(ctx0, ggml_permute(ctx0, inp_raw, 0, 2, 1, 3));
+        inp_raw = ggml_reshape_4d(ctx0, inp_raw, img.nx(), img.nx(), 3, n_tiles_per_row * n_rows_batch);
     }
 
     ggml_tensor * sam_out = build_sam(inp_raw);
 
     if (!is_overview) {
-        n_batch = n_tiles_per_row;
+        n_batch = n_tiles_per_row * n_rows_batch;
     }
 
     const int clip_n_patches = sam_out->ne[0] * sam_out->ne[1];
@@ -354,34 +359,36 @@ ggml_cgraph * clip_graph_deepseekocr::build() {
         const auto w     = h;
         const auto n_dim = cur->ne[0];
 
-        ggml_tensor * imgnl = ggml_repeat_4d(ctx0, model.image_newline, n_dim, 1, h, 1);
-        cur = ggml_reshape_3d(ctx0, cur, n_dim, w, h);
-        cur = ggml_reshape_2d(ctx0, ggml_concat(ctx0, cur, imgnl, 1), n_dim, (w + 1) * h);
-        cur = ggml_concat(ctx0, cur, model.view_seperator, 1);  // (n_dim, h*(w+1) + 1)
+        ggml_tensor * imgnl = ggml_repeat_4d(ctx0, model.image_newline, n_dim, 1, h, n_batch);
+        cur = ggml_reshape_4d(ctx0, cur, n_dim, w, h, n_batch);
+        cur = ggml_reshape_3d(ctx0, ggml_concat(ctx0, cur, imgnl, 1), n_dim, (w + 1) * h, n_batch);
+        ggml_tensor * vs = ggml_repeat_4d(ctx0, model.view_seperator, n_dim, 1, n_batch, 1);
+        cur = ggml_concat(ctx0, cur, vs, 1);  // (n_dim, h*(w+1) + 1, n_batch)
     } else {
         // tile row: interleave tiles within each row, add newline per row
-        const int grid_x      = static_cast<int>(std::sqrt(static_cast<float>(clip_n_patches)));
-        const int grid_y      = grid_x;
-        const auto n_dim      = cur->ne[0];
+        const int  grid_x = static_cast<int>(std::sqrt(static_cast<float>(clip_n_patches)));
+        const int  grid_y = grid_x;
+        const auto n_dim  = cur->ne[0];
 
-        // (n_dim, clip_n_patches, n_batch) -> (n_dim, grid_x, grid_y, n_batch)
-        cur = ggml_reshape_4d(ctx0, cur, n_dim, grid_x, grid_y, n_batch);
+        // merge n_dim into the grid_x axis, freeing the 4th axis for n_rows_batch
+        // (n_dim, clip_n_patches, n_tiles_per_row * n_rows_batch) -> (n_dim*grid_x, grid_y, n_tiles_per_row, n_rows_batch)
+        cur = ggml_reshape_4d(ctx0, cur, n_dim * grid_x, grid_y, n_tiles_per_row, n_rows_batch);
 
         // tiles: re-order from A.row0 A.row1 B.row0 B.row1 ...
         //        to A.row0 B.row0 A.row1 B.row1 ...
         //        then add nl: A.row0 B.row0 [nl] A.row1 B.row1 [nl] ...
-        // interleave tiles: (n_dim, grid_x, grid_y, n_batch) -> (n_dim, grid_x, n_batch, grid_y)
-        cur = ggml_cont(ctx0, ggml_permute(ctx0, cur, 0, 1, 3, 2));
+        // interleave tiles: -> (n_dim*grid_x, n_tiles_per_row, grid_y, n_rows_batch)
+        cur = ggml_cont(ctx0, ggml_permute(ctx0, cur, 0, 2, 1, 3));
 
-        // merge: (n_dim, grid_x, n_batch, grid_y) -> (n_dim, grid_x*n_batch, grid_y, 1)
-        cur = ggml_reshape_4d(ctx0, cur, n_dim, grid_x * n_batch, grid_y, 1);
+        // merge: -> (n_dim, grid_x*n_tiles_per_row, grid_y, n_rows_batch)
+        cur = ggml_reshape_4d(ctx0, cur, n_dim, grid_x * n_tiles_per_row, grid_y, n_rows_batch);
 
-        // append newline per row: (n_dim, grid_x*n_batch+1, grid_y, 1)
-        ggml_tensor * imgnl = ggml_repeat_4d(ctx0, model.image_newline, n_dim, 1, grid_y, 1);
+        // append newline per row: (n_dim, grid_x*n_tiles_per_row+1, grid_y, n_rows_batch)
+        ggml_tensor * imgnl = ggml_repeat_4d(ctx0, model.image_newline, n_dim, 1, grid_y, n_rows_batch);
         cur = ggml_concat(ctx0, cur, imgnl, 1);
 
-        // flatten: (n_dim, (grid_x*n_batch+1)*grid_y)
-        cur = ggml_reshape_2d(ctx0, cur, n_dim, (grid_x * n_batch + 1) * grid_y);
+        // flatten: (n_dim, (grid_x*n_tiles_per_row+1)*grid_y, n_rows_batch)
+        cur = ggml_reshape_3d(ctx0, cur, n_dim, (grid_x * n_tiles_per_row + 1) * grid_y, n_rows_batch);
     }
 
     cb(cur, "dsocr_output", -1);
diff --git a/tools/mtmd/models/deepseekocr2.cpp b/tools/mtmd/models/deepseekocr2.cpp
index 056bb8180..3e8b40941 100644
--- a/tools/mtmd/models/deepseekocr2.cpp
+++ b/tools/mtmd/models/deepseekocr2.cpp
@@ -14,8 +14,9 @@ ggml_cgraph * clip_graph_deepseekocr2::build() {
     {
         ggml_tensor * inp;
 
-        inp = ggml_reshape_2d(ctx0, sam_out, sam_out->ne[0] * sam_out->ne[1], sam_out->ne[2]); // H*W, C
-        inp = ggml_cont(ctx0, ggml_permute(ctx0, inp, 1, 0, 2, 3));
+        // H*W, C, B
+        inp = ggml_reshape_3d(ctx0, sam_out, sam_out->ne[0] * sam_out->ne[1], sam_out->ne[2], sam_out->ne[3]);
+        inp = ggml_cont(ctx0, ggml_permute(ctx0, inp, 1, 0, 2, 3)); // C, H*W, B
 
         auto num_image_tokens = inp->ne[1]; // H*W
         GGML_ASSERT(num_image_tokens == 144 || num_image_tokens == 256);
@@ -32,8 +33,10 @@ ggml_cgraph * clip_graph_deepseekocr2::build() {
             num_queries = 144;
         }
 
-        // (B, num_image_tokens + num_queries, C)
-        inp = ggml_concat(ctx0, inp, ggml_cast(ctx0, query_embed, inp->type), 1);
+        // repeat the query embedding per batch item, then append: (C, num_image_tokens + num_queries, B)
+        query_embed = ggml_cast(ctx0, query_embed, inp->type);
+        query_embed = ggml_repeat_4d(ctx0, query_embed, query_embed->ne[0], num_queries, inp->ne[2], 1);
+        inp = ggml_concat(ctx0, inp, query_embed, 1);
 
         auto seq_len = inp->ne[1];
 
@@ -57,7 +60,7 @@ ggml_cgraph * clip_graph_deepseekocr2::build() {
                                       /* learned_pos_embd */ nullptr, add_rope, vit_opts);
 
         cur = ggml_cont(ctx0,
-                        ggml_view_2d(ctx0, cur, cur->ne[0], num_queries, cur->nb[1],
+                        ggml_view_3d(ctx0, cur, cur->ne[0], num_queries, cur->ne[2], cur->nb[1], cur->nb[2],
                                      cur->nb[1] * (cur->ne[1] - num_queries))); // only take query tokens for output
 
         ggml_build_forward_expand(gf, cur);
@@ -71,7 +74,8 @@ ggml_cgraph * clip_graph_deepseekocr2::build() {
 
     // view_seperator only after the global view
     if (img.add_viewsep) {
-        cur = ggml_concat(ctx0, cur, model.view_seperator, 1); // (n_dim, 257)
+        ggml_tensor * vs = ggml_repeat_4d(ctx0, model.view_seperator, model.view_seperator->ne[0], 1, cur->ne[2], 1);
+        cur = ggml_concat(ctx0, cur, vs, 1); // (n_dim, 257, n_batch)
     }
 
     cb(cur, "dsocr2_output", -1);
diff --git a/tools/mtmd/models/models.h b/tools/mtmd/models/models.h
index e54366a08..ed8c1ea51 100644
--- a/tools/mtmd/models/models.h
+++ b/tools/mtmd/models/models.h
@@ -2,6 +2,11 @@
 
 #include "../clip-graph.h"
 
+#include <map>
+#include <string>
+#include <utility>
+#include <vector>
+
 /*
  * IMPORTANT: The mtmd module does NOT accept pull requests that are fully or predominantly AI-generated.
  * We encourage human contributors to ensure the quality and reliability of the codebase.
@@ -133,12 +138,13 @@ struct clip_graph_deepseekocr : clip_graph {
     clip_graph_deepseekocr(clip_ctx * ctx, const clip_image_f32 & img) : clip_graph(ctx, img) {}
     ggml_cgraph * build() override;
     ggml_tensor * build_sam(ggml_tensor * inp); // build the SAM model
-    // bool support_batch() const override { return true; } // TODO: support batch for DeepSeek-OCR v1
+    bool support_batch() const override { return true; }
 };
 
 struct clip_graph_deepseekocr2 : clip_graph_deepseekocr {
     clip_graph_deepseekocr2(clip_ctx * ctx, const clip_image_f32 & img) : clip_graph_deepseekocr(ctx, img) {}
     ggml_cgraph * build() override; // reuses build_sam() from base
+    bool support_batch() const override { return true; }
 };
 
 struct clip_graph_conformer : clip_graph {
@@ -215,6 +221,167 @@ struct clip_graph_mimo_audio : clip_graph {
     ggml_cgraph * build() override;
 };
 
+struct clip_graph_qwen3tts_spkenc : clip_graph {
+    clip_graph_qwen3tts_spkenc(clip_ctx * ctx, const clip_image_f32 & img) : clip_graph(ctx, img) {}
+    ggml_cgraph * build() override;
+
+    ggml_tensor * conv1d_same(ggml_tensor * x, ggml_tensor * w, ggml_tensor * b, int dilation) const;
+    ggml_tensor * res2net(ggml_tensor * x, const clip_layer & layer, int dilation, int scale) const;
+    ggml_tensor * se_block(ggml_tensor * x, const clip_layer & layer) const;
+    ggml_tensor * se_res2net_block(ggml_tensor * x, const clip_layer & layer, int dilation, int scale) const;
+    ggml_tensor * attentive_stats_pool(ggml_tensor * x) const;
+};
+
+struct clip_graph_qwen3tts_gen : clip_graph {
+    clip_graph_qwen3tts_gen(clip_ctx * ctx, const clip_image_f32 & img, clip_gen_process_type gen_process, int top_k, float top_p)
+        : clip_graph(ctx, img), gen_process(gen_process), top_k(top_k), top_p(top_p) {}
+    ggml_cgraph * build() override;
+
+    // which sub-graph build() constructs, fixed at graph-build time
+    clip_gen_process_type gen_process;
+
+    // sampling params, fixed at graph-build time (GEN_CODE only)
+    int   top_k;
+    float top_p;
+
+    //
+    // code_gen: backbone hidden state + sampled code0 -> 16 RVQ codes
+    // MTP-style code predictor, one token per codebook
+    //
+    struct code_gen : clip_graph {
+        code_gen(const clip_graph & parent, int top_k, float top_p)
+            : clip_graph(parent), top_k(top_k), top_p(top_p) {}
+        ggml_cgraph * build() override { GGML_ABORT("call prefill()/step() instead"); }
+
+        int   top_k;
+        float top_p;
+
+        ggml_tensor * cache_set(ggml_tensor * cache, int row_idx, ggml_tensor * value) const;
+        ggml_tensor * do_sampling(ggml_tensor * logits, ggml_tensor * inp_rand) const;
+
+        ggml_tensor * const_i32(ggml_tensor * anchor, float value) const;
+        ggml_tensor * causal_mask_row(int64_t n_kv_pad, int pos) const;
+        ggml_tensor * project_in(ggml_tensor * cur) const;
+
+        ggml_tensor * layer_forward(
+                ggml_tensor * cur,
+                const clip_layer & layer,
+                ggml_tensor * inp_pos,
+                ggml_tensor * kq_mask,
+                ggml_tensor *& k_cache_layer,
+                ggml_tensor *& v_cache_layer,
+                int64_t n_kv_pad,
+                int pos,
+                int il) const;
+
+        void prefill(
+                std::vector<ggml_tensor *> & k_cache,
+                std::vector<ggml_tensor *> & v_cache,
+                ggml_tensor *& out_code_cache,
+                ggml_tensor * h_state,
+                ggml_tensor * code0_embd,
+                ggml_tensor * inp_rand) const;
+
+        ggml_tensor * step(
+                std::vector<ggml_tensor *> & k_cache,
+                std::vector<ggml_tensor *> & v_cache,
+                ggml_tensor * out_code_cache,
+                ggml_tensor * inp_rand,
+                int step_idx) const;
+    };
+
+    //
+    // code2wav: RVQ codes -> raw PCM (quantizer + pre_conv + pre_transformer + upsample + DAC).
+    //
+    struct code2wav : clip_graph {
+        code2wav(const clip_graph & parent) : clip_graph(parent) {}
+        ggml_cgraph * build() override { GGML_ABORT("call decode() instead"); }
+
+        // state_in: previous call's persisted state, by slot name (see list_c2w_state_slots())
+        std::map<std::string, ggml_tensor *> state_in;
+        // state_out: this call's state to persist, added to the graph outputs by build()
+        mutable std::vector<std::pair<std::string, ggml_tensor *>> state_out;
+
+        // stateful conv ops: read/update their state via state_in/state_out[state_name]
+        ggml_tensor * causal_conv1d(ggml_tensor * x, ggml_tensor * w, ggml_tensor * b, int dilation, const std::string & state_name) const;
+        ggml_tensor * causal_conv1d_dw(ggml_tensor * x, ggml_tensor * w, ggml_tensor * b, const std::string & state_name) const;
+        ggml_tensor * causal_conv_transpose1d(ggml_tensor * x, ggml_tensor * w, ggml_tensor * b, int stride, const std::string & state_name) const;
+        ggml_tensor * snake(ggml_tensor * x, ggml_tensor * alpha, ggml_tensor * beta) const;
+
+        ggml_tensor * quant_decode(ggml_tensor * inp_codes) const;
+        ggml_tensor * tfm_layer_forward(ggml_tensor * cur, const clip_layer & layer, int il) const;
+        ggml_tensor * convnext_block(ggml_tensor * x, const clip_code2wav::upsample_block & blk, const std::string & state_prefix) const;
+        ggml_tensor * dac_res_unit(ggml_tensor * x, const clip_code2wav::dac_res & res, int dilation, const std::string & state_name) const;
+
+        // inp_codes [1, n_codes] I32 -> this frame's audio samples [n_samples] F32, clamped to [-1, 1]
+        ggml_tensor * decode(ggml_tensor * inp_codes) const;
+    };
+};
+
+//
+// pocket-tts: SEANet convolution stack, shared by the voice encoder and the mimi decoder.
+// stateless unless state_in is populated: convs then pad instead of carrying left-context.
+//
+struct clip_graph_pockettts_seanet : clip_graph {
+    clip_graph_pockettts_seanet(const clip_graph & parent) : clip_graph(parent) {}
+    ggml_cgraph * build() override { GGML_ABORT("call encode()/decode() instead"); }
+
+    // per-call streaming state, keyed by slot name (see list_pockettts_state_slots)
+    std::map<std::string, ggml_tensor *> state_in;
+    mutable std::vector<std::pair<std::string, ggml_tensor *>> state_out;
+
+    ggml_tensor * conv1d(ggml_tensor * x, ggml_tensor * w, ggml_tensor * b, int stride, int dilation,
+                         bool pad_replicate = false, const std::string & state_name = "") const;
+    ggml_tensor * conv_transpose1d(ggml_tensor * x, ggml_tensor * w, ggml_tensor * b, int stride,
+                                   const std::string & state_name = "") const;
+    ggml_tensor * res_unit(ggml_tensor * x, const clip_seanet::stage & stage, int dilation,
+                           const std::string & state_prefix = "") const;
+
+    // x: [T, C] -> [T / hop, dim]
+    ggml_tensor * encode(ggml_tensor * x) const;
+    // x: [T, dim] -> [T * hop, 1], streams when state_in is populated
+    ggml_tensor * decode(ggml_tensor * x) const;
+};
+
+// mimi encoder + speaker_proj: reference waveform -> voice conditioning rows
+struct clip_graph_pockettts_spkenc : clip_graph {
+    clip_graph_pockettts_spkenc(clip_ctx * ctx, const clip_image_f32 & img) : clip_graph(ctx, img) {}
+    ggml_cgraph * build() override;
+
+    ggml_tensor * tfm_layer_forward(ggml_tensor * cur, const clip_layer & layer, ggml_tensor * inp_pos, ggml_tensor * kq_mask, int il) const;
+};
+
+//
+// pocket-tts generation:
+// GEN_CODE = flow-matching decoder + end-of-speech head, one latent per call
+// GEN_WAV  = mimi decoder, a window of latents -> PCM
+//
+struct clip_graph_pockettts_gen : clip_graph {
+    clip_graph_pockettts_gen(clip_ctx * ctx, const clip_image_f32 & img, clip_gen_process_type gen_process, int n_step, int n_frames)
+        : clip_graph(ctx, img), gen_process(gen_process), n_step(n_step), n_frames(n_frames) {}
+    ggml_cgraph * build() override;
+
+    clip_gen_process_type gen_process;
+    int n_step;   // lsd_decode steps, fixed at graph-build time
+    int n_frames; // GEN_WAV only: number of latents to decode
+
+    // AdaLN modulation: x * (1 + scale) + shift
+    ggml_tensor * modulate(ggml_tensor * x, ggml_tensor * shift, ggml_tensor * scale) const;
+    ggml_tensor * time_embed(const clip_flow_net::time_embd & te, float t) const;
+    ggml_tensor * flow_forward(ggml_tensor * cond, ggml_tensor * x, float s, float t) const;
+};
+
+// one persisted state buffer used by code2wav, see qwen3tts-gen.cpp
+struct c2w_state_slot {
+    std::string name;
+    int64_t     ne0;
+    int64_t     ne1;
+};
+std::vector<c2w_state_slot> list_c2w_state_slots(const clip_hparams & hparams, const clip_model & model);
+
+// same, for the streaming mimi decoder (pocket-tts GEN_WAV)
+std::vector<c2w_state_slot> list_pockettts_state_slots(const clip_hparams & hparams, const clip_model & model);
+
 struct clip_graph_kimik25 : clip_graph {
     clip_graph_kimik25(clip_ctx * ctx, const clip_image_f32 & img) : clip_graph(ctx, img) {}
     ggml_cgraph * build() override;
@@ -254,3 +421,8 @@ private:
     ggml_tensor * build_newline_row(ggml_context * ctx0);
     ggml_tensor * append_rowwise_newlines(ggml_context * ctx0, ggml_tensor * tile_output);
 };
+
+struct clip_graph_muse_glimmer : clip_graph {
+    clip_graph_muse_glimmer(clip_ctx * ctx, const clip_image_f32 & img) : clip_graph(ctx, img) {}
+    ggml_cgraph * build() override;
+};
diff --git a/tools/mtmd/models/muse-glimmer.cpp b/tools/mtmd/models/muse-glimmer.cpp
new file mode 100644
index 000000000..b201536f5
--- /dev/null
+++ b/tools/mtmd/models/muse-glimmer.cpp
@@ -0,0 +1,88 @@
+#include "models.h"
+
+// MuseGlimmer vision encoder: 50-layer ViT with 2D RoPE, sparse block-diagonal
+// window attention (every 4th + last layer global), pixel-shuffle downsample, then
+// adapter MLP + LLM's vision_projection.
+//
+// Several quantities are precomputed on host and fed as named graph inputs (filled in
+// clip.cpp set_input, PROJECTOR_TYPE_MUSE_GLIMMER branch):
+//   muse_glimmer_pos_w/_h [n_tok] i32         : 1-indexed RoPE positions (sparse-permuted order)
+//   muse_glimmer_sp_perm  [n_tok] i32         : window grouping permutation (applied after ln_pre)
+//   muse_glimmer_inv_perm [n_tok] i32         : inverse of sp_perm (applied after blocks)
+//   muse_glimmer_ds_perm  [n_tok] i32         : pixel-shuffle gather (original order)
+//   muse_glimmer_sp_mask  [n_tok, n_tok] f32  : block-diagonal window mask (sparse layers)
+ggml_cgraph * clip_graph_muse_glimmer::build() {
+    const int ds = hparams.n_merge;              // downsample factor (2)
+    const int sf = hparams.muse_glimmer_sparse_factor;   // 4
+    const int n_tok     = n_patches;
+    const int n_out     = (n_patches_x / ds) * (n_patches_y / ds);
+    const float rope_base = hparams.rope_theta;  // 10000
+
+    auto inp_i32 = [&](const char * name, int64_t n) {
+        ggml_tensor * t = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n);
+        ggml_set_name(t, name);
+        ggml_set_input(t);
+        return t;
+    };
+
+    ggml_tensor * pos_w    = inp_i32("muse_glimmer_pos_w",    n_tok);
+    ggml_tensor * pos_h    = inp_i32("muse_glimmer_pos_h",    n_tok);
+    ggml_tensor * sp_perm  = inp_i32("muse_glimmer_sp_perm",  n_tok);
+    ggml_tensor * inv_perm = inp_i32("muse_glimmer_inv_perm", n_tok);
+    ggml_tensor * ds_perm  = inp_i32("muse_glimmer_ds_perm",  n_tok);
+
+    ggml_tensor * sp_mask = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, n_tok, n_tok);
+    ggml_set_name(sp_mask, "muse_glimmer_sp_mask");
+    ggml_set_input(sp_mask);
+
+    // patchify via build_inp (conv2d over raw pixels) + bilinear-resized learned pos-emb
+    ggml_tensor * x = build_inp();                                                     // [n_embd, n_tok, 1]
+    x = ggml_add(ctx0, x, resize_position_embeddings(GGML_SCALE_MODE_BILINEAR));
+    cb(x, "after_posemb", -1);
+
+    // group patches into pgrid x pgrid windows (sparse attention order)
+    x = ggml_get_rows(ctx0, x, sp_perm);
+    cb(x, "after_sp_perm", -1);
+
+    // per-layer mask: sparse layers get sp_mask, global layers (every sf-th and last) get none
+    std::vector<ggml_tensor *> attn_mask_layers(n_layer);
+    for (int il = 0; il < n_layer; ++il) {
+        const bool is_global = (il == n_layer - 1) || ((il + 1) % sf == 0);
+        attn_mask_layers[il] = is_global ? nullptr : sp_mask;
+    }
+
+    // 2D RoPE: first half of head_dim uses width pos, second half uses height pos
+    auto add_pos = [&](ggml_tensor * cur, const clip_layer &) {
+        return build_rope_2d(ctx0, cur, pos_w, pos_h, rope_base, false);
+    };
+
+    build_vit_opts opts;
+    opts.attn_mask_layers = std::move(attn_mask_layers);
+
+    // pre_ln, per-layer transformer, post_ln (all inside build_vit); reference uses exact (erf) GELU
+    x = build_vit(x, n_tok, NORM_TYPE_NORMAL, FFN_GELU_ERF, nullptr, add_pos, opts);
+
+    // un-permute back to original grid order
+    x = ggml_get_rows(ctx0, x, inv_perm);
+    cb(x, "after_inv_perm", -1);
+
+    // pixel-shuffle downsample: gather f*f spatial neighbors then concat channel-outer.
+    // out[c*(ds*ds)+s, o] = x[ds_perm gathered][o*(ds*ds)+s, c]
+    x = ggml_get_rows(ctx0, x, ds_perm);                 // [n_embd, n_tok], grouped
+    x = ggml_reshape_3d(ctx0, x, n_embd, ds * ds, n_out);// [c, s, o]
+    x = ggml_permute(ctx0, x, 1, 0, 2, 3);               // [s, c, o]
+    x = ggml_cont(ctx0, x);
+    x = ggml_reshape_2d(ctx0, x, n_embd * ds * ds, n_out); // [6144, n_out]
+    cb(x, "encoder_out", -1);
+
+    // adapter (6144->4096->4096, exact GELU each) + LLM vision_projection (4096->6656)
+    x = build_mm(model.mm_0_w, x);
+    x = ggml_gelu_erf(ctx0, x);
+    x = build_mm(model.mm_1_w, x);
+    x = ggml_gelu_erf(ctx0, x);
+    x = build_mm(model.mm_2_w, x);                       // [6656, n_out]
+    cb(x, "projected", -1);
+
+    ggml_build_forward_expand(gf, x);
+    return gf;
+}
diff --git a/tools/mtmd/models/pockettts-gen.cpp b/tools/mtmd/models/pockettts-gen.cpp
new file mode 100644
index 000000000..3fd613e5f
--- /dev/null
+++ b/tools/mtmd/models/pockettts-gen.cpp
@@ -0,0 +1,291 @@
+#include "models.h"
+
+#include <cmath>
+
+// pocket-tts generation stages
+//
+// GEN_CODE: backbone hidden state -> next 32-d latent (flow matching) + end-of-speech score
+// GEN_WAV : a window of latents -> PCM, through the mimi decoder
+//
+// there is no codebook anywhere, "codes" in the mtmd API are continuous features here
+
+ggml_tensor * clip_graph_pockettts_gen::modulate(ggml_tensor * x, ggml_tensor * shift, ggml_tensor * scale) const {
+    ggml_tensor * cur = ggml_mul(ctx0, x, ggml_scale_bias(ctx0, scale, 1.0f, 1.0f));
+    return ggml_add(ctx0, cur, shift);
+}
+
+// see TimestepEmbedder in the reference
+ggml_tensor * clip_graph_pockettts_gen::time_embed(const clip_flow_net::time_embd & te, float t) const {
+    // t is a graph-build constant, so the cos/sin table can be folded into a scaled copy
+    ggml_tensor * args = ggml_scale(ctx0, te.freqs, t);
+    ggml_tensor * emb  = ggml_concat(ctx0, ggml_cos(ctx0, args), ggml_sin(ctx0, args), 0);
+
+    ggml_tensor * cur = build_mm(te.up_w, emb);
+    cur = ggml_add(ctx0, cur, te.up_b);
+    cur = ggml_silu(ctx0, cur);
+    cur = build_mm(te.down_w, cur);
+    cur = ggml_add(ctx0, cur, te.down_b);
+
+    // this "RMSNorm" divides by the unbiased variance, not the mean square
+    // it also rescales the input, not the centered value, see _rms_norm() in mlp.py
+    {
+        const int64_t n = cur->ne[0];
+        ggml_tensor * mean = ggml_mean(ctx0, cur);
+        ggml_tensor * dev  = ggml_sub(ctx0, cur, mean);
+        ggml_tensor * var  = ggml_mean(ctx0, ggml_sqr(ctx0, dev));
+        var = ggml_scale_bias(ctx0, var, (float) n / (float) (n - 1), 1e-5f);
+        cur = ggml_div(ctx0, cur, ggml_sqrt(ctx0, var));
+        cur = ggml_mul(ctx0, cur, te.norm);
+    }
+
+    return cur;
+}
+
+// one velocity evaluation: v(cond, s, t, x)
+ggml_tensor * clip_graph_pockettts_gen::flow_forward(ggml_tensor * cond, ggml_tensor * x, float s, float t) const {
+    const auto & flow = model.flow;
+
+    ggml_tensor * cur = build_mm(flow.input_proj_w, x);
+    cur = ggml_add(ctx0, cur, flow.input_proj_b);
+
+    // the two time conditions are averaged, then added to the projected backbone state
+    ggml_tensor * ts = ggml_add(ctx0, time_embed(flow.time[0], s), time_embed(flow.time[1], t));
+    ts = ggml_scale(ctx0, ts, 1.0f / (float) flow.time.size());
+
+    ggml_tensor * c = build_mm(flow.cond_embd_w, cond);
+    c = ggml_add(ctx0, c, flow.cond_embd_b);
+
+    ggml_tensor * y = ggml_add(ctx0, ts, c);
+    cb(y, "flow_cond", -1);
+
+    const int64_t n_ch = flow.blocks.empty() ? 0 : flow.blocks[0].norm_w->ne[0];
+
+    for (size_t il = 0; il < flow.blocks.size(); il++) {
+        const auto & blk = flow.blocks[il];
+
+        ggml_tensor * mod = build_mm(blk.ada_w, ggml_silu(ctx0, y));
+        mod = ggml_add(ctx0, mod, blk.ada_b);
+
+        ggml_tensor * shift = ggml_view_1d(ctx0, mod, n_ch, 0);
+        ggml_tensor * scale = ggml_view_1d(ctx0, mod, n_ch, (size_t) n_ch * mod->nb[0]);
+        ggml_tensor * gate  = ggml_view_1d(ctx0, mod, n_ch, (size_t) 2 * n_ch * mod->nb[0]);
+
+        ggml_tensor * h = build_norm(cur, blk.norm_w, blk.norm_b, NORM_TYPE_NORMAL, 1e-6f, (int) il);
+        h = modulate(h, shift, scale);
+        h = build_mm(blk.up_w, h);
+        h = ggml_add(ctx0, h, blk.up_b);
+        h = ggml_silu(ctx0, h);
+        h = build_mm(blk.down_w, h);
+        h = ggml_add(ctx0, h, blk.down_b);
+
+        cur = ggml_add(ctx0, cur, ggml_mul(ctx0, gate, h));
+        cb(cur, "flow_blk", (int) il);
+    }
+
+    // final layer: the norm has no weights, only the AdaLN modulation
+    ggml_tensor * mod = build_mm(flow.final_ada_w, ggml_silu(ctx0, y));
+    mod = ggml_add(ctx0, mod, flow.final_ada_b);
+
+    ggml_tensor * shift = ggml_view_1d(ctx0, mod, n_ch, 0);
+    ggml_tensor * scale = ggml_view_1d(ctx0, mod, n_ch, (size_t) n_ch * mod->nb[0]);
+
+    cur = build_norm(cur, nullptr, nullptr, NORM_TYPE_NORMAL, 1e-6f, -1);
+    cur = modulate(cur, shift, scale);
+    cur = build_mm(flow.final_proj_w, cur);
+    cur = ggml_add(ctx0, cur, flow.final_proj_b);
+
+    return cur;
+}
+
+// state carried between GEN_WAV calls: rope offset, per-layer KV window, conv left context
+// and the transposed-conv overlap tails
+std::vector<c2w_state_slot> list_pockettts_state_slots(const clip_hparams & hparams, const clip_model & model) {
+    std::vector<c2w_state_slot> slots;
+    if (model.gen_upsample_w == nullptr) {
+        return slots; // not a pocket-tts decoder
+    }
+    const auto & seanet = model.seanet;
+
+    // the slots below are sized from these
+    GGML_ASSERT(!model.gen_tfm_layers.empty());
+    GGML_ASSERT((int) seanet.stages.size() >= hparams.seanet_n_stage);
+    GGML_ASSERT((int) hparams.seanet_ratios.size() >= hparams.seanet_n_stage);
+    GGML_ASSERT(hparams.mimi_tfm_context > 1 && hparams.mimi_downsample > 0);
+
+    slots.push_back({"tfm_pos", 1, 1});
+
+    const int64_t n_embd_a = model.gen_tfm_layers[0].q_w->ne[1];
+    const int64_t prefix   = hparams.mimi_tfm_context - 1;
+    for (size_t il = 0; il < model.gen_tfm_layers.size(); il++) {
+        slots.push_back({"tfm_k_" + std::to_string(il), n_embd_a, prefix});
+        slots.push_back({"tfm_v_" + std::to_string(il), n_embd_a, prefix});
+    }
+
+    // upsample is depthwise, its output channel count is the input one
+    slots.push_back({"up", model.gen_upsample_w->ne[0] - hparams.mimi_downsample, model.gen_upsample_w->ne[2]});
+
+    slots.push_back({"dec_in", seanet.conv_in_w->ne[0] - 1, seanet.conv_in_w->ne[1]});
+    for (int i = 0; i < hparams.seanet_n_stage; i++) {
+        const auto & stage  = seanet.stages[i];
+        const int    stride = hparams.seanet_ratios[hparams.seanet_n_stage - 1 - i];
+        slots.push_back({"dec_up_" + std::to_string(i), stage.scale_conv_w->ne[0] - stride, stage.scale_conv_w->ne[1]});
+        slots.push_back({"dec_res_" + std::to_string(i), stage.res_conv1_w->ne[0] - 1, stage.res_conv1_w->ne[1]});
+    }
+    slots.push_back({"dec_out", seanet.conv_out_w->ne[0] - 1, seanet.conv_out_w->ne[1]});
+
+    return slots;
+}
+
+ggml_cgraph * clip_graph_pockettts_gen::build() {
+    if (gen_process == CLIP_GEN_PROCESS_GEN_CODE) {
+        // the backbone hidden state arrives as the single batch entry
+        ggml_tensor * h_state = build_inp_raw(1);
+        h_state = ggml_reshape_2d(ctx0, h_state, n_mmproj_embd, 1);
+
+        // end-of-speech probe, thresholded on the host side
+        ggml_tensor * eos = build_mm(model.gen_out_eos_w, h_state);
+        eos = ggml_add(ctx0, eos, model.gen_out_eos_b);
+        ggml_set_name(eos, "out_eos_score");
+        ggml_set_output(eos);
+        ggml_build_forward_expand(gf, eos);
+
+        const int64_t n_latent = model.gen_input_lin_w->ne[0];
+
+        ggml_tensor * noise = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, n_latent, 1);
+        ggml_set_name(noise, "inp_noise");
+        ggml_set_input(noise);
+
+        // lsd_decode: integrate the velocity field from the noise sample
+        ggml_tensor * cur = noise;
+        for (int i = 0; i < n_step; i++) {
+            const float s = (float) i / (float) n_step;
+            const float t = (float) (i + 1) / (float) n_step;
+            ggml_tensor * v = flow_forward(h_state, cur, s, t);
+            cur = ggml_add(ctx0, cur, ggml_scale(ctx0, v, 1.0f / (float) n_step));
+        }
+        cb(cur, "flow_latent", -1);
+
+        ggml_set_name(cur, "out_feats");
+        ggml_set_output(cur);
+        ggml_build_forward_expand(gf, cur);
+
+        // the same latent, projected into the backbone's input space for the next step
+        ggml_tensor * embd = build_mm(model.gen_input_lin_w, cur);
+        cb(embd, "gen_embd", -1);
+        ggml_build_forward_expand(gf, embd);
+
+        return gf;
+    }
+
+    // GEN_WAV: [32, n_frames] latents -> PCM
+    ggml_tensor * feats = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32,
+                                             model.gen_input_lin_w->ne[0], n_frames);
+    ggml_set_name(feats, "inp_feats");
+    ggml_set_input(feats);
+
+    // denormalize, then the DummyQuantizer up-projection
+    ggml_tensor * cur = ggml_add(ctx0, ggml_mul(ctx0, feats, model.gen_emb_std), model.gen_emb_mean);
+    cur = build_mm(model.gen_quant_out_w, cur);
+    cb(cur, "quant_out", -1);
+
+    clip_graph_pockettts_seanet seanet(*this);
+    for (const auto & slot : list_pockettts_state_slots(hparams, model)) {
+        ggml_tensor * t = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, slot.ne0, slot.ne1);
+        ggml_set_name(t, ("state_in_" + slot.name).c_str());
+        ggml_set_input(t);
+        seanet.state_in[slot.name] = t;
+    }
+
+    // model frame rate -> encoder frame rate, depthwise transposed conv
+    cur = ggml_cont(ctx0, ggml_transpose(ctx0, cur));
+    cur = seanet.conv_transpose1d(cur, model.gen_upsample_w, nullptr, hparams.mimi_downsample, "up");
+    cb(cur, "mimi_upsample", -1);
+
+    cur = ggml_cont(ctx0, ggml_transpose(ctx0, cur));
+
+    // positions continue across calls, the counter lives in the state
+    const int64_t n_pos  = cur->ne[1];
+    const int64_t prefix = hparams.mimi_tfm_context - 1;
+    const int64_t n_kv   = prefix + n_pos;
+
+    ggml_tensor * base    = ggml_reshape_1d(ctx0, seanet.state_in.at("tfm_pos"), 1);
+    ggml_tensor * inp_pos = ggml_cast(ctx0, ggml_add(ctx0, ggml_arange(ctx0, 0.0f, (float) n_pos, 1.0f), base),
+                                      GGML_TYPE_I32);
+    seanet.state_out.push_back({"tfm_pos", ggml_scale_bias(ctx0, seanet.state_in.at("tfm_pos"), 1.0f, (float) n_pos)});
+
+    // banded causal mask over [cached prefix | this chunk]
+    // the last factor masks out cache rows that hold no real frame yet
+    ggml_tensor * pos_k = ggml_reshape_2d(ctx0, ggml_arange(ctx0, 0.0f, (float) n_kv, 1.0f), n_kv, 1);
+    ggml_tensor * pos_q = ggml_reshape_2d(ctx0, ggml_arange(ctx0, (float) prefix, (float) (prefix + n_pos), 1.0f), 1, n_pos);
+    ggml_tensor * diff  = ggml_sub(ctx0, ggml_repeat_4d(ctx0, pos_q, n_kv, n_pos, 1, 1), pos_k);
+
+    ggml_tensor * keep = ggml_mul(ctx0,
+        ggml_step(ctx0, ggml_scale_bias(ctx0, diff, 1.0f, 0.5f)),                                     // delta >= 0
+        ggml_step(ctx0, ggml_scale_bias(ctx0, diff, -1.0f, (float) hparams.mimi_tfm_context - 0.5f))); // delta < context
+    keep = ggml_mul(ctx0, keep,
+        ggml_step(ctx0, ggml_scale_bias(ctx0, ggml_add(ctx0, pos_k, base), 1.0f, 0.5f - (float) prefix)));
+    ggml_tensor * kq_mask = ggml_reshape_4d(ctx0, ggml_log(ctx0, keep), n_kv, n_pos, 1, 1);
+
+    for (int il = 0; il < n_layer; il++) {
+        const auto & layer = model.gen_tfm_layers[il];
+        ggml_tensor * inp = cur;
+
+        cur = build_norm(cur, layer.ln_1_w, layer.ln_1_b, NORM_TYPE_NORMAL, eps, il);
+
+        ggml_tensor * Qcur = build_mm(layer.q_w, cur);
+        ggml_tensor * Kcur = build_mm(layer.k_w, cur);
+        ggml_tensor * Vcur = build_mm(layer.v_w, cur);
+
+        Qcur = ggml_reshape_3d(ctx0, Qcur, d_head, n_head, n_pos);
+        Kcur = ggml_reshape_3d(ctx0, Kcur, d_head, n_head, n_pos);
+
+        Qcur = ggml_rope_ext(ctx0, Qcur, inp_pos, nullptr, d_head, GGML_ROPE_TYPE_NORMAL, 0,
+                             hparams.rope_theta, 1.0f, 0.0f, 1.0f, 0.0f, 0.0f);
+        Kcur = ggml_rope_ext(ctx0, Kcur, inp_pos, nullptr, d_head, GGML_ROPE_TYPE_NORMAL, 0,
+                             hparams.rope_theta, 1.0f, 0.0f, 1.0f, 0.0f, 0.0f);
+
+        // prepend the cached window, then keep this chunk's tail for the next call
+        const std::string k_name = "tfm_k_" + std::to_string(il);
+        const std::string v_name = "tfm_v_" + std::to_string(il);
+        ggml_tensor * k_full = ggml_concat(ctx0, seanet.state_in.at(k_name),
+                                           ggml_reshape_2d(ctx0, Kcur, d_head * n_head, n_pos), 1);
+        ggml_tensor * v_full = ggml_concat(ctx0, seanet.state_in.at(v_name), Vcur, 1);
+        seanet.state_out.push_back({k_name, ggml_cont(ctx0, ggml_view_2d(ctx0, k_full, k_full->ne[0], prefix,
+                                                                         k_full->nb[1], (size_t) n_pos * k_full->nb[1]))});
+        seanet.state_out.push_back({v_name, ggml_cont(ctx0, ggml_view_2d(ctx0, v_full, v_full->ne[0], prefix,
+                                                                         v_full->nb[1], (size_t) n_pos * v_full->nb[1]))});
+
+        ggml_tensor * q_cur = ggml_reshape_4d(ctx0, Qcur,   d_head, n_head, n_pos, 1);
+        ggml_tensor * k_cur = ggml_reshape_4d(ctx0, k_full, d_head, n_head, n_kv,  1);
+        ggml_tensor * v_cur = ggml_reshape_4d(ctx0, v_full, d_head, n_head, n_kv,  1);
+
+        cur = build_attn(layer.o_w, nullptr, q_cur, k_cur, v_cur, kq_mask, kq_scale, il);
+        cur = ggml_mul(ctx0, cur, layer.ls_1_w);
+        cur = ggml_add(ctx0, cur, inp);
+
+        inp = cur;
+        cur = build_norm(cur, layer.ln_2_w, layer.ln_2_b, NORM_TYPE_NORMAL, eps, il);
+        cur = build_ffn(cur, layer.ff_up_w, nullptr, nullptr, nullptr, layer.ff_down_w, nullptr, FFN_GELU, il);
+        cur = ggml_mul(ctx0, cur, layer.ls_2_w);
+        cur = ggml_add(ctx0, cur, inp);
+    }
+    cb(cur, "mimi_dec_tfm", -1);
+
+    cur = ggml_cont(ctx0, ggml_transpose(ctx0, cur));
+    cur = seanet.decode(cur);
+
+    for (const auto & s : seanet.state_out) {
+        ggml_set_name(s.second, ("state_out_" + s.first).c_str());
+        ggml_set_output(s.second);
+        ggml_build_forward_expand(gf, s.second);
+    }
+
+    // [n_samples, 1] -> [n_samples], clamped like the reference output
+    cur = ggml_reshape_1d(ctx0, cur, cur->ne[0]);
+    cur = ggml_clamp(ctx0, cur, -1.0f, 1.0f);
+    ggml_set_name(cur, "out_audio");
+    ggml_set_output(cur);
+    ggml_build_forward_expand(gf, cur);
+
+    return gf;
+}
diff --git a/tools/mtmd/models/pockettts-seanet.cpp b/tools/mtmd/models/pockettts-seanet.cpp
new file mode 100644
index 000000000..c47207f56
--- /dev/null
+++ b/tools/mtmd/models/pockettts-seanet.cpp
@@ -0,0 +1,162 @@
+#include "models.h"
+
+// SEANet convolution stack of the mimi codec, see pocket_tts/modules/seanet.py
+//
+// tensors are T-first here: [T, C]
+// the convs are causal: left context comes from a state slot, or from padding on a cold start
+
+static int64_t div_ceil(int64_t a, int64_t b) {
+    return a / b + (a % b ? 1 : 0);
+}
+
+// x: [T, IC], w: [K, IC, OC] -> [T / stride, OC]
+// the convs are causal, so the whole K - stride padding goes on the left
+ggml_tensor * clip_graph_pockettts_seanet::conv1d(ggml_tensor * x, ggml_tensor * w, ggml_tensor * b, int stride, int dilation,
+                                                  bool pad_replicate, const std::string & state_name) const {
+    const int64_t k_size  = (w->ne[0] - 1) * dilation + 1;
+    const int64_t p_total = k_size - stride;
+
+    // trailing padding so the last frame is not dropped, see pad_for_conv1d() in conv.py
+    const int64_t n_frames  = div_ceil(x->ne[0] - k_size + p_total, stride);
+    const int64_t ideal_len = n_frames * stride + k_size - p_total;
+    const int64_t p_extra   = ideal_len - x->ne[0];
+
+    if (!state_name.empty() && p_total > 0) {
+        // streaming: the left context is the tail of the previous call
+        ggml_tensor * left = state_in.at(state_name); // [p_total, IC]
+        x = ggml_concat(ctx0, left, x, 0);
+        state_out.push_back({state_name,
+            ggml_cont(ctx0, ggml_view_2d(ctx0, x, p_total, x->ne[1], x->nb[1],
+                                         (size_t) (x->ne[0] - p_total) * x->nb[0]))});
+    } else if (pad_replicate && p_total > 0) {
+        // the resamplers repeat the first frame instead of zero-padding
+        ggml_tensor * first = ggml_view_2d(ctx0, x, 1, x->ne[1], x->nb[1], 0);
+        ggml_tensor * left  = ggml_repeat_4d(ctx0, first, p_total, x->ne[1], 1, 1);
+        x = ggml_concat(ctx0, left, x, 0);
+        x = ggml_pad_ext(ctx0, x, 0, p_extra, 0, 0, 0, 0, 0, 0);
+    } else {
+        x = ggml_pad_ext(ctx0, x, p_total, p_extra, 0, 0, 0, 0, 0, 0);
+    }
+
+    ggml_tensor * y = ggml_conv_1d(ctx0, w, x, stride, 0, dilation);
+    y = ggml_reshape_2d(ctx0, y, y->ne[0], y->ne[1]);
+    if (b) {
+        y = ggml_add(ctx0, y, ggml_reshape_2d(ctx0, b, 1, b->ne[0]));
+    }
+    return y;
+}
+
+// x: [T, IC], w: [K, OC/groups, IC] -> [T * stride, OC]
+// the K - stride overlap tail belongs to the next call: added to its head when streaming, else dropped
+ggml_tensor * clip_graph_pockettts_seanet::conv_transpose1d(ggml_tensor * x, ggml_tensor * w, ggml_tensor * b, int stride,
+                                                            const std::string & state_name) const {
+    const int64_t K         = w->ne[0];
+    const int64_t T         = x->ne[0];
+    const int64_t p_total   = K - stride;
+    const bool    depthwise = w->ne[1] == 1 && w->ne[2] > 1;
+    const int64_t OC        = depthwise ? w->ne[2] : w->ne[1];
+    const int64_t emit_len  = T * stride;
+
+    // one column per input step, holding the [K, OC] window that col2im scatter-adds at t * stride
+    ggml_tensor * col;
+    if (depthwise) {
+        // one group per channel: a batched matmul over the channels scales the kernel by each step
+        ggml_tensor * krn = ggml_reshape_3d(ctx0, w, 1, K, OC);             // [1, K, OC]
+        ggml_tensor * xs  = ggml_reshape_3d(ctx0, x, 1, T, OC);             // [1, T, OC]
+        col = ggml_mul_mat(ctx0, krn, xs);                                  // [K, T, OC]
+        col = ggml_cont(ctx0, ggml_permute(ctx0, col, 0, 2, 1, 3));         // [K, OC, T]
+        col = ggml_reshape_2d(ctx0, col, K * OC, T);
+    } else {
+        ggml_tensor * w2 = ggml_reshape_2d(ctx0, w, K * OC, w->ne[2]);
+        w2               = ggml_cont(ctx0, ggml_transpose(ctx0, w2));       // [IC, K * OC]
+        ggml_tensor * xt = ggml_cont(ctx0, ggml_transpose(ctx0, x));        // [IC, T]
+        col = ggml_mul_mat(ctx0, w2, xt);
+    }
+    ggml_tensor * full = ggml_col2im_1d(ctx0, col, stride, OC, 0);          // [emit_len + p_total, OC]
+
+    ggml_tensor * out;
+    if (state_name.empty() || p_total == 0) {
+        out = ggml_cont(ctx0, ggml_view_2d(ctx0, full, emit_len, full->ne[1], full->nb[1], 0));
+    } else {
+        // overlap-add the tail the previous call held back
+        ggml_tensor * prev = state_in.at(state_name); // [p_total, OC]
+        ggml_tensor * head = ggml_add(ctx0, ggml_view_2d(ctx0, full, p_total, full->ne[1], full->nb[1], 0), prev);
+        if (emit_len > p_total) {
+            ggml_tensor * rest = ggml_view_2d(ctx0, full, emit_len - p_total, full->ne[1], full->nb[1],
+                                              (size_t) p_total * full->nb[0]);
+            out = ggml_concat(ctx0, head, rest, 0);
+        } else {
+            out = head;
+        }
+        state_out.push_back({state_name,
+            ggml_cont(ctx0, ggml_view_2d(ctx0, full, p_total, full->ne[1], full->nb[1],
+                                         (size_t) emit_len * full->nb[0]))});
+    }
+
+    if (b) {
+        out = ggml_add(ctx0, out, ggml_reshape_2d(ctx0, b, 1, b->ne[0]));
+    }
+    return out;
+}
+
+ggml_tensor * clip_graph_pockettts_seanet::res_unit(ggml_tensor * x, const clip_seanet::stage & stage, int dilation,
+                                                    const std::string & state_prefix) const {
+    ggml_tensor * h = ggml_elu(ctx0, x);
+    h = conv1d(h, stage.res_conv1_w, stage.res_conv1_b, 1, dilation, false, state_prefix);
+    h = ggml_elu(ctx0, h);
+    // the second conv is pointwise, it needs no left context
+    h = conv1d(h, stage.res_conv2_w, stage.res_conv2_b, 1, 1);
+    return ggml_add(ctx0, x, h);
+}
+
+ggml_tensor * clip_graph_pockettts_seanet::encode(ggml_tensor * x) const {
+    const auto & seanet = model.seanet;
+
+    ggml_tensor * cur = conv1d(x, seanet.conv_in_w, seanet.conv_in_b, 1, 1);
+    cb(cur, "seanet_enc_in", -1);
+
+    for (int i = 0; i < hparams.seanet_n_stage; i++) {
+        const auto & stage  = seanet.stages[i];
+        const int    stride = hparams.seanet_ratios[i];
+
+        cur = res_unit(cur, stage, 1);
+        cur = ggml_elu(ctx0, cur);
+        cur = conv1d(cur, stage.scale_conv_w, stage.scale_conv_b, stride, 1);
+        cb(cur, "seanet_enc_stage", i);
+    }
+
+    cur = ggml_elu(ctx0, cur);
+    cur = conv1d(cur, seanet.conv_out_w, seanet.conv_out_b, 1, 1);
+    cb(cur, "seanet_enc_out", -1);
+
+    return cur;
+}
+
+ggml_tensor * clip_graph_pockettts_seanet::decode(ggml_tensor * x) const {
+    const auto & seanet = model.seanet;
+    const bool   stream = !state_in.empty();
+
+    ggml_tensor * cur = conv1d(x, seanet.conv_in_w, seanet.conv_in_b, 1, 1, false,
+                               stream ? "dec_in" : "");
+    cb(cur, "seanet_dec_in", -1);
+
+    for (int i = 0; i < hparams.seanet_n_stage; i++) {
+        const auto & stage = seanet.stages[i];
+        // the decoder mirrors the encoder, so the ratios are walked backwards
+        const int    stride = hparams.seanet_ratios[hparams.seanet_n_stage - 1 - i];
+        const std::string id = std::to_string(i);
+
+        cur = ggml_elu(ctx0, cur);
+        cur = conv_transpose1d(cur, stage.scale_conv_w, stage.scale_conv_b, stride,
+                               stream ? "dec_up_" + id : "");
+        cur = res_unit(cur, stage, 1, stream ? "dec_res_" + id : "");
+        cb(cur, "seanet_dec_stage", i);
+    }
+
+    cur = ggml_elu(ctx0, cur);
+    cur = conv1d(cur, seanet.conv_out_w, seanet.conv_out_b, 1, 1, false,
+                 stream ? "dec_out" : "");
+    cb(cur, "seanet_dec_out", -1);
+
+    return cur;
+}
diff --git a/tools/mtmd/models/pockettts-spkenc.cpp b/tools/mtmd/models/pockettts-spkenc.cpp
new file mode 100644
index 000000000..f802d9068
--- /dev/null
+++ b/tools/mtmd/models/pockettts-spkenc.cpp
@@ -0,0 +1,77 @@
+#include "models.h"
+
+// voice-prompt encoder: raw 24kHz waveform -> one conditioning row per 12.5Hz frame
+// mimi encoder (SEANet + transformer + downsample), then flow_lm.speaker_proj_weight
+
+// pre-norm block with layer scale on both residual paths, see mimi_transformer.py
+ggml_tensor * clip_graph_pockettts_spkenc::tfm_layer_forward(ggml_tensor * cur, const clip_layer & layer, ggml_tensor * inp_pos, ggml_tensor * kq_mask, int il) const {
+    ggml_tensor * inp = cur;
+
+    cur = build_norm(cur, layer.ln_1_w, layer.ln_1_b, NORM_TYPE_NORMAL, eps, il);
+
+    ggml_tensor * Qcur = build_mm(layer.q_w, cur);
+    ggml_tensor * Kcur = build_mm(layer.k_w, cur);
+    ggml_tensor * Vcur = build_mm(layer.v_w, cur);
+
+    const int64_t n_pos = cur->ne[1];
+    Qcur = ggml_reshape_3d(ctx0, Qcur, d_head, n_head, n_pos);
+    Kcur = ggml_reshape_3d(ctx0, Kcur, d_head, n_head, n_pos);
+    Vcur = ggml_reshape_3d(ctx0, Vcur, d_head, n_head, n_pos);
+
+    Qcur = ggml_rope_ext(ctx0, Qcur, inp_pos, nullptr, d_head, GGML_ROPE_TYPE_NORMAL, 0,
+                         hparams.rope_theta, 1.0f, 0.0f, 1.0f, 0.0f, 0.0f);
+    Kcur = ggml_rope_ext(ctx0, Kcur, inp_pos, nullptr, d_head, GGML_ROPE_TYPE_NORMAL, 0,
+                         hparams.rope_theta, 1.0f, 0.0f, 1.0f, 0.0f, 0.0f);
+
+    cur = build_attn(layer.o_w, nullptr, Qcur, Kcur, Vcur, kq_mask, kq_scale, il);
+    cur = ggml_mul(ctx0, cur, layer.ls_1_w);
+    cur = ggml_add(ctx0, cur, inp);
+
+    inp = cur;
+    cur = build_norm(cur, layer.ln_2_w, layer.ln_2_b, NORM_TYPE_NORMAL, eps, il);
+    cur = build_ffn(cur, layer.ff_up_w, nullptr, nullptr, nullptr, layer.ff_down_w, nullptr, FFN_GELU, il);
+    cur = ggml_mul(ctx0, cur, layer.ls_2_w);
+    cur = ggml_add(ctx0, cur, inp);
+
+    return cur;
+}
+
+ggml_cgraph * clip_graph_pockettts_spkenc::build() {
+    // the preprocessor hands over the waveform as a single-row "mel", already [n_samples, 1]
+    ggml_tensor * inp_raw = build_inp_raw(1);
+    ggml_tensor * cur = ggml_reshape_2d(ctx0, inp_raw, inp_raw->ne[0], inp_raw->ne[1]);
+
+    clip_graph_pockettts_seanet seanet(*this);
+    cur = seanet.encode(cur);
+    cb(cur, "mimi_enc", -1);
+
+    // [T, 512] -> transformer works on [512, T]
+    cur = ggml_cont(ctx0, ggml_transpose(ctx0, cur));
+
+    ggml_tensor * inp_pos = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, cur->ne[1]);
+    ggml_set_name(inp_pos, "inp_pos");
+    ggml_set_input(inp_pos);
+
+    // the mimi transformer is causal with a sliding window, see _build_attention_mask()
+    ggml_tensor * kq_mask = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, cur->ne[1], cur->ne[1]);
+    ggml_set_name(kq_mask, "kq_mask");
+    ggml_set_input(kq_mask);
+
+    for (int il = 0; il < n_layer; il++) {
+        cur = tfm_layer_forward(cur, model.layers[il], inp_pos, kq_mask, il);
+    }
+    cb(cur, "mimi_enc_tfm", -1);
+
+    // downsample to the model frame rate, [512, T] -> [T, 512] -> [T / 16, 32]
+    cur = ggml_cont(ctx0, ggml_transpose(ctx0, cur));
+    cur = seanet.conv1d(cur, model.downsample_w, nullptr, hparams.mimi_downsample, 1, true);
+    cb(cur, "mimi_downsample", -1);
+
+    // voice latent -> backbone embd
+    cur = ggml_cont(ctx0, ggml_transpose(ctx0, cur));
+    cur = build_mm(model.spk_proj_w, cur);
+    cb(cur, "spk_proj", -1);
+
+    ggml_build_forward_expand(gf, cur);
+    return gf;
+}
diff --git a/tools/mtmd/models/qwen3tts-gen.cpp b/tools/mtmd/models/qwen3tts-gen.cpp
new file mode 100644
index 000000000..84c77f4fa
--- /dev/null
+++ b/tools/mtmd/models/qwen3tts-gen.cpp
@@ -0,0 +1,770 @@
+#include "models.h"
+
+#include <string>
+
+// on-device sampling: top-k, top-p, then a random draw
+ggml_tensor * clip_graph_qwen3tts_gen::code_gen::do_sampling(ggml_tensor * logits, ggml_tensor * inp_rand) const {
+    logits = ggml_reshape_1d(ctx0, logits, ggml_nelements(logits));
+    const int64_t n_vocab = logits->ne[0];
+
+    // sort a's rows by idx
+    auto sort_by = [this](ggml_tensor * a, ggml_tensor * idx) {
+        ggml_tensor * a2d = ggml_reshape_2d(ctx0, a, 1, a->ne[0]);
+        return ggml_reshape_1d(ctx0, ggml_get_rows(ctx0, a2d, idx), idx->ne[0]);
+    };
+
+    ggml_tensor * cur        = logits;
+    ggml_tensor * candidates = nullptr; // maps row index back to vocab id
+
+    if (top_k > 0 && top_k < n_vocab) {
+        ggml_tensor * idx = ggml_top_k(ctx0, cur, top_k);
+        candidates = idx;
+        cur        = sort_by(cur, idx);
+        cb(cur, "sample_top_k_logits", -1);
+    }
+
+    if (top_p < 1.0f) {
+        ggml_tensor * sorted_idx    = ggml_argsort(ctx0, cur, GGML_SORT_ORDER_DESC);
+        ggml_tensor * sorted_logits = sort_by(cur, sorted_idx);
+        candidates = candidates ? sort_by(candidates, sorted_idx) : sorted_idx;
+
+        ggml_tensor * probs = ggml_soft_max(ctx0, sorted_logits);
+        ggml_tensor * cdf   = ggml_cumsum(ctx0, probs);
+
+        // keep_mask[i] = 1 once cdf[i] crosses top_p
+        ggml_tensor * cdf_scaled = ggml_scale_bias(ctx0, cdf, -1.0f, top_p);
+        ggml_tensor * keep_mask  = ggml_step(ctx0, cdf_scaled);
+        ggml_tensor * idxf       = ggml_sum(ctx0, keep_mask);
+        idxf = ggml_clamp(ctx0, idxf, 0.0f, (float) keep_mask->ne[0] - 1);
+        ggml_tensor * ones = ggml_scale_bias(ctx0, idxf, 0.0f, 1.0f);
+
+        // top-p must include the crossing element, so force it to 1
+        ggml_tensor * keep_mask_2d = ggml_reshape_2d(ctx0, keep_mask, 1, keep_mask->ne[0]);
+        keep_mask_2d = ggml_set_rows(ctx0, keep_mask_2d, ones, ggml_cast(ctx0, idxf, GGML_TYPE_I32));
+        keep_mask    = ggml_reshape_1d(ctx0, keep_mask_2d, keep_mask->ne[0]);
+
+        // log(1) = 0 (keep), log(0) = -inf (drop)
+        ggml_tensor * bias = ggml_log(ctx0, keep_mask);
+        cur = ggml_add(ctx0, sorted_logits, bias);
+        cb(cur, "sample_top_p_logits", -1);
+    }
+
+    // draw one token: find where the cdf crosses inp_rand
+    ggml_tensor * probs  = ggml_soft_max(ctx0, cur);
+    ggml_tensor * cumsum = ggml_cumsum(ctx0, probs);
+
+    ggml_tensor * diff       = ggml_sub(ctx0, cumsum, inp_rand);
+    ggml_tensor * cross_mask = ggml_step(ctx0, diff);
+    ggml_tensor * idxf       = ggml_sum(ctx0, cross_mask);
+    ggml_tensor * idx        = ggml_cast(ctx0, ggml_scale_bias(ctx0, idxf, -1.0f, (float) cross_mask->ne[0]), GGML_TYPE_I32);
+
+    if (candidates) {
+        ggml_tensor * cand_2d = ggml_reshape_2d(ctx0, candidates, 1, candidates->ne[0]);
+        idx = ggml_get_rows(ctx0, cand_2d, idx);
+    }
+    cb(idx, "sample_token_id", -1);
+
+    return idx;
+}
+
+// returns a new cache with row row_idx set to value
+ggml_tensor * clip_graph_qwen3tts_gen::code_gen::cache_set(ggml_tensor * cache, int row_idx, ggml_tensor * value) const {
+    const int64_t n_embd  = cache->ne[0];
+    const int64_t n_cache = cache->ne[1];
+    GGML_ASSERT(row_idx >= 0 && row_idx < n_cache);
+
+    // append value as the last row, then gather it back into place
+    ggml_tensor * value_2d  = ggml_reshape_2d(ctx0, value, n_embd, 1);
+    ggml_tensor * cache_ext = ggml_concat(ctx0, cache, value_2d, 1); // [n_embd, n_cache + 1]
+
+    // gather indices [0..row_idx-1, n_cache, row_idx+1..n_cache-1]
+    // built via concat, since ggml_set_rows needs F32/F16 values, not an I32 index array
+    ggml_tensor * idx = const_i32(cache, (float) n_cache);
+    if (row_idx > 0) {
+        ggml_tensor * prefix = ggml_cast(ctx0, ggml_arange(ctx0, 0.0f, (float) row_idx, 1.0f), GGML_TYPE_I32);
+        idx = ggml_concat(ctx0, prefix, idx, 0);
+    }
+    if (row_idx < n_cache - 1) {
+        ggml_tensor * suffix = ggml_cast(ctx0, ggml_arange(ctx0, (float) (row_idx + 1), (float) n_cache, 1.0f), GGML_TYPE_I32);
+        idx = ggml_concat(ctx0, idx, suffix, 0);
+    }
+
+    ggml_tensor * result = ggml_get_rows(ctx0, cache_ext, idx);
+    cb(result, "cache_set_out", -1);
+    return result;
+}
+
+// builds a const i32 with no host upload: view a tensor, zero it via scale, add value, cast to i32
+ggml_tensor * clip_graph_qwen3tts_gen::code_gen::const_i32(ggml_tensor * anchor, float value) const {
+    ggml_tensor * v = ggml_view_1d(ctx0, anchor, 1, 0);
+    if (v->type != GGML_TYPE_F32) {
+        v = ggml_cast(ctx0, v, GGML_TYPE_F32);
+    }
+    return ggml_cast(ctx0, ggml_scale_bias(ctx0, v, 0.0f, value), GGML_TYPE_I32);
+}
+
+// causal keep-mask row for a query at position pos, window size n_kv_pad
+ggml_tensor * clip_graph_qwen3tts_gen::code_gen::causal_mask_row(int64_t n_kv_pad, int pos) const {
+    ggml_tensor * ones = ggml_fill(ctx0, ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, n_kv_pad, n_kv_pad), 1.0f);
+    ggml_tensor * keep = ggml_tri(ctx0, ones, GGML_TRI_TYPE_LOWER_DIAG);
+    ggml_tensor * row  = ggml_view_1d(ctx0, keep, n_kv_pad, (size_t) pos * keep->nb[1]);
+    ggml_tensor * mask = ggml_log(ctx0, row); // 0 = keep, -inf = masked
+    return ggml_reshape_4d(ctx0, mask, n_kv_pad, 1, 1, 1);
+}
+
+// talker hidden size -> predictor hidden size (small_to_mtp_projection)
+ggml_tensor * clip_graph_qwen3tts_gen::code_gen::project_in(ggml_tensor * cur) const {
+    if (!model.gen_code_proj_in_w) {
+        return cur;
+    }
+    cur = ggml_mul_mat(ctx0, model.gen_code_proj_in_w, cur);
+    if (model.gen_code_proj_in_b) {
+        cur = ggml_add(ctx0, cur, model.gen_code_proj_in_b);
+    }
+    return cur;
+}
+
+// one transformer layer at position pos; writes k/v into k_cache_layer/v_cache_layer at row pos
+ggml_tensor * clip_graph_qwen3tts_gen::code_gen::layer_forward(
+        ggml_tensor * cur,
+        const clip_layer & layer,
+        ggml_tensor * inp_pos,
+        ggml_tensor * kq_mask,
+        ggml_tensor *& k_cache_layer,
+        ggml_tensor *& v_cache_layer,
+        int64_t n_kv_pad,
+        int pos,
+        int il) const {
+    const int     n_head    = hparams.n_head;
+    const int     n_head_kv = hparams.n_head_kv;
+    const int64_t d_head    = layer.q_w->ne[1] / n_head; // real head_dim, not n_embd / n_head
+    const float   kq_scale  = 1.0f / sqrtf((float) d_head);
+
+    ggml_tensor * residual = cur;
+
+    ggml_tensor * h = ggml_rms_norm(ctx0, cur, hparams.eps);
+    h = ggml_mul(ctx0, h, layer.ln_1_w);
+
+    ggml_tensor * q = ggml_mul_mat(ctx0, layer.q_w, h);
+    ggml_tensor * k = ggml_mul_mat(ctx0, layer.k_w, h);
+    ggml_tensor * v = ggml_mul_mat(ctx0, layer.v_w, h);
+
+    q = ggml_reshape_3d(ctx0, q, d_head, n_head, 1);
+    k = ggml_reshape_3d(ctx0, k, d_head, n_head_kv, 1);
+
+    q = ggml_rms_norm(ctx0, q, hparams.eps);
+    q = ggml_mul(ctx0, q, layer.q_norm);
+    k = ggml_rms_norm(ctx0, k, hparams.eps);
+    k = ggml_mul(ctx0, k, layer.k_norm);
+
+    q = ggml_rope_ext(ctx0, q, inp_pos, nullptr, (int) d_head, GGML_ROPE_TYPE_NEOX, 0,
+                      hparams.rope_theta, 1.0f, 0.0f, 1.0f, 0.0f, 0.0f);
+    k = ggml_rope_ext(ctx0, k, inp_pos, nullptr, (int) d_head, GGML_ROPE_TYPE_NEOX, 0,
+                      hparams.rope_theta, 1.0f, 0.0f, 1.0f, 0.0f, 0.0f);
+
+    // write k/v into the cache at row pos, flat layout
+    ggml_tensor * k_flat = ggml_reshape_1d(ctx0, k, d_head * n_head_kv);
+    k_cache_layer = cache_set(k_cache_layer, pos, k_flat);
+    v_cache_layer = cache_set(v_cache_layer, pos, v);
+
+    ggml_tensor * q_cur = ggml_reshape_4d(ctx0, q, d_head, n_head, 1, 1);
+    ggml_tensor * k_cur = ggml_reshape_4d(ctx0, k_cache_layer, d_head, n_head_kv, n_kv_pad, 1);
+    ggml_tensor * v_cur = ggml_reshape_4d(ctx0, v_cache_layer, d_head, n_head_kv, n_kv_pad, 1);
+
+    ggml_tensor * attn_out = build_attn(layer.o_w, layer.o_b, q_cur, k_cur, v_cur, kq_mask, kq_scale, il);
+
+    cur = ggml_add(ctx0, residual, attn_out);
+
+    ggml_tensor * h2 = ggml_rms_norm(ctx0, cur, hparams.eps);
+    h2 = ggml_mul(ctx0, h2, layer.ln_2_w);
+
+    ggml_tensor * gate = ggml_mul_mat(ctx0, layer.ff_gate_w, h2);
+    ggml_tensor * up   = ggml_mul_mat(ctx0, layer.ff_up_w, h2);
+    ggml_tensor * gu   = ggml_swiglu_split(ctx0, gate, up);
+    ggml_tensor * down = ggml_mul_mat(ctx0, layer.ff_down_w, gu);
+
+    return ggml_add(ctx0, cur, down);
+}
+
+// position 0: hidden bridge, seeds the k/v cache, no sampling
+// position 1: embed(code0), sample with lm_head[0], write out_code_cache[1]
+void clip_graph_qwen3tts_gen::code_gen::prefill(
+        std::vector<ggml_tensor *> & k_cache,
+        std::vector<ggml_tensor *> & v_cache,
+        ggml_tensor *& out_code_cache,
+        ggml_tensor * h_state,
+        ggml_tensor * code0_embd,
+        ggml_tensor * inp_rand) const {
+    const int64_t n_kv_pad = k_cache[0]->ne[1];
+
+    {
+        ggml_tensor * cur     = project_in(h_state);
+        ggml_tensor * kq_mask = causal_mask_row(n_kv_pad, 0);
+        ggml_tensor * inp_pos = const_i32(k_cache[0], 0.0f);
+        for (size_t il = 0; il < model.layers.size(); il++) {
+            cur = layer_forward(cur, model.layers[il], inp_pos, kq_mask, k_cache[il], v_cache[il], n_kv_pad, 0, (int) il);
+        }
+        // position 0's output is unused, it only seeded the cache
+    }
+
+    {
+        ggml_tensor * cur     = project_in(code0_embd);
+        ggml_tensor * kq_mask = causal_mask_row(n_kv_pad, 1);
+        ggml_tensor * inp_pos = const_i32(k_cache[0], 1.0f);
+        for (size_t il = 0; il < model.layers.size(); il++) {
+            cur = layer_forward(cur, model.layers[il], inp_pos, kq_mask, k_cache[il], v_cache[il], n_kv_pad, 1, (int) il);
+        }
+
+        cur = ggml_rms_norm(ctx0, cur, hparams.eps);
+        cur = ggml_mul(ctx0, cur, model.gen_code_norm_w);
+
+        ggml_tensor * head_w = model.gen_code_head_w;
+        ggml_tensor * head_g = ggml_view_2d(ctx0, head_w, head_w->ne[0], head_w->ne[1], head_w->nb[1], 0); // lm_head[0]
+        ggml_tensor * logits = ggml_mul_mat(ctx0, head_g, cur);
+
+        ggml_tensor * sampled = do_sampling(logits, inp_rand);
+        out_code_cache = cache_set(out_code_cache, 1, sampled);
+    }
+}
+
+// one decode step of code_predictor
+// at step_idx g:
+// - read code from out_code_cache[g], then embed it with codebook table g-1
+// - write new kv at cache row g+1, sample with lm_head[g]
+// - write result to out_code_cache[g+1]
+// step_idx must be in [1, n_acoustic - 1]
+ggml_tensor * clip_graph_qwen3tts_gen::code_gen::step(
+        std::vector<ggml_tensor *> & k_cache,
+        std::vector<ggml_tensor *> & v_cache,
+        ggml_tensor * out_code_cache,
+        ggml_tensor * inp_rand,
+        int step_idx) const {
+    const int64_t n_acoustic = model.gen_code_head_w->ne[2];
+    GGML_ASSERT(step_idx >= 1 && step_idx < n_acoustic);
+    GGML_ASSERT(k_cache.size() == model.layers.size());
+    GGML_ASSERT(v_cache.size() == model.layers.size());
+
+    const int64_t n_kv_pad = k_cache[0]->ne[1];
+    const int     pos      = step_idx + 1; // new cache row and RoPE position
+
+    // embed the previous code via this step's codebook table (rows are already scalars)
+    ggml_tensor * code_in = ggml_view_1d(ctx0, out_code_cache, 1, (size_t) step_idx * out_code_cache->nb[1]);
+
+    ggml_tensor * embd_w = model.gen_code_embd_w; // [n_embd_talker, vocab, n_acoustic]
+    ggml_tensor * embd_g = ggml_view_2d(ctx0, embd_w, embd_w->ne[0], embd_w->ne[1], embd_w->nb[1],
+                                        (size_t) (step_idx - 1) * embd_w->nb[2]);
+    ggml_tensor * cur = ggml_get_rows(ctx0, embd_g, code_in);
+    cur = ggml_reshape_1d(ctx0, cur, cur->ne[0]);
+    cb(cur, "step_embd_in", step_idx);
+
+    cur = project_in(cur);
+    cb(cur, "step_proj_in", step_idx);
+
+    ggml_tensor * kq_mask = causal_mask_row(n_kv_pad, pos);
+    ggml_tensor * inp_pos = const_i32(k_cache[0], (float) pos);
+
+    for (size_t il = 0; il < model.layers.size(); il++) {
+        cur = layer_forward(cur, model.layers[il], inp_pos, kq_mask, k_cache[il], v_cache[il], n_kv_pad, pos, (int) il);
+        cb(cur, "step_layer_out", (int) il);
+    }
+
+    // final norm, this step's lm_head, sample, write the result
+    cur = ggml_rms_norm(ctx0, cur, hparams.eps);
+    cur = ggml_mul(ctx0, cur, model.gen_code_norm_w);
+
+    ggml_tensor * head_w = model.gen_code_head_w; // [n_embd_pred, vocab, n_acoustic]
+    ggml_tensor * head_g = ggml_view_2d(ctx0, head_w, head_w->ne[0], head_w->ne[1], head_w->nb[1],
+                                        (size_t) step_idx * head_w->nb[2]);
+    ggml_tensor * logits = ggml_mul_mat(ctx0, head_g, cur);
+    cb(logits, "step_logits", step_idx);
+
+    ggml_tensor * sampled = do_sampling(logits, inp_rand);
+    cb(sampled, "step_sampled", step_idx);
+
+    return cache_set(out_code_cache, pos, sampled);
+}
+
+// causal conv1d, stride 1: prepend persisted left-context instead of zero-padding, then a plain conv
+// x: [T, IC] (T-first). w: [K, IC, OC]. state_name empty means K == 1 (no left-context). returns [T, OC]
+ggml_tensor * clip_graph_qwen3tts_gen::code2wav::causal_conv1d(ggml_tensor * x, ggml_tensor * w, ggml_tensor * b, int dilation, const std::string & state_name) const {
+    const int K   = (int) w->ne[0];
+    const int pad = (K - 1) * dilation;
+
+    ggml_tensor * x_full = x;
+    if (pad > 0) {
+        ggml_tensor * left = state_in.at(state_name); // [pad, IC]
+        x_full = ggml_concat(ctx0, left, x, 0);
+    }
+    ggml_tensor * y = ggml_conv_1d(ctx0, w, x_full, 1, 0, dilation); // [T, OC, 1]
+    y = ggml_reshape_2d(ctx0, y, y->ne[0], y->ne[1]);
+    if (b) {
+        y = ggml_add(ctx0, y, ggml_reshape_2d(ctx0, b, 1, b->ne[0]));
+    }
+    if (pad > 0) {
+        ggml_tensor * new_left = ggml_cont(ctx0, ggml_view_2d(ctx0, x_full, pad, x_full->ne[1], x_full->nb[1],
+                                                              (size_t) (x_full->ne[0] - pad) * x_full->nb[0]));
+        state_out.push_back({state_name, new_left});
+    }
+    return y;
+}
+
+// causal depthwise conv1d, stride 1, dilation 1, kernel from w's shape.
+// x: [T, C]. w: [K, 1, C]. returns [T, C]. see causal_conv1d for the state contract.
+ggml_tensor * clip_graph_qwen3tts_gen::code2wav::causal_conv1d_dw(ggml_tensor * x, ggml_tensor * w, ggml_tensor * b, const std::string & state_name) const {
+    const int K   = (int) w->ne[0];
+    const int pad = K - 1;
+
+    ggml_tensor * x_full = x;
+    if (pad > 0) {
+        ggml_tensor * left = state_in.at(state_name); // [pad, C]
+        x_full = ggml_concat(ctx0, left, x, 0);
+    }
+    ggml_tensor * y = ggml_conv_1d_dw(ctx0, w, x_full, 1, 0, 1); // [T, C, 1]
+    y = ggml_reshape_2d(ctx0, y, y->ne[0], y->ne[1]);
+    if (b) {
+        y = ggml_add(ctx0, y, ggml_reshape_2d(ctx0, b, 1, b->ne[0]));
+    }
+    if (pad > 0) {
+        ggml_tensor * new_left = ggml_cont(ctx0, ggml_view_2d(ctx0, x_full, pad, x_full->ne[1], x_full->nb[1],
+                                                              (size_t) (x_full->ne[0] - pad) * x_full->nb[0]));
+        state_out.push_back({state_name, new_left});
+    }
+    return y;
+}
+
+// causal ConvTranspose1d, the (kernel - stride) overlap tail is kept as state for the next call
+// x: [T, IC], w: [K, OC, IC]. state_name empty means K == stride (no overlap). returns [T * stride, OC]
+ggml_tensor * clip_graph_qwen3tts_gen::code2wav::causal_conv_transpose1d(ggml_tensor * x, ggml_tensor * w, ggml_tensor * b, int stride, const std::string & state_name) const {
+    const int     K        = (int) w->ne[0];
+    const int     OC       = (int) w->ne[1];
+    const int     trim     = K - stride;
+    const int64_t emit_len = x->ne[0] * stride;
+
+    // transposed conv as GEMM + col2im scatter-add, y: [emit_len + trim, OC]
+    ggml_tensor * w2  = ggml_reshape_2d(ctx0, w, (int64_t) K * OC, w->ne[2]);
+    w2                = ggml_cont(ctx0, ggml_transpose(ctx0, w2));
+    ggml_tensor * xt  = ggml_cont(ctx0, ggml_transpose(ctx0, x));
+    ggml_tensor * col = ggml_mul_mat(ctx0, w2, xt);
+    ggml_tensor * y   = ggml_col2im_1d(ctx0, col, stride, OC, 0);
+
+    ggml_tensor * out = y;
+    if (trim > 0) {
+        ggml_tensor * tail = state_in.at(state_name); // [trim, OC]
+        ggml_tensor * head = ggml_add(ctx0, ggml_view_2d(ctx0, y, trim, y->ne[1], y->nb[1], 0), tail);
+        if (emit_len > trim) {
+            ggml_tensor * middle = ggml_view_2d(ctx0, y, emit_len - trim, y->ne[1], y->nb[1], (size_t) trim * y->nb[0]);
+            out = ggml_concat(ctx0, head, middle, 0);
+        } else {
+            out = head;
+        }
+        ggml_tensor * new_tail = ggml_cont(ctx0, ggml_view_2d(ctx0, y, trim, y->ne[1], y->nb[1], (size_t) emit_len * y->nb[0]));
+        state_out.push_back({state_name, new_tail});
+    }
+    if (b) {
+        out = ggml_add(ctx0, out, ggml_reshape_2d(ctx0, b, 1, b->ne[0]));
+    }
+    return out;
+}
+
+// SnakeBeta activation: y = x + sin(alpha*x)^2 * inv_beta (alpha/inv_beta folded via exp/reciprocal at conversion time)
+// x: [T, C]. alpha/beta: [C], broadcasts over T
+ggml_tensor * clip_graph_qwen3tts_gen::code2wav::snake(ggml_tensor * x, ggml_tensor * alpha, ggml_tensor * beta) const {
+    ggml_tensor * a = ggml_reshape_2d(ctx0, alpha, 1, alpha->ne[0]);
+    ggml_tensor * b = ggml_reshape_2d(ctx0, beta,  1, beta->ne[0]);
+
+    // expand reshapes first so mul/sin/sqr/mul/add lands as consecutive nodes, letting backends fuse them
+    ggml_build_forward_expand(gf, a);
+    ggml_build_forward_expand(gf, b);
+
+    ggml_tensor * s = ggml_sin(ctx0, ggml_mul(ctx0, x, a));
+    s = ggml_sqr(ctx0, s);
+    s = ggml_mul(ctx0, s, b);
+    return ggml_add(ctx0, x, s);
+}
+
+// RVQ codebook decode: T frames of 16 codes -> 512-dim hidden (C-first, [512, T])
+// codebook 0 (semantic) and 1..15 (acoustic) sum within their group, project separately, then add
+ggml_tensor * clip_graph_qwen3tts_gen::code2wav::quant_decode(ggml_tensor * inp_codes) const {
+    const auto & c2w = model.c2w;
+    const int64_t T = inp_codes->ne[0];
+
+    // ids for codebook group g over all T frames, [T] I32
+    auto group_ids = [&](int g) {
+        return ggml_view_1d(ctx0, inp_codes, T, (size_t) g * inp_codes->nb[1]);
+    };
+
+    ggml_tensor * sem     = ggml_get_rows(ctx0, c2w.quant_first_cb_w, group_ids(0)); // [256, T]
+    ggml_tensor * sem_out = ggml_mul_mat(ctx0, c2w.quant_first_out_w, sem);          // [512, T]
+
+    ggml_tensor * acc = nullptr;
+    const int64_t n_acoustic = c2w.quant_rest_cb_w->ne[2];
+    for (int g = 1; g <= n_acoustic; g++) {
+        ggml_tensor * cb_g  = ggml_view_2d(ctx0, c2w.quant_rest_cb_w, c2w.quant_rest_cb_w->ne[0], c2w.quant_rest_cb_w->ne[1],
+                                           c2w.quant_rest_cb_w->nb[1], (size_t) (g - 1) * c2w.quant_rest_cb_w->nb[2]);
+        ggml_tensor * embd = ggml_get_rows(ctx0, cb_g, group_ids(g)); // [256, T]
+        acc = acc ? ggml_add(ctx0, acc, embd) : embd;
+    }
+    ggml_tensor * ac_out = ggml_mul_mat(ctx0, c2w.quant_rest_out_w, acc); // [512, T]
+
+    ggml_tensor * hidden = ggml_add(ctx0, sem_out, ac_out);
+    cb(hidden, "wav_quant_hidden", -1);
+    return hidden;
+}
+
+// one pre_transformer layer over a batch of N = sliding_window new frames
+// attention runs over [(W-1)-frame prefix from the last batch] + [N new frames]
+// RoPE positions come from a persisted counter, so phases line up across batches
+ggml_tensor * clip_graph_qwen3tts_gen::code2wav::tfm_layer_forward(ggml_tensor * cur, const clip_layer & layer, int il) const {
+    const int     n_head    = hparams.wav_tfm_n_head;
+    const int     n_head_kv = hparams.wav_tfm_n_head_kv;
+    const int64_t d_head    = layer.q_w->ne[1] / n_head;
+    const float   kq_scale  = 1.0f / sqrtf((float) d_head);
+    const int64_t W         = hparams.wav_tfm_swa; // == N, frames per batch
+    const int64_t N         = cur->ne[1];
+    const int64_t prefix    = W - 1;
+    const int64_t total_kv  = prefix + N;
+
+    ggml_tensor * residual = cur;
+    ggml_tensor * h = ggml_rms_norm(ctx0, cur, hparams.wav_tfm_eps);
+    h = ggml_mul(ctx0, h, layer.ln_1_w);
+
+    ggml_tensor * q = ggml_mul_mat(ctx0, layer.q_w, h); // [n_head*d_head, N]
+    ggml_tensor * k = ggml_mul_mat(ctx0, layer.k_w, h); // [n_head_kv*d_head, N]
+    ggml_tensor * v = ggml_mul_mat(ctx0, layer.v_w, h); // [n_head_kv*d_head, N]
+
+    q = ggml_reshape_3d(ctx0, q, d_head, n_head, N);
+    k = ggml_reshape_3d(ctx0, k, d_head, n_head_kv, N);
+
+    // real, ever-increasing positions: base (persisted) .. base+N-1
+    ggml_tensor * base   = ggml_reshape_1d(ctx0, state_in.at("tfm_pos"), 1);
+    ggml_tensor * offset = ggml_arange(ctx0, 0.0f, (float) N, 1.0f);
+    ggml_tensor * pos    = ggml_cast(ctx0, ggml_add(ctx0, offset, base), GGML_TYPE_I32);
+
+    q = ggml_rope_ext(ctx0, q, pos, nullptr, (int) d_head, GGML_ROPE_TYPE_NEOX, 0,
+                      hparams.wav_tfm_rope_theta, 1.0f, 0.0f, 1.0f, 0.0f, 0.0f);
+    k = ggml_rope_ext(ctx0, k, pos, nullptr, (int) d_head, GGML_ROPE_TYPE_NEOX, 0,
+                      hparams.wav_tfm_rope_theta, 1.0f, 0.0f, 1.0f, 0.0f, 0.0f);
+
+    // the position counter is the same for all layers, push it once from layer 0
+    if (il == 0) {
+        state_out.push_back({"tfm_pos", ggml_scale_bias(ctx0, state_in.at("tfm_pos"), 1.0f, (float) N)});
+    }
+
+    ggml_tensor * k_new = ggml_reshape_2d(ctx0, k, d_head * n_head_kv, N);
+    ggml_tensor * v_new = ggml_reshape_2d(ctx0, v, d_head * n_head_kv, N);
+
+    ggml_tensor * old_k = state_in.at("tfm_k_" + std::to_string(il)); // [d_head*n_head_kv, W-1]
+    ggml_tensor * old_v = state_in.at("tfm_v_" + std::to_string(il));
+
+    ggml_tensor * k_full = ggml_concat(ctx0, old_k, k_new, 1); // [.., prefix+N]
+    ggml_tensor * v_full = ggml_concat(ctx0, old_v, v_new, 1);
+
+    // next batch's prefix: the last (W-1) frames of this batch
+    state_out.push_back({"tfm_k_" + std::to_string(il),
+        ggml_cont(ctx0, ggml_view_2d(ctx0, k_full, k_full->ne[0], prefix, k_full->nb[1], (size_t) N * k_full->nb[1]))});
+    state_out.push_back({"tfm_v_" + std::to_string(il),
+        ggml_cont(ctx0, ggml_view_2d(ctx0, v_full, v_full->ne[0], prefix, v_full->nb[1], (size_t) N * v_full->nb[1]))});
+
+    // banded causal mask: key j is visible to query i iff 0 <= (prefix+i) - j < W
+    ggml_tensor * pos_k = ggml_reshape_2d(ctx0, ggml_arange(ctx0, 0.0f, (float) total_kv, 1.0f), total_kv, 1);
+    ggml_tensor * pos_q = ggml_reshape_2d(ctx0, ggml_arange(ctx0, (float) prefix, (float) (prefix + N), 1.0f), 1, N);
+    ggml_tensor * pos_q_grid = ggml_repeat_4d(ctx0, pos_q, total_kv, N, 1, 1);
+    ggml_tensor * diff = ggml_sub(ctx0, pos_q_grid, pos_k); // [total_kv, N]
+
+    ggml_tensor * causal_keep = ggml_step(ctx0, ggml_scale_bias(ctx0, diff, 1.0f, 0.5f));            // diff >= 0
+    ggml_tensor * in_window   = ggml_step(ctx0, ggml_scale_bias(ctx0, diff, -1.0f, (float) W - 0.5f)); // diff < W
+    ggml_tensor * keep = ggml_mul(ctx0, causal_keep, in_window);
+
+    // on a cold start, key j is real state only when j >= prefix - tfm_pos, mask out the rest
+    ggml_tensor * warm = ggml_step(ctx0, ggml_scale_bias(ctx0, ggml_add(ctx0, pos_k, base),
+                                                         1.0f, 0.5f - (float) prefix)); // j + pos > prefix - 0.5
+    keep = ggml_mul(ctx0, keep, warm);
+
+    ggml_tensor * mask = ggml_reshape_4d(ctx0, ggml_log(ctx0, keep), total_kv, N, 1, 1); // 0 = keep, -inf = masked
+
+    ggml_tensor * q_cur = ggml_reshape_4d(ctx0, q, d_head, n_head, N, 1);
+    ggml_tensor * k_cur = ggml_reshape_4d(ctx0, k_full, d_head, n_head_kv, total_kv, 1);
+    ggml_tensor * v_cur = ggml_reshape_4d(ctx0, v_full, d_head, n_head_kv, total_kv, 1);
+
+    ggml_tensor * attn_out = build_attn(layer.o_w, layer.o_b, q_cur, k_cur, v_cur, mask, kq_scale, il);
+    if (layer.ls_1_w) {
+        attn_out = ggml_mul(ctx0, attn_out, layer.ls_1_w);
+    }
+    cur = ggml_add(ctx0, residual, attn_out);
+
+    ggml_tensor * residual2 = cur;
+    ggml_tensor * h2 = ggml_rms_norm(ctx0, cur, hparams.wav_tfm_eps);
+    h2 = ggml_mul(ctx0, h2, layer.ln_2_w);
+
+    ggml_tensor * gate = ggml_mul_mat(ctx0, layer.ff_gate_w, h2);
+    ggml_tensor * up   = ggml_mul_mat(ctx0, layer.ff_up_w, h2);
+    ggml_tensor * gu   = ggml_swiglu_split(ctx0, gate, up);
+    ggml_tensor * down = ggml_mul_mat(ctx0, layer.ff_down_w, gu);
+    if (layer.ls_2_w) {
+        down = ggml_mul(ctx0, down, layer.ls_2_w);
+    }
+    return ggml_add(ctx0, residual2, down);
+}
+
+// dwconv -> LayerNorm -> pwconv1 -> GELU -> pwconv2 -> layer scale -> residual
+// x: [T, C] T-first; LayerNorm/pwconv need C on ne0, so this transposes in and back out
+ggml_tensor * clip_graph_qwen3tts_gen::code2wav::convnext_block(ggml_tensor * x, const clip_code2wav::upsample_block & blk, const std::string & state_prefix) const {
+    ggml_tensor * residual = x;
+
+    ggml_tensor * h = causal_conv1d_dw(x, blk.dwconv_w, blk.dwconv_b, state_prefix + "_dwconv"); // [T, C]
+    ggml_tensor * hc = ggml_cont(ctx0, ggml_transpose(ctx0, h)); // [C, T]
+
+    hc = ggml_norm(ctx0, hc, 1e-6f);
+    hc = ggml_mul(ctx0, hc, blk.norm_w);
+    hc = ggml_add(ctx0, hc, blk.norm_b);
+
+    ggml_tensor * g = ggml_mul_mat(ctx0, blk.pw1_w, hc);
+    g = ggml_add(ctx0, g, blk.pw1_b);
+    g = ggml_gelu(ctx0, g);
+    g = ggml_mul_mat(ctx0, blk.pw2_w, g);
+    g = ggml_add(ctx0, g, blk.pw2_b);
+    g = ggml_mul(ctx0, g, blk.gamma);
+
+    ggml_tensor * g_t = ggml_cont(ctx0, ggml_transpose(ctx0, g)); // back to [T, C]
+    return ggml_add(ctx0, residual, g_t);
+}
+
+// SnakeBeta -> dilated causal conv (k=7) -> SnakeBeta -> pointwise causal conv (k=1) -> residual.
+// x: [T, C]. returns [T, C].
+ggml_tensor * clip_graph_qwen3tts_gen::code2wav::dac_res_unit(ggml_tensor * x, const clip_code2wav::dac_res & res, int dilation, const std::string & state_name) const {
+    ggml_tensor * residual = x;
+    ggml_tensor * h = snake(x, res.act1_alpha, res.act1_beta);
+    h = causal_conv1d(h, res.conv1_w, res.conv1_b, dilation, state_name);
+    h = snake(h, res.act2_alpha, res.act2_beta);
+    h = causal_conv1d(h, res.conv2_w, res.conv2_b, 1, ""); // k=1, no left-context needed
+    return ggml_add(ctx0, residual, h);
+}
+
+// RVQ codes -> raw PCM for a batch of N = sliding_window frames
+ggml_tensor * clip_graph_qwen3tts_gen::code2wav::decode(ggml_tensor * inp_codes) const {
+    const auto & c2w = model.c2w;
+
+    // 1. quantizer decode: N frames of 16 codes -> [512, N] (C-first)
+    ggml_tensor * hidden = quant_decode(inp_codes);
+
+    // 2. pre_conv: [512, N] -> T-first [N, 512] -> causal conv k=3 -> [N, 1024]
+    ggml_tensor * x = ggml_cont(ctx0, ggml_transpose(ctx0, hidden)); // [N, 512]
+    x = causal_conv1d(x, c2w.pre_conv_w, c2w.pre_conv_b, 1, "pre_conv"); // [N, 1024]
+    cb(x, "wav_pre_conv_out", -1);
+
+    // 3. pre_transformer: back to C-first [1024, N], project down, run the layers, project back up
+    ggml_tensor * cur = ggml_cont(ctx0, ggml_transpose(ctx0, x)); // [1024, N]
+    cur = ggml_mul_mat(ctx0, c2w.tfm_in_proj_w, cur);
+    cur = ggml_add(ctx0, cur, c2w.tfm_in_proj_b); // [512 (tfm hidden), N]
+
+    for (int il = 0; il < hparams.wav_tfm_n_layer; il++) {
+        cur = tfm_layer_forward(cur, c2w.tfm_layers[il], il);
+    }
+
+    cur = ggml_rms_norm(ctx0, cur, hparams.wav_tfm_eps);
+    cur = ggml_mul(ctx0, cur, c2w.tfm_output_norm_w);
+    cur = ggml_mul_mat(ctx0, c2w.tfm_out_proj_w, cur);
+    cur = ggml_add(ctx0, cur, c2w.tfm_out_proj_b); // [1024, N]
+    cb(cur, "wav_tfm_out", -1);
+
+    // 4. upsample: 2x (causal ConvTranspose1d, stride 2 + ConvNeXt block), back to T-first
+    // kernel == stride here, so there is no overlap tail to persist
+    x = ggml_cont(ctx0, ggml_transpose(ctx0, cur)); // [N, 1024]
+    for (size_t il = 0; il < c2w.upsample.size(); il++) {
+        const auto & up = c2w.upsample[il];
+        x = causal_conv_transpose1d(x, up.conv_w, up.conv_b, 2, "");
+        x = convnext_block(x, up, "up" + std::to_string(il));
+        cb(x, "wav_upsample_out", (int) il);
+    }
+
+    // 5. DAC decoder: conv_pre -> n blocks (SnakeBeta -> ConvTranspose1d -> 3 res units) -> conv_post
+    static constexpr int DAC_DILATIONS[3] = { 1, 3, 9 };
+
+    x = causal_conv1d(x, c2w.dac_entry_w, c2w.dac_entry_b, 1, "dac_entry");
+    cb(x, "wav_dac_entry_out", -1);
+
+    for (size_t il = 0; il < c2w.dac.size(); il++) {
+        const auto & blk = c2w.dac[il];
+        const int stride = (int) (blk.conv_w->ne[0] / 2); // kernel == 2*stride for all 4 blocks
+        const std::string blk_name = "dac" + std::to_string(il);
+        x = snake(x, blk.snake_alpha, blk.snake_beta);
+        x = causal_conv_transpose1d(x, blk.conv_w, blk.conv_b, stride, blk_name + "_tail");
+        for (size_t ir = 0; ir < blk.res.size(); ir++) {
+            x = dac_res_unit(x, blk.res[ir], DAC_DILATIONS[ir], blk_name + "_res" + std::to_string(ir));
+        }
+        cb(x, "wav_dac_block_out", (int) il);
+    }
+
+    x = snake(x, c2w.dac_post_snake_alpha, c2w.dac_post_snake_beta);
+    x = causal_conv1d(x, c2w.dac_post_conv_w, c2w.dac_post_conv_b, 1, "dac_post_conv"); // [n_samples, 1]
+
+    x = ggml_clamp(ctx0, x, -1.0f, 1.0f);
+    x = ggml_reshape_1d(ctx0, x, x->ne[0]);
+    cb(x, "wav_audio_out", -1);
+    return x;
+}
+
+// code2wav's persisted state buffers: RoPE position counter, K/V per pre_transformer layer,
+// left-context/tail per stateful conv. shape lookup only, no graph needed
+std::vector<c2w_state_slot> list_c2w_state_slots(const clip_hparams & hparams, const clip_model & model) {
+    const auto & c2w = model.c2w;
+    std::vector<c2w_state_slot> slots;
+
+    if (c2w.pre_conv_w == nullptr) {
+        return slots; // not a code2wav model, it keeps no state between calls
+    }
+
+    slots.push_back({"tfm_pos", 1, 1});
+
+    // prefix is (W-1) frames, the batch itself gives the other N=W frames (see tfm_layer_forward)
+    const int64_t d_head = c2w.tfm_layers[0].q_w->ne[1] / hparams.wav_tfm_n_head;
+    const int64_t kv_ch  = d_head * hparams.wav_tfm_n_head_kv;
+    const int64_t prefix = hparams.wav_tfm_swa - 1;
+    for (int il = 0; il < hparams.wav_tfm_n_layer; il++) {
+        slots.push_back({"tfm_k_" + std::to_string(il), kv_ch, prefix});
+        slots.push_back({"tfm_v_" + std::to_string(il), kv_ch, prefix});
+    }
+
+    slots.push_back({"pre_conv", c2w.pre_conv_w->ne[0] - 1, c2w.pre_conv_w->ne[1]});
+
+    for (size_t il = 0; il < c2w.upsample.size(); il++) {
+        const auto & up = c2w.upsample[il];
+        slots.push_back({"up" + std::to_string(il) + "_dwconv", up.dwconv_w->ne[0] - 1, up.dwconv_w->ne[2]});
+    }
+
+    slots.push_back({"dac_entry", c2w.dac_entry_w->ne[0] - 1, c2w.dac_entry_w->ne[1]});
+
+    static constexpr int DAC_DILATIONS[3] = { 1, 3, 9 };
+    for (size_t il = 0; il < c2w.dac.size(); il++) {
+        const auto & blk = c2w.dac[il];
+        const int64_t stride = blk.conv_w->ne[0] / 2; // kernel == 2*stride for all 4 blocks
+        const std::string blk_name = "dac" + std::to_string(il);
+        slots.push_back({blk_name + "_tail", stride, blk.conv_w->ne[1]});
+        for (size_t ir = 0; ir < blk.res.size(); ir++) {
+            const auto & res = blk.res[ir];
+            slots.push_back({blk_name + "_res" + std::to_string(ir),
+                              (res.conv1_w->ne[0] - 1) * DAC_DILATIONS[ir], res.conv1_w->ne[1]});
+        }
+    }
+
+    slots.push_back({"dac_post_conv", c2w.dac_post_conv_w->ne[0] - 1, c2w.dac_post_conv_w->ne[1]});
+
+    return slots;
+}
+
+// both sub-graphs are always built, so the topology stays constant
+// ggml_build_forward_select() then picks the one that actually runs
+ggml_cgraph * clip_graph_qwen3tts_gen::build() {
+    GGML_ASSERT(n_batch == 1); // this module only ever processes one frame at a time
+
+    int idx;
+    switch (gen_process) {
+        case CLIP_GEN_PROCESS_GEN_CODE: idx = 0; break;
+        case CLIP_GEN_PROCESS_GEN_WAV:  idx = 1; break;
+        default: GGML_ABORT("unknown gen_process");
+    }
+
+    // ---- CLIP_GEN_PROCESS_GEN_CODE: backbone hidden state -> 16 RVQ codes + next-step embd ----
+    // not build_inp_raw(), a GEN_WAV call's `img` has no hidden-state data
+    ggml_tensor * h_state = ggml_new_tensor_1d(ctx0, GGML_TYPE_F32, n_mmproj_embd);
+    ggml_set_name(h_state, "inp_raw"); // must keep this exact name, clip_encode() sets it by name
+    ggml_set_input(h_state);
+
+    ggml_tensor * code0 = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, 1);
+    ggml_set_name(code0, "inp_code0");
+    ggml_set_input(code0);
+
+    ggml_tensor * code0_embd = ggml_get_rows(ctx0, model.gen_code_out_embd_w, code0);
+    code0_embd = ggml_reshape_1d(ctx0, code0_embd, code0_embd->ne[0]);
+    cb(code0_embd, "code0_embd", -1);
+
+    const int64_t n_acoustic = model.gen_code_head_w->ne[2]; // 15
+    const int     n_codes    = (int) n_acoustic + 1;         // 16
+    const int64_t n_kv_pad   = n_codes;
+    const int     n_layer    = (int) model.layers.size();
+    const int     n_head     = hparams.n_head;
+    const int     n_head_kv  = hparams.n_head_kv;
+    const int64_t d_head     = model.layers[0].q_w->ne[1] / n_head;
+
+    // zero-filled per layer k/v caches, so masked-out rows can't hold garbage
+    std::vector<ggml_tensor *> k_cache(n_layer), v_cache(n_layer);
+    for (int il = 0; il < n_layer; il++) {
+        k_cache[il] = ggml_fill(ctx0, ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, d_head * n_head_kv, n_kv_pad), 0.0f);
+        v_cache[il] = ggml_fill(ctx0, ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, d_head * n_head_kv, n_kv_pad), 0.0f);
+    }
+
+    code_gen cg(*this, top_k, top_p);
+
+    ggml_tensor * out_code_cache = ggml_new_tensor_2d(ctx0, GGML_TYPE_I32, 1, n_codes);
+    out_code_cache = cg.cache_set(out_code_cache, 0, code0);
+
+    ggml_tensor * inp_rand0 = ggml_new_tensor_1d(ctx0, GGML_TYPE_F32, 1);
+    ggml_set_name(inp_rand0, "inp_rand_0");
+    ggml_set_input(inp_rand0);
+
+    cg.prefill(k_cache, v_cache, out_code_cache, h_state, code0_embd, inp_rand0);
+
+    for (int g = 1; g < n_acoustic; g++) {
+        ggml_tensor * inp_rand = ggml_new_tensor_1d(ctx0, GGML_TYPE_F32, 1);
+        ggml_set_name(inp_rand, ("inp_rand_" + std::to_string(g)).c_str());
+        ggml_set_input(inp_rand);
+        out_code_cache = cg.step(k_cache, v_cache, out_code_cache, inp_rand, g);
+    }
+
+    // output 1: this frame's 16 sampled codes, for the caller's code2wav window
+    ggml_tensor * out_codes = ggml_cont(ctx0, out_code_cache);
+    ggml_set_name(out_codes, "out_codes");
+    ggml_set_output(out_codes);
+
+    // output 2: sum of all 16 codebook embeddings, fed back to the talker for the next frame
+    ggml_tensor * out_embd = code0_embd;
+    for (int g = 1; g <= n_acoustic; g++) {
+        ggml_tensor * code_g = ggml_view_1d(ctx0, out_code_cache, 1, (size_t) g * out_code_cache->nb[1]);
+
+        ggml_tensor * embd_g = ggml_view_2d(ctx0, model.gen_code_embd_w, model.gen_code_embd_w->ne[0], model.gen_code_embd_w->ne[1],
+                                            model.gen_code_embd_w->nb[1], (size_t) (g - 1) * model.gen_code_embd_w->nb[2]);
+        ggml_tensor * e = ggml_get_rows(ctx0, embd_g, code_g);
+        e = ggml_reshape_1d(ctx0, e, e->ne[0]);
+
+        out_embd = ggml_add(ctx0, out_embd, e);
+    }
+    out_embd = ggml_reshape_2d(ctx0, out_embd, out_embd->ne[0], 1);
+    cb(out_embd, "gen_audio_out", -1);
+
+    // ---- CLIP_GEN_PROCESS_GEN_WAV: 16 RVQ codes -> raw PCM ----
+    const int n_frames = hparams.wav_tfm_swa; // frames per batch, == the attention window
+
+    ggml_tensor * inp_codes = ggml_new_tensor_2d(ctx0, GGML_TYPE_I32, n_frames, n_codes);
+    ggml_set_name(inp_codes, "inp_codes");
+    ggml_set_input(inp_codes);
+
+    code2wav c2w(*this);
+    for (const auto & slot : list_c2w_state_slots(hparams, model)) {
+        ggml_tensor * t = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, slot.ne0, slot.ne1);
+        ggml_set_name(t, ("state_in_" + slot.name).c_str());
+        ggml_set_input(t);
+        c2w.state_in[slot.name] = t;
+    }
+
+    ggml_tensor * out_audio = c2w.decode(inp_codes);
+    ggml_set_name(out_audio, "out_audio");
+    ggml_set_output(out_audio);
+
+    for (auto & slot : c2w.state_out) {
+        ggml_set_name(slot.second, ("state_out_" + slot.first).c_str());
+        ggml_set_output(slot.second);
+    }
+
+    // out_embd goes last, clip_encode() reads it back via ggml_graph_node(gf, -1)
+    ggml_tensor * outs[2];
+    outs[0] = out_codes; outs[1] = out_audio;
+    ggml_build_forward_select(gf, outs, 2, idx);
+    for (auto & slot : c2w.state_out) {
+        outs[0] = out_codes; outs[1] = slot.second;
+        ggml_build_forward_select(gf, outs, 2, idx);
+    }
+    outs[0] = out_embd; outs[1] = out_audio;
+    ggml_build_forward_select(gf, outs, 2, idx);
+
+    return gf;
+}
diff --git a/tools/mtmd/models/qwen3tts-spkenc.cpp b/tools/mtmd/models/qwen3tts-spkenc.cpp
new file mode 100644
index 000000000..d4659fd63
--- /dev/null
+++ b/tools/mtmd/models/qwen3tts-spkenc.cpp
@@ -0,0 +1,197 @@
+#include "models.h"
+
+static constexpr int SPK_RES2NET_SCALE = 8; // enc_res2net_scale
+static constexpr int SPK_DILATIONS[3]  = { 2, 3, 4 }; // enc_dilations[1..3]
+
+// conv1d, kernel K, padding "same" (reflect), dilation d
+// x: [C, T] (ne[0]=C, ne[1]=T) -> [out_c, T]
+ggml_tensor * clip_graph_qwen3tts_spkenc::conv1d_same(ggml_tensor * x, ggml_tensor * w, ggml_tensor * b, int dilation) const {
+    const int K   = (int) w->ne[0];
+    const int IC  = (int) w->ne[1];
+    const int OC  = (int) w->ne[2];
+    const int pad = ((K - 1) * dilation) / 2;
+
+    // ggml_pad_reflect_1d pads ne[0], so bring T onto ne[0] first, same layout as im2col wants
+    ggml_tensor * x_t = ggml_cont(ctx0, ggml_transpose(ctx0, x)); // [T, IC]
+    if (pad > 0) {
+        x_t = ggml_pad_reflect_1d(ctx0, x_t, pad, pad); // [T + 2*pad, IC]
+    }
+    ggml_tensor * x4d = ggml_reshape_4d(ctx0, x_t, x_t->ne[0], IC, 1, 1);
+
+    // dummy F32 kernel, im2col only reads its shape, so a quantized w does not assert
+    ggml_tensor * dummy = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, K, IC, 1, 1);
+
+    ggml_tensor * col = ggml_im2col(ctx0, dummy, x4d, 1, 1, 0, 0, dilation, 1, false, GGML_TYPE_F32);
+    const int64_t T_out = col->ne[1];
+    col = ggml_reshape_2d(ctx0, col, (int64_t) K * IC, T_out);
+
+    ggml_tensor * w2d = ggml_reshape_2d(ctx0, w, (int64_t) K * IC, OC);
+    ggml_tensor * y   = ggml_mul_mat(ctx0, w2d, col); // [OC, T_out]
+    ggml_mul_mat_set_prec(y, GGML_PREC_F32);
+
+    ggml_tensor * b2d = ggml_reshape_2d(ctx0, b, OC, 1);
+    y = ggml_add(ctx0, y, b2d);
+    return y;
+}
+
+// Res2Net: split channel axis into `scale` chunks, chain dilated conv1d branches
+// x: [C, T] -> [C, T]
+ggml_tensor * clip_graph_qwen3tts_spkenc::res2net(ggml_tensor * x, const clip_layer & layer, int dilation, int scale) const {
+    const int64_t C  = x->ne[0];
+    const int64_t T  = x->ne[1];
+    const int64_t Cs = C / scale;
+
+    std::vector<ggml_tensor *> outs;
+    outs.reserve(scale);
+
+    auto chunk = [&](int i) -> ggml_tensor * {
+        return ggml_view_2d(ctx0, x, Cs, T, x->nb[1], (size_t) i * Cs * x->nb[0]);
+    };
+
+    ggml_tensor * prev = nullptr;
+    for (int i = 0; i < scale; i++) {
+        ggml_tensor * c = ggml_cont(ctx0, chunk(i));
+        if (i == 0) {
+            outs.push_back(c);
+            continue;
+        }
+        ggml_tensor * inp = (i >= 2) ? ggml_add(ctx0, c, prev) : c;
+        ggml_tensor * y   = conv1d_same(inp, layer.res2_conv_w[i - 1], layer.res2_conv_b[i - 1], dilation);
+        y                 = ggml_relu(ctx0, y);
+        outs.push_back(y);
+        prev = y;
+    }
+
+    ggml_tensor * acc = outs[0];
+    for (int i = 1; i < scale; i++) {
+        acc = ggml_concat(ctx0, acc, outs[i], 0);
+    }
+    return acc;
+}
+
+// squeeze-and-excitation gate. x: [C, T] -> [C, T]
+ggml_tensor * clip_graph_qwen3tts_spkenc::se_block(ggml_tensor * x, const clip_layer & layer) const {
+    // temporal mean, keepdim: transpose so T is on ne[0], reduce, transpose back
+    ggml_tensor * x_t  = ggml_cont(ctx0, ggml_transpose(ctx0, x));    // [T, C]
+    ggml_tensor * mean = ggml_mean(ctx0, x_t);                        // [1, C]
+    mean               = ggml_cont(ctx0, ggml_transpose(ctx0, mean)); // [C, 1]
+
+    ggml_tensor * h = conv1d_same(mean, layer.se_conv1_w, layer.se_conv1_b, 1);
+    h = ggml_relu(ctx0, h);
+    h = conv1d_same(h, layer.se_conv2_w, layer.se_conv2_b, 1);
+    h = ggml_sigmoid(ctx0, h); // [C, 1]
+
+    return ggml_mul(ctx0, x, h); // broadcast gate over T
+}
+
+// tdnn1 -> res2net -> tdnn2 -> se, plus residual. x: [C, T] -> [C, T]
+ggml_tensor * clip_graph_qwen3tts_spkenc::se_res2net_block(ggml_tensor * x, const clip_layer & layer, int dilation, int scale) const {
+    ggml_tensor * residual = x;
+    ggml_tensor * h  = conv1d_same(x, layer.conv_pw1_w, layer.conv_pw1_b, 1); // tdnn1
+    h = ggml_relu(ctx0, h);
+    h = res2net(h, layer, dilation, scale);
+    h = conv1d_same(h, layer.conv_pw2_w, layer.conv_pw2_b, 1); // tdnn2
+    h = ggml_relu(ctx0, h);
+    h = se_block(h, layer);
+    return ggml_add(ctx0, h, residual);
+}
+
+// attentive statistics pooling. x: [C, T] -> [2*C, 1]
+ggml_tensor * clip_graph_qwen3tts_spkenc::attentive_stats_pool(ggml_tensor * x) const {
+    const int64_t T = x->ne[1];
+
+    // mean over T: [C, 1]
+    ggml_tensor * x_t  = ggml_cont(ctx0, ggml_transpose(ctx0, x));
+    ggml_tensor * mean = ggml_mean(ctx0, x_t);
+    mean               = ggml_cont(ctx0, ggml_transpose(ctx0, mean));
+
+    // std over T: sqrt(clamp(mean((x - mean)^2), eps))
+    ggml_tensor * mean_rep = ggml_repeat(ctx0, mean, x);
+    ggml_tensor * centered = ggml_sub(ctx0, x, mean_rep);
+    ggml_tensor * var_t    = ggml_cont(ctx0, ggml_transpose(ctx0, ggml_sqr(ctx0, centered)));
+    ggml_tensor * var      = ggml_mean(ctx0, var_t);
+    var                    = ggml_cont(ctx0, ggml_transpose(ctx0, var));
+    var                    = ggml_scale_bias(ctx0, var, 1.0f, 1e-12f);
+    ggml_tensor * std      = ggml_sqrt(ctx0, var);
+
+    // attention input: cat([x, mean, std]) along channel axis -> [3C, T]
+    ggml_tensor * std_rep = ggml_repeat(ctx0, std, x);
+    ggml_tensor * cat     = ggml_concat(ctx0, x, mean_rep, 0);
+    cat                   = ggml_concat(ctx0, cat, std_rep, 0);
+
+    // attention TDNN (3C -> attn_c) + ReLU, tanh, then 1x1 conv (attn_c -> C)
+    ggml_tensor * a = conv1d_same(cat, model.spk_asp_tdnn_w, model.spk_asp_tdnn_b, 1);
+    a = ggml_relu(ctx0, a);
+    a = ggml_tanh(ctx0, a);
+    a = conv1d_same(a, model.spk_asp_attn_w, model.spk_asp_attn_b, 1);
+
+    // softmax over T
+    ggml_tensor * a_t = ggml_cont(ctx0, ggml_transpose(ctx0, a));   // [T, C]
+    ggml_tensor * w_t = ggml_soft_max(ctx0, a_t);
+    ggml_tensor * w   = ggml_cont(ctx0, ggml_transpose(ctx0, w_t)); // [C, T]
+
+    // weighted mean: sum(w * x) over T, multiply by T to undo ggml_mean's 1/T scaling
+    ggml_tensor * wx     = ggml_mul(ctx0, w, x);
+    ggml_tensor * wx_t   = ggml_cont(ctx0, ggml_transpose(ctx0, wx));
+    ggml_tensor * w_mean = ggml_mean(ctx0, wx_t);
+    w_mean = ggml_scale(ctx0, w_mean, (float) T);
+    w_mean = ggml_cont(ctx0, ggml_transpose(ctx0, w_mean)); // [C, 1]
+
+    // weighted std: sum(w * (x - w_mean)^2) over T
+    ggml_tensor * w_mean_rep = ggml_repeat(ctx0, w_mean, x);
+    ggml_tensor * dev        = ggml_sub(ctx0, x, w_mean_rep);
+    ggml_tensor * w_var_in   = ggml_mul(ctx0, w, ggml_sqr(ctx0, dev));
+    ggml_tensor * w_var_t    = ggml_cont(ctx0, ggml_transpose(ctx0, w_var_in));
+    ggml_tensor * w_var      = ggml_mean(ctx0, w_var_t);
+    w_var                    = ggml_scale(ctx0, w_var, (float) T);
+    w_var                    = ggml_cont(ctx0, ggml_transpose(ctx0, w_var));
+    w_var                    = ggml_scale_bias(ctx0, w_var, 1.0f, 1e-12f);
+    ggml_tensor * w_std      = ggml_sqrt(ctx0, w_var);
+
+    return ggml_concat(ctx0, w_mean, w_std, 0); // [2C, 1]
+}
+
+ggml_cgraph * clip_graph_qwen3tts_spkenc::build() {
+    // inp_raw: [T, n_mel, 1, 1], from mtmd_audio_preprocessor_qwen3tts_spk
+    ggml_tensor * inp = build_inp_raw(1);
+    inp = ggml_reshape_2d(ctx0, inp, inp->ne[0], inp->ne[1]);
+
+    // this file's convention is [C, T]; the preprocessor delivers [T, C]
+    ggml_tensor * mel = ggml_cont(ctx0, ggml_transpose(ctx0, inp)); // [n_mel, T]
+    cb(mel, "mel", -1);
+
+    // frontend conv0 TDNN k=5, dilation=1: 128 -> 512
+    ggml_tensor * cur = conv1d_same(mel, model.conv1d_1_w, model.conv1d_1_b, 1);
+    cur = ggml_relu(ctx0, cur);
+    cb(cur, "frontend", -1);
+
+    // 3 SE-Res2Net blocks at dilations 2, 3, 4
+    GGML_ASSERT((int) model.layers.size() == 3);
+    std::vector<ggml_tensor *> blk_out(3);
+    for (int il = 0; il < 3; il++) {
+        cur = se_res2net_block(cur, model.layers[il], SPK_DILATIONS[il], SPK_RES2NET_SCALE);
+        blk_out[il] = cur;
+        cb(cur, "block_out", il);
+    }
+
+    // multi-layer feature aggregation: cat blk[0..2] then TDNN k=1 + ReLU
+    ggml_tensor * cat = ggml_concat(ctx0, blk_out[0], blk_out[1], 0);
+    cat = ggml_concat(ctx0, cat, blk_out[2], 0); // [1536, T]
+    ggml_tensor * mfa = conv1d_same(cat, model.conv_out_w, model.conv_out_b, 1);
+    mfa = ggml_relu(ctx0, mfa);
+    cb(mfa, "mfa", -1);
+
+    // attentive statistics pooling: [1536, T] -> [3072, 1]
+    ggml_tensor * stats = attentive_stats_pool(mfa);
+    cb(stats, "asp", -1);
+
+    // final FC k=1: [3072, 1] -> [enc_dim, 1]
+    ggml_tensor * emb = conv1d_same(stats, model.mm_fc_w, model.mm_fc_b, 1);
+
+    emb = ggml_reshape_1d(ctx0, emb, emb->ne[0]);
+    emb = ggml_cont(ctx0, emb);
+    cb(emb, "spk_embedding", -1);
+
+    ggml_build_forward_expand(gf, emb);
+    return gf;
+}
diff --git a/tools/mtmd/mtmd-audio.cpp b/tools/mtmd/mtmd-audio.cpp
index fea03557d..98a8c11ee 100644
--- a/tools/mtmd/mtmd-audio.cpp
+++ b/tools/mtmd/mtmd-audio.cpp
@@ -556,10 +556,8 @@ bool mtmd_audio_preprocessor_whisper::preprocess(const float *                 s
     }
 
     std::vector<float> smpl;
-    // if input is too short, pad with zeros
-    // this is to avoid potential issues with stage1/2 padding in log_mel_spectrogram
-    // TODO: maybe handle this better
-    size_t min_samples = (size_t) hparams.audio_sample_rate * (hparams.audio_chunk_len + 1);  // +1 second margin
+    // reflection padding needs one sample plus half an FFT window
+    size_t min_samples = (size_t) hparams.audio_n_fft / 2 + 1;
     if (n_samples < min_samples) {
         smpl.resize(min_samples, 0.0f);
         std::memcpy(smpl.data(), samples, n_samples * sizeof(float));
@@ -791,6 +789,66 @@ bool mtmd_audio_preprocessor_mimo_audio::preprocess(const float *
     return true;
 }
 
+//
+// mtmd_audio_preprocessor_qwen3tts_spk
+//
+// same as mel_spectrogram() in modeling_qwen3_tts.py
+// ECAPA-TDNN takes the whole clip in one pass, so no Whisper-style chunking or normalization
+//
+
+void mtmd_audio_preprocessor_qwen3tts_spk::initialize() {
+    cache.fill_sin_cos_table(hparams.audio_n_fft);
+    cache.fill_hann_window(hparams.audio_window_len, true);
+    cache.fill_mel_filterbank_matrix(hparams.n_mel_bins, hparams.audio_n_fft, hparams.audio_sample_rate);
+}
+
+bool mtmd_audio_preprocessor_qwen3tts_spk::preprocess(const float *                 samples,
+                                                      size_t                        n_samples,
+                                                      std::vector<mtmd_audio_mel> & output) {
+    if (n_samples == 0) {
+        return false;
+    }
+
+    GGML_ASSERT(!cache.sin_vals.empty());
+    GGML_ASSERT(!cache.cos_vals.empty());
+    GGML_ASSERT(!cache.filters.data.empty());
+
+    // reflect pad by (n_fft - hop) / 2 = 384, matching center=False STFT framing
+    const int pad = (hparams.audio_n_fft - hparams.audio_hop_len) / 2;
+    if (n_samples < (size_t) pad + 1) {
+        return false;
+    }
+
+    std::vector<float> padded(n_samples + 2 * pad, 0.0f);
+    for (int i = 0; i < pad; i++) {
+        padded[i] = samples[pad - i];
+    }
+    std::copy(samples, samples + n_samples, padded.begin() + pad);
+    for (int i = 0; i < pad; i++) {
+        padded[n_samples + pad + i] = samples[n_samples - 2 - i];
+    }
+
+    filter_params params;
+    params.n_mel            = hparams.n_mel_bins;
+    params.n_fft_bins       = 1 + (hparams.audio_n_fft / 2);
+    params.hann_window_size = hparams.audio_window_len;
+    params.hop_length       = hparams.audio_hop_len;
+    params.sample_rate      = hparams.audio_sample_rate;
+    params.no_padding       = true; // reflect padding already applied above
+    params.use_natural_log  = true;
+    params.use_magnitude    = true;
+    params.mel_floor        = 1e-5f;
+
+    mtmd_audio_mel out;
+    bool ok = log_mel_spectrogram(padded.data(), (int) padded.size(), 4, params, cache, out);
+    if (!ok) {
+        return false;
+    }
+
+    output.push_back(std::move(out));
+    return true;
+}
+
 //
 // mtmd_audio_preprocessor_conformer
 //
@@ -1365,3 +1423,41 @@ std::vector<float> mtmd_audio_streaming_istft::flush() {
 
     return output;
 }
+
+//
+// mtmd_audio_preprocessor_pockettts
+//
+// mimi takes the raw 24kHz waveform, there is no mel front-end
+// the samples are handed over as a single-row "mel", to reuse the normal chunk path
+//
+
+bool mtmd_audio_preprocessor_pockettts::preprocess(const float *                 samples,
+                                                   size_t                        n_samples,
+                                                   std::vector<mtmd_audio_mel> & output) {
+    // the encoder needs whole frames, see pad_for_conv1d() in the reference
+    const int64_t frame_size = (int64_t) hparams.mimi_downsample * 120;
+    if (n_samples == 0 || frame_size <= 0) {
+        return false;
+    }
+
+    // the mimi transformer mask is dense, so cost is quadratic in the reference length
+    const int64_t max_samples = (int64_t) clip_hparams::pockettts_max_spk_seconds * hparams.audio_sample_rate;
+    if ((int64_t) n_samples > max_samples) {
+        LOG_WRN("%s: speaker reference is %.1f s, truncating to the first %d s\n", __func__,
+                (double) n_samples / hparams.audio_sample_rate, clip_hparams::pockettts_max_spk_seconds);
+        n_samples = (size_t) max_samples;
+    }
+
+    const int64_t n_frames  = (int64_t) (n_samples + frame_size - 1) / frame_size;
+    const int64_t n_padded  = n_frames * frame_size;
+
+    mtmd_audio_mel out;
+    out.n_mel     = 1;
+    out.n_len     = n_padded;
+    out.n_len_org = (int64_t) n_samples;
+    out.data.assign((size_t) n_padded, 0.0f);
+    std::copy(samples, samples + n_samples, out.data.begin());
+
+    output.push_back(std::move(out));
+    return true;
+}
diff --git a/tools/mtmd/mtmd-audio.h b/tools/mtmd/mtmd-audio.h
index f65f282d9..44ad098ae 100644
--- a/tools/mtmd/mtmd-audio.h
+++ b/tools/mtmd/mtmd-audio.h
@@ -120,6 +120,22 @@ struct mtmd_audio_preprocessor_mimo_audio : mtmd_audio_preprocessor {
     mtmd_audio_cache cache;
 };
 
+struct mtmd_audio_preprocessor_qwen3tts_spk : mtmd_audio_preprocessor {
+    mtmd_audio_preprocessor_qwen3tts_spk(const clip_ctx * ctx) : mtmd_audio_preprocessor(ctx) {}
+    void initialize() override;
+    bool preprocess(const float * samples, size_t n_samples, std::vector<mtmd_audio_mel> & output) override;
+
+  private:
+    mtmd_audio_cache cache;
+};
+
+// mimi convolves the waveform directly, so this only pads it to a whole number of frames
+struct mtmd_audio_preprocessor_pockettts : mtmd_audio_preprocessor {
+    mtmd_audio_preprocessor_pockettts(const clip_ctx * ctx) : mtmd_audio_preprocessor(ctx) {}
+    void initialize() override {}
+    bool preprocess(const float * samples, size_t n_samples, std::vector<mtmd_audio_mel> & output) override;
+};
+
 struct mtmd_audio_preprocessor_parakeet : mtmd_audio_preprocessor {
     mtmd_audio_preprocessor_parakeet(clip_ctx * ctx) : mtmd_audio_preprocessor(ctx) { }
     void initialize() override;
diff --git a/tools/mtmd/mtmd-cli.cpp b/tools/mtmd/mtmd-cli.cpp
index 08288c868..07b45b644 100644
--- a/tools/mtmd/mtmd-cli.cpp
+++ b/tools/mtmd/mtmd-cli.cpp
@@ -116,6 +116,14 @@ struct mtmd_cli_context {
             exit(1);
         }
 
+        init_vision_context(params);
+
+        if (!mtmd_helper_model_can_chat(lctx, ctx_vision.get())) {
+            LOG_ERR("Model does not support chat mode\n");
+            LOG_ERR("Hint: for TTS models, please use llama-tts\n");
+            exit(1);
+        }
+
         if (!llama_model_chat_template(model, nullptr) && params.chat_template.empty()) {
             LOG_ERR("Model does not have chat template.\n");
             LOG_ERR("  For old llava models, you may need to use '--chat-template vicuna'\n");
@@ -129,8 +137,6 @@ struct mtmd_cli_context {
         chat_history.clear();
         LOG_INF("%s: chat template example:\n%s\n", __func__, common_chat_format_example(tmpls.get(), params.use_jinja, params.default_template_kwargs).c_str());
 
-        init_vision_context(params);
-
         // load antiprompt tokens for legacy templates
         if (params.chat_template == "vicuna") {
             antiprompt_tokens = common_tokenize(lctx, "ASSISTANT:", false, true);
diff --git a/tools/mtmd/mtmd-helper-common.h b/tools/mtmd/mtmd-helper-common.h
new file mode 100644
index 000000000..968b4df9c
--- /dev/null
+++ b/tools/mtmd/mtmd-helper-common.h
@@ -0,0 +1,180 @@
+#pragma once
+
+// shared internal utilities for the mtmd-helper-*.cpp translation units
+// (mtmd-helper.cpp, mtmd-helper-gen.cpp)
+// NOT part of the public mtmd-helper.h API
+
+#include "ggml.h"
+#include "llama.h"
+#include "mtmd.h"
+
+#include <cstdarg>
+#include <cstdio>
+#include <cstdlib>
+#include <vector>
+
+//
+// logging
+//
+
+struct mtmd_helper_logger {
+    ggml_log_callback default_callback = [](ggml_log_level level, const char * text, void * user_data) {
+        (void) level;
+        (void) user_data;
+        fputs(text, stderr);
+        fflush(stderr);
+    };
+
+    ggml_log_callback log_callback = default_callback;
+    void * log_callback_user_data;
+
+    void log_v(enum ggml_log_level level, const char * format, va_list args) {
+        if (format == NULL) {
+            return;
+        }
+        va_list args_copy;
+        va_copy(args_copy, args);
+        char buffer[128];
+        int len = vsnprintf(buffer, 128, format, args);
+        if (len < 128) {
+            log_callback(level, buffer, log_callback_user_data);
+        } else {
+            char * buffer2 = (char *) calloc(len + 1, sizeof(char));
+            vsnprintf(buffer2, len + 1, format, args_copy);
+            buffer2[len] = 0;
+            log_callback(level, buffer2, log_callback_user_data);
+            free(buffer2);
+        }
+        va_end(args_copy);
+    }
+
+    void log(enum ggml_log_level level, const char * format, ...) {
+        va_list args;
+        va_start(args, format);
+        log_v(level, format, args);
+        va_end(args);
+    }
+};
+
+// inline, so all TUs including this header share one instance
+inline mtmd_helper_logger g_logger;
+
+#define LOG_DBG(...) g_logger.log(GGML_LOG_LEVEL_DEBUG, __VA_ARGS__)
+#define LOG_INF(...) g_logger.log(GGML_LOG_LEVEL_INFO,  __VA_ARGS__)
+#define LOG_WRN(...) g_logger.log(GGML_LOG_LEVEL_WARN,  __VA_ARGS__)
+#define LOG_ERR(...) g_logger.log(GGML_LOG_LEVEL_ERROR, __VA_ARGS__)
+
+//
+// embd batch
+//
+
+// helper struct to make working with embd batch easier
+// note: this will be removed after llama_batch_ext refactoring
+struct decode_embd_batch {
+    int n_pos_per_embd;
+    int n_mmproj_embd;
+    std::vector<llama_pos>      pos;
+    std::vector<llama_pos>      pos_view; // used by mrope
+    std::vector<int32_t>        n_seq_id;
+    std::vector<llama_seq_id>   seq_id_0;
+    std::vector<llama_seq_id *> seq_ids;
+    std::vector<int8_t>         logits;
+    llama_batch batch;
+    decode_embd_batch(float * embd, int32_t n_tokens, int n_pos_per_embd, int n_mmproj_embd) : n_pos_per_embd(n_pos_per_embd), n_mmproj_embd(n_mmproj_embd) {
+        GGML_ASSERT(n_tokens > 0 && n_pos_per_embd > 0 && n_mmproj_embd > 0);
+        pos     .resize(n_tokens * n_pos_per_embd);
+        n_seq_id.resize(n_tokens);
+        seq_ids .resize(n_tokens + 1);
+        logits  .resize(n_tokens);
+        seq_id_0.resize(1);
+        seq_ids [n_tokens] = nullptr;
+        batch = {
+            /*n_tokens       =*/ n_tokens,
+            /*tokens         =*/ nullptr,
+            /*embd           =*/ embd,
+            /*pos            =*/ pos.data(),
+            /*n_seq_id       =*/ n_seq_id.data(),
+            /*seq_id         =*/ seq_ids.data(),
+            /*logits         =*/ logits.data(),
+        };
+    }
+
+    void set_position_normal(llama_pos pos_0, llama_seq_id seq_id) {
+        seq_id_0[0] = seq_id;
+        for (int i = 0; i < batch.n_tokens; i++) {
+            batch.pos     [i] = pos_0 + i;
+            batch.n_seq_id[i] = 1;
+            batch.seq_id  [i] = seq_id_0.data();
+            batch.logits  [i] = false;
+        }
+    }
+
+    // M-RoPE for image
+    void set_position_mrope_2d(const std::vector<mtmd_decoder_pos> & rel_pos, llama_seq_id seq_id) {
+        GGML_ASSERT(n_pos_per_embd == 4);
+        GGML_ASSERT(!rel_pos.empty() && (int32_t)rel_pos.size() == batch.n_tokens);
+        seq_id_0[0] = seq_id;
+        for (int32_t i = 0; i < batch.n_tokens; i++) {
+            pos[i                     ] = rel_pos[i].t;
+            pos[i + batch.n_tokens    ] = rel_pos[i].y;
+            pos[i + batch.n_tokens * 2] = rel_pos[i].x;
+            pos[i + batch.n_tokens * 3] = rel_pos[i].z;
+        }
+        for (int i = 0; i < batch.n_tokens; i++) {
+            batch.n_seq_id[i] = 1;
+            batch.seq_id  [i] = seq_id_0.data();
+            batch.logits  [i] = false;
+        }
+    }
+
+    // M-RoPE for audio
+    void set_position_mrope_1d(llama_pos pos_0, llama_seq_id seq_id) {
+        GGML_ASSERT(n_pos_per_embd == 4);
+        seq_id_0[0] = seq_id;
+        for (int i = 0; i < batch.n_tokens; i++) {
+            pos[i                     ] = pos_0 + i;
+            pos[i + batch.n_tokens    ] = pos_0 + i;
+            pos[i + batch.n_tokens * 2] = pos_0 + i;
+            pos[i + batch.n_tokens * 3] = pos_0 + i;
+        }
+        for (int i = 0; i < batch.n_tokens; i++) {
+            batch.n_seq_id[i] = 1;
+            batch.seq_id  [i] = seq_id_0.data();
+            batch.logits  [i] = false;
+        }
+    }
+
+    llama_batch get_view(int offset, int n_tokens) {
+        GGML_ASSERT(offset >= 0 && n_tokens > 0 && offset + n_tokens <= batch.n_tokens);
+        llama_pos * pos_ptr;
+        pos_view.clear();
+        pos_view.reserve(n_tokens * n_pos_per_embd);
+        if (n_pos_per_embd > 1) {
+            // mrope
+            // for example, with layout of src: 1234...1234...1234...1234...
+            //       offset 2 will give us dst: 34...34...34...34...
+            for (int i = 0; i < n_pos_per_embd; i++) {
+                // assume n_tokens is less than or equal to batch.n_tokens
+                // batch.n_tokens is number of **total** tokens
+                // n_tokens is number of viewed token
+                size_t src_idx = i * batch.n_tokens + offset;
+                pos_view.insert(pos_view.end(),
+                    pos.data() + src_idx,
+                    pos.data() + src_idx + n_tokens);
+            }
+            pos_ptr = pos_view.data();
+        } else {
+            // normal
+            pos_ptr = pos.data() + offset;
+        }
+        return {
+            /*n_tokens       =*/ n_tokens,
+            /*tokens         =*/ nullptr,
+            /*embd           =*/ batch.embd     + offset * n_mmproj_embd,
+            /*pos            =*/ pos_ptr,
+            /*n_seq_id       =*/ batch.n_seq_id + offset,
+            /*seq_id         =*/ batch.seq_id   + offset,
+            /*logits         =*/ batch.logits   + offset,
+        };
+    }
+};
diff --git a/tools/mtmd/mtmd-helper-gen.cpp b/tools/mtmd/mtmd-helper-gen.cpp
new file mode 100644
index 000000000..1c58d3ae1
--- /dev/null
+++ b/tools/mtmd/mtmd-helper-gen.cpp
@@ -0,0 +1,1062 @@
+#include "mtmd.h"
+#include "mtmd-helper.h"
+#include "mtmd-helper-common.h"
+#include "llama.h"
+#include "../src/llama-ext.h"
+
+#include <algorithm>
+#include <cctype>
+#include <cmath>
+#include <cstring>
+#include <memory>
+#include <string>
+#include <unordered_map>
+#include <vector>
+
+#ifdef MTMD_INTERNAL_HEADER
+#error "mtmd-helper is a public library outside of mtmd. it must not include internal headers"
+#endif
+
+//
+// Audio generation helpers
+//
+
+// --tts-lang codes -> language names used by the codec_language special tokens
+static const std::unordered_map<std::string, std::string> tts_lang_codes = {
+    { "zh", "chinese"    },
+    { "en", "english"    },
+    { "de", "german"     },
+    { "it", "italian"    },
+    { "pt", "portuguese" },
+    { "es", "spanish"    },
+    { "ja", "japanese"   },
+    { "ko", "korean"     },
+    { "fr", "french"     },
+    { "ru", "russian"    },
+};
+
+static std::string tts_resolve_lang(const std::string & lang) {
+    auto it = tts_lang_codes.find(lang);
+    return it != tts_lang_codes.end() ? it->second : lang;
+}
+
+static llama_token find_special_token(const llama_vocab * vocab, const std::string & piece) {
+    const int32_t n = llama_vocab_n_tokens(vocab);
+    for (llama_token t = 0; t < n; t++) {
+        if (piece == llama_vocab_get_text(vocab, t)) {
+            return t;
+        }
+    }
+    return LLAMA_TOKEN_NULL;
+}
+
+static bool write_wav16(std::vector<char> & buf, const std::vector<float> & pcm, int32_t rate) {
+    // RIFF chunk sizes are 32-bit; refuse to emit a file with a truncated header
+    if (pcm.size() > ((size_t) UINT32_MAX - 36) / 2) {
+        return false;
+    }
+    const uint32_t data_sz   = (uint32_t) (pcm.size() * 2);
+    const uint32_t riff_sz   = 36 + data_sz;
+    const uint32_t fmt_sz    = 16, byte_rate = (uint32_t) rate * 2;
+    const uint16_t fmt = 1, ch = 1, align = 2, bits = 16;
+    const uint32_t rate32    = (uint32_t) rate;
+    auto put = [&](const void * p, size_t n) {
+        const char * c = (const char *) p;
+        buf.insert(buf.end(), c, c + n);
+    };
+    put("RIFF", 4); put(&riff_sz, 4); put("WAVE", 4);
+    put("fmt ", 4); put(&fmt_sz, 4);
+    put(&fmt, 2); put(&ch, 2); put(&rate32, 4);
+    put(&byte_rate, 4); put(&align, 2); put(&bits, 2);
+    put("data", 4); put(&data_sz, 4);
+    for (float v : pcm) {
+        int16_t s = (int16_t) (std::max(-1.0f, std::min(1.0f, v)) * 32767.0f);
+        put(&s, 2);
+    }
+    return true;
+}
+
+class mtmd_gen_audio_pipeline {
+public:
+    mtmd_gen_audio_pipeline(llama_context * lctx, mtmd_context * mctx)
+        : lctx(lctx), mctx(mctx), model(llama_get_model(lctx)), vocab(llama_model_get_vocab(model)),
+          n_embd(llama_model_n_embd(model)), info(mtmd_gen_audio_get_info(mctx)) {}
+    virtual ~mtmd_gen_audio_pipeline() = default;
+
+    virtual void reset() = 0;
+    virtual int32_t set_input(const mtmd_helper_gen_audio_inp * inp) = 0;
+    // decodes at most n_batch prompt tokens; returns remaining count (0 = done), <0 on error
+    virtual int32_t step_prompt(int32_t n_batch) = 0;
+    // sampled can be LLAMA_TOKEN_NULL for pipelines with no discrete backbone token,
+    // those read what they need from h_state_in instead
+    // set out_stop on end-of-speech, h_state_out must be null if no frame is generated
+    virtual int32_t step_gen(llama_token sampled, const float * h_state_in, const float ** h_state_out, bool * out_stop) = 0;
+    virtual int32_t get_output(int32_t * out_sample_rate, const char ** out_data, size_t * out_data_len, int64_t * out_n_samples) = 0;
+
+protected:
+    llama_context * lctx;
+    mtmd_context  * mctx;
+    const llama_model * model;
+    const llama_vocab  * vocab;
+    int n_embd;
+    mtmd_gen_audio_info info;
+};
+
+// Qwen3-TTS: backbone samples codec_0, code_predictor gives the other 15 codebooks,
+// then code2wav decodes them to PCM
+class qwen3tts_gen_audio_pipeline : public mtmd_gen_audio_pipeline {
+public:
+    using mtmd_gen_audio_pipeline::mtmd_gen_audio_pipeline;
+
+    void reset() override {
+        seq_id = 0;
+        pos = 0;
+        codes_buf.clear();
+        c2w_state.clear();
+        audio_pcm.clear();
+        overlay.clear();
+        h_state_buf.clear();
+        out_buf.clear();
+        prompt_embd_buf.clear();
+        prompt_batch.reset();
+        n_prompt = 0;
+        prompt_pos = 0;
+    }
+
+    int32_t set_input(const mtmd_helper_gen_audio_inp * inp) override {
+        reset();
+        seq_id = inp->seq_id;
+
+        if (!ensure_cache()) {
+            return 1;
+        }
+
+        const std::string lang   = tts_resolve_lang((inp->lang && inp->lang[0]) ? inp->lang : "english");
+        const llama_token c_lang = find_special_token(vocab, ("<|codec_language_" + lang + "|>").c_str());
+        if (c_lang == LLAMA_TOKEN_NULL) {
+            LOG_ERR("mtmd_helper_gen_audio: unknown language '%s'\n", lang.c_str());
+            return 1;
+        }
+
+        std::vector<float> speaker_embd;
+        if (inp->speaker_ref) {
+            if (!encode_speaker(inp->speaker_ref, speaker_embd)) {
+                return 1;
+            }
+        }
+
+        const int n_e = n_embd;
+        auto row = [&](llama_token t) {
+            return std::vector<float>(tok_embd.begin() + (size_t) t * n_e,
+                                       tok_embd.begin() + (size_t) (t + 1) * n_e);
+        };
+        auto sum_row = [&](llama_token a, llama_token b) {
+            std::vector<float> va = row(a), vb = row(b);
+            for (int i = 0; i < n_e; i++) va[(size_t) i] += vb[(size_t) i];
+            return va;
+        };
+        auto sum_vec = [&](llama_token a, const std::vector<float> & vb) {
+            std::vector<float> va = row(a);
+            for (int i = 0; i < n_e; i++) va[(size_t) i] += vb[(size_t) i];
+            return va;
+        };
+
+        // upstream chat wrap, then slices: [0:3] role, [3:-5] utterance body
+        const std::string full = "<|im_start|>assistant\n" + std::string(inp->prompt, inp->prompt_len) +
+                                  "<|im_end|>\n<|im_start|>assistant\n";
+        std::vector<llama_token> ids(full.size() + 16);
+        int n_ids = llama_tokenize(vocab, full.c_str(), (int32_t) full.size(), ids.data(), (int32_t) ids.size(),
+                                   false, true);
+        if (n_ids < 8) {
+            LOG_ERR("mtmd_helper_gen_audio: tokenization failed\n");
+            return 1;
+        }
+        ids.resize((size_t) n_ids);
+
+        std::vector<std::vector<float>> prompt;
+        for (int i = 0; i < 3; i++) prompt.push_back(row(ids[(size_t) i]));
+        prompt.push_back(sum_row(tts_pad, c_think));
+        prompt.push_back(sum_row(tts_pad, c_think_b));
+        prompt.push_back(sum_row(tts_pad, c_lang));
+        prompt.push_back(sum_row(tts_pad, c_think_e));
+        if (!speaker_embd.empty()) prompt.push_back(sum_vec(tts_pad, speaker_embd));
+        prompt.push_back(sum_row(tts_bos, codec_pad));
+        for (int i = 3; i < n_ids - 5; i++) prompt.push_back(sum_row(ids[(size_t) i], codec_pad));
+        prompt.push_back(sum_row(tts_eos, codec_pad));
+        prompt.push_back(sum_row(tts_pad, codec_bos));
+
+        n_prompt = (int) prompt.size();
+
+        // the talker uses the qwen3vl interleaved mrope, all sections are equal for a text/codec stream
+        mrope = llama_model_rope_type(model) == LLAMA_ROPE_TYPE_MROPE ||
+                llama_model_rope_type(model) == LLAMA_ROPE_TYPE_IMROPE;
+        const int n_pos_per_embd = mrope ? 4 : 1;
+
+        prompt_embd_buf.resize((size_t) n_prompt * (size_t) n_e);
+        for (int i = 0; i < n_prompt; i++) {
+            memcpy(prompt_embd_buf.data() + (size_t) i * n_e, prompt[(size_t) i].data(), (size_t) n_e * sizeof(float));
+        }
+
+        prompt_batch.reset(new decode_embd_batch(prompt_embd_buf.data(), n_prompt, n_pos_per_embd, n_e));
+        if (mrope) prompt_batch->set_position_mrope_1d(0, seq_id);
+        else       prompt_batch->set_position_normal  (0, seq_id);
+        prompt_pos = 0;
+
+        pos = 0;
+        const mtmd_gen_inp def = mtmd_gen_inp_default(mctx);
+        top_k = inp->top_k > 0 ? inp->top_k : def.top_k;
+        top_p = inp->top_p > 0 ? inp->top_p : def.top_p;
+        seed  = inp->seed;
+        out_type = inp->out_type;
+
+        // the prompt above holds the whole text stream up to tts_eos, so every generated
+        // frame adds tts_pad on top of the codes embedding
+        overlay = row(tts_pad);
+
+        return 0;
+    }
+
+    int32_t step_prompt(int32_t n_batch) override {
+        GGML_ASSERT(n_batch > 0);
+        if (prompt_pos >= n_prompt) {
+            return 0;
+        }
+        const int32_t n_tokens_batch = std::min(n_batch, n_prompt - prompt_pos);
+        llama_batch batch_view = prompt_batch->get_view(prompt_pos, n_tokens_batch);
+
+        const bool is_last_batch = (prompt_pos + n_tokens_batch) == n_prompt;
+        if (is_last_batch) {
+            batch_view.logits[n_tokens_batch - 1] = 1;
+        }
+
+        if (llama_decode(lctx, batch_view) != 0) {
+            LOG_ERR("mtmd_helper_gen_audio: prompt decode failed\n");
+            return -1;
+        }
+
+        pos        += n_tokens_batch;
+        prompt_pos += n_tokens_batch;
+
+        if (prompt_pos >= n_prompt) {
+            // prompt fully processed, its embedding buffer is no longer needed
+            prompt_batch.reset();
+            prompt_embd_buf.clear();
+            return 0;
+        }
+        return n_prompt - prompt_pos;
+    }
+
+    int32_t step_gen(llama_token sampled, const float * h_state_in, const float ** h_state_out, bool * out_stop) override {
+        if (sampled == LLAMA_TOKEN_NULL) {
+            LOG_ERR("mtmd_helper_gen_audio: qwen3tts requires a token sampled from the backbone\n");
+            return 1;
+        }
+
+        // backbone signals end-of-speech with a token, no frame for this step
+        if (sampled == codec_eos || llama_vocab_is_eog(vocab, sampled)) {
+            *out_stop    = true;
+            *h_state_out = nullptr;
+            return 0;
+        }
+
+        mtmd_gen_inp inp = mtmd_gen_inp_default(mctx);
+        inp.type  = MTMD_GEN_PROCESS_TYPE_GEN_CODE;
+        inp.code0 = sampled - codec_0;
+        inp.embd  = const_cast<float *>(h_state_in);
+        inp.top_k = top_k;
+        inp.top_p = top_p;
+        inp.seed  = seed;
+        mtmd_gen_out out{};
+        if (mtmd_gen_audio_process(mctx, &inp, &out) != 0) {
+            LOG_ERR("mtmd_helper_gen_audio: gen_code process failed\n");
+            return 1;
+        }
+
+        codes_buf.insert(codes_buf.end(), out.codes, out.codes + out.n_codes);
+        if (out.n_codes > 0 && codes_buf.size() / out.n_codes >= window_frames) {
+            if (!flush_gen_wav()) {
+                return 1;
+            }
+        }
+
+        std::vector<float> fb(out.embd, out.embd + n_embd);
+        for (int i = 0; i < n_embd; i++) fb[(size_t) i] += overlay[(size_t) i];
+
+        const int n_pos_per_embd = mrope ? 4 : 1;
+        decode_embd_batch batch_embd(fb.data(), 1, n_pos_per_embd, n_embd);
+        if (mrope) batch_embd.set_position_mrope_1d(pos, seq_id);
+        else       batch_embd.set_position_normal  (pos, seq_id);
+        batch_embd.batch.logits[0] = 1;
+        pos++;
+
+        if (llama_decode(lctx, batch_embd.batch) != 0) {
+            LOG_ERR("mtmd_helper_gen_audio: decode failed\n");
+            return 1;
+        }
+
+        const float * he = llama_get_embeddings_ith(lctx, -1);
+        h_state_buf.assign(he, he + n_embd);
+        *h_state_out = h_state_buf.data();
+
+        return 0;
+    }
+
+    int32_t get_output(int32_t * out_sample_rate, const char ** out_data, size_t * out_data_len, int64_t * out_n_samples) override {
+        if (!flush_gen_wav()) {
+            return 1;
+        }
+
+        *out_sample_rate = info.sample_rate;
+        if (out_n_samples) {
+            *out_n_samples = (int64_t) audio_pcm.size();
+        }
+
+        if (out_type == MTMD_HELPER_GEN_AUDIO_OUTTYPE_PCM) {
+            *out_data     = (const char *) audio_pcm.data();
+            *out_data_len = audio_pcm.size() * sizeof(float);
+            return 0;
+        }
+
+        out_buf.clear();
+        if (!write_wav16(out_buf, audio_pcm, info.sample_rate)) {
+            LOG_ERR("mtmd_helper_gen_audio: output too large for WAV\n");
+            return 1;
+        }
+        *out_data     = out_buf.data();
+        *out_data_len = out_buf.size();
+        return 0;
+    }
+
+private:
+    bool ensure_cache() {
+        if (specials_ok) {
+            return true;
+        }
+        codec_0   = find_special_token(vocab, "<|codec_0|>");
+        codec_bos = find_special_token(vocab, "<|codec_bos|>");
+        codec_eos = find_special_token(vocab, "<|codec_eos_token|>");
+        codec_pad = find_special_token(vocab, "<|codec_pad|>");
+        c_think   = find_special_token(vocab, "<|codec_think|>");
+        c_think_b = find_special_token(vocab, "<|codec_think_bos|>");
+        c_think_e = find_special_token(vocab, "<|codec_think_eos|>");
+        tts_pad   = find_special_token(vocab, "<tts_pad>");
+        tts_bos   = find_special_token(vocab, "<tts_text_bos>");
+        tts_eos   = find_special_token(vocab, "<tts_text_eod>");
+        for (llama_token t : { codec_0, codec_bos, codec_eos, codec_pad,
+                               c_think, c_think_b, c_think_e,
+                               tts_pad, tts_bos, tts_eos }) {
+            if (t == LLAMA_TOKEN_NULL) {
+                LOG_ERR("mtmd_helper_gen_audio: missing a required special token in vocab\n");
+                return false;
+            }
+        }
+        const uint32_t n_tok_embd = llama_model_get_tok_embd(model, nullptr);
+        if (n_tok_embd == 0) {
+            LOG_ERR("mtmd_helper_gen_audio: model has no token embeddings\n");
+            return false;
+        }
+        tok_embd.resize(n_tok_embd);
+        if (llama_model_get_tok_embd(model, tok_embd.data()) != n_tok_embd) {
+            LOG_ERR("mtmd_helper_gen_audio: token embedding copy failed\n");
+            return false;
+        }
+        specials_ok = true;
+        return true;
+    }
+
+    // runs the reference wav through the speaker encoder, returns one x-vector embedding row
+    bool encode_speaker(mtmd_bitmap * bitmap, std::vector<float> & out) {
+        if (!mtmd_support_audio(mctx)) {
+            LOG_ERR("mtmd_helper_gen_audio: mmproj has no speaker/audio encoder\n");
+            return false;
+        }
+        const std::string  marker = mtmd_default_marker();
+        mtmd_input_text     text{ marker.c_str(), marker.size(), false, true };
+        mtmd_input_chunks * chunks = mtmd_input_chunks_init();
+        const mtmd_bitmap * bptr = bitmap;
+        bool ok = mtmd_tokenize(mctx, chunks, &text, &bptr, 1) == 0;
+        if (ok) {
+            ok = false;
+            for (size_t i = 0; i < mtmd_input_chunks_size(chunks); i++) {
+                const mtmd_input_chunk * chunk = mtmd_input_chunks_get(chunks, i);
+                if (mtmd_input_chunk_get_type(chunk) != MTMD_INPUT_CHUNK_TYPE_AUDIO) {
+                    continue;
+                }
+                if (mtmd_encode_chunk(mctx, chunk) != 0) {
+                    LOG_ERR("mtmd_helper_gen_audio: speaker encode failed\n");
+                    break;
+                }
+                const float * embd = mtmd_get_output_embd(mctx);
+                const size_t  n = (size_t) llama_model_n_embd_inp(model) * mtmd_input_chunk_get_n_tokens(chunk);
+                out.assign(embd, embd + n);
+                ok = true;
+                break;
+            }
+        }
+        mtmd_input_chunks_free(chunks);
+        return ok;
+    }
+
+    // one GEN_WAV process() call over the buffered codes, state is carried across batches
+    bool flush_gen_wav() {
+        if (codes_buf.empty()) {
+            return true;
+        }
+        mtmd_gen_inp inp = mtmd_gen_inp_default(mctx);
+        inp.type       = MTMD_GEN_PROCESS_TYPE_GEN_WAV;
+        inp.codes      = codes_buf.data();
+        inp.n_codes    = codes_buf.size();
+        inp.seed       = seed; // same seed as gen_code, else clip reseeds mid-generation
+        inp.state_data = c2w_state.empty() ? nullptr : (const char *) c2w_state.data();
+        inp.state_size = c2w_state.size();
+        mtmd_gen_out out{};
+        if (mtmd_gen_audio_process(mctx, &inp, &out) != 0) {
+            LOG_ERR("mtmd_helper_gen_audio: gen_wav process failed\n");
+            return false;
+        }
+        audio_pcm.insert(audio_pcm.end(), out.audio, out.audio + out.n_samples);
+        c2w_state.assign(out.state_data, out.state_data + out.state_size);
+        codes_buf.clear();
+        return true;
+    }
+
+    // vocab specials fixed across the whole session, looked up once
+    bool specials_ok = false;
+    llama_token codec_0    = LLAMA_TOKEN_NULL;
+    llama_token codec_bos  = LLAMA_TOKEN_NULL;
+    llama_token codec_eos  = LLAMA_TOKEN_NULL;
+    llama_token codec_pad  = LLAMA_TOKEN_NULL;
+    llama_token c_think    = LLAMA_TOKEN_NULL;
+    llama_token c_think_b  = LLAMA_TOKEN_NULL;
+    llama_token c_think_e  = LLAMA_TOKEN_NULL;
+    llama_token tts_pad    = LLAMA_TOKEN_NULL;
+    llama_token tts_bos    = LLAMA_TOKEN_NULL;
+    llama_token tts_eos    = LLAMA_TOKEN_NULL;
+    std::vector<float> tok_embd; // whole token embedding matrix, n_vocab * n_embd
+
+    // must match hparams.wav_tfm_swa hardcoded in clip.cpp
+    size_t window_frames = 72;
+
+    // per-generation state, cleared by reset()
+    llama_seq_id seq_id = 0;
+    bool mrope = false;
+    int pos = 0;
+    // prompt decode state, consumed batch-by-batch by step_prompt()
+    std::vector<float> prompt_embd_buf;
+    std::unique_ptr<decode_embd_batch> prompt_batch;
+    int n_prompt = 0;
+    int prompt_pos = 0;
+    int32_t  top_k = 50;
+    float    top_p = 1.0f;
+    uint32_t seed  = UINT32_MAX;
+    std::vector<int32_t> codes_buf;
+    std::vector<uint8_t> c2w_state;
+    std::vector<float>   audio_pcm;
+    std::vector<float> overlay;
+    std::vector<float> h_state_buf;
+    mtmd_helper_gen_audio_outtype out_type = MTMD_HELPER_GEN_AUDIO_OUTTYPE_WAV;
+    std::vector<char> out_buf;
+};
+
+// settings that only live in the reference's per-pack yaml, not in the checkpoint
+// the english packs share the same shapes and tokenizer, but disagree on these
+// all three are 0 / false when the pack does not tune them, the model default is then used
+struct pockettts_pack_settings {
+    float temp             = 0.0f;
+    int   frames_after_eos = 0;
+    bool  pad_short_text   = false;
+};
+
+static pockettts_pack_settings pockettts_pack(const char * variant) {
+    static const std::unordered_map<std::string, pockettts_pack_settings> packs = {
+        { "english",         { 0.3f, 0, false } },
+        { "english_2026-01", { 0.7f, 0, true  } },
+        { "english_2026-04", { 0.3f, 0, false } },
+        { "french_24l",      { 0.7f, 8, false } },
+    };
+    auto it = packs.find(variant ? variant : "");
+    if (it == packs.end()) {
+        LOG_WRN("mtmd_helper_gen_audio: no tuned settings for pocket-tts variant \"%s\"\n",
+                variant ? variant : "");
+        return {};
+    }
+    return it->second;
+}
+
+// pocket-tts: the backbone emits no token, the flow net turns each hidden state into a latent
+// the end-of-speech head also lives in the mmproj
+class pockettts_gen_audio_pipeline : public mtmd_gen_audio_pipeline {
+public:
+    using mtmd_gen_audio_pipeline::mtmd_gen_audio_pipeline;
+
+    void reset() override {
+        seq_id = 0;
+        pos = 0;
+        feats_buf.clear();
+        dec_state.clear();
+        audio_pcm.clear();
+        h_state_buf.clear();
+        out_buf.clear();
+        prompt_embd_buf.clear();
+        prompt_batch.reset();
+        n_prompt = 0;
+        prompt_pos = 0;
+        step_idx = 0;
+        eos_step = -1;
+        chunks.clear();
+        chunk_idx = 0;
+        n_voice_pos = 0;
+        chunk_budget = 0;
+    }
+
+    int32_t set_input(const mtmd_helper_gen_audio_inp * inp) override {
+        reset();
+        seq_id = inp->seq_id;
+
+        if (!ensure_cache()) {
+            return 1;
+        }
+
+        std::vector<float> voice;
+        if (inp->speaker_ref) {
+            if (!encode_speaker(inp->speaker_ref, voice)) {
+                return 1;
+            }
+        }
+
+        pack = pockettts_pack(info.model_variant);
+
+        const std::string text = prepare_text(std::string(inp->prompt, inp->prompt_len),
+                                              pack.pad_short_text);
+        if (text.empty()) {
+            LOG_ERR("mtmd_helper_gen_audio: empty prompt\n");
+            return 1;
+        }
+
+        std::vector<llama_token> ids(text.size() + 16);
+        int n_ids = llama_tokenize(vocab, text.c_str(), (int32_t) text.size(), ids.data(),
+                                   (int32_t) ids.size(), false, false);
+        if (n_ids <= 0) {
+            LOG_ERR("mtmd_helper_gen_audio: tokenization failed\n");
+            return 1;
+        }
+        ids.resize((size_t) n_ids);
+
+        // long inputs degrade badly, so each chunk restarts from the voice conditioning
+        // see split_into_best_sentences() in the reference
+        chunks = split_chunks(ids);
+        chunk_idx = 0;
+        if (chunks.size() > 1) {
+            LOG_INF("mtmd_helper_gen_audio: %d tokens split into %zu chunks\n", n_ids, chunks.size());
+        }
+
+        const int n_e = n_embd;
+
+        // sequence order is voice, then text, then the audio BOS that starts generation
+        if (!voice.empty()) {
+            GGML_ASSERT(voice.size() % (size_t) n_e == 0);
+            if (bos_before_voice != LLAMA_TOKEN_NULL) {
+                push_embd_row(prompt_embd_buf, bos_before_voice);
+            }
+            prompt_embd_buf.insert(prompt_embd_buf.end(), voice.begin(), voice.end());
+        }
+        // every later chunk rewinds to here and re-prompts, so the voice stays primed
+        n_voice_pos = (int) (prompt_embd_buf.size() / (size_t) n_e);
+
+        for (llama_token t : chunks[0]) {
+            push_embd_row(prompt_embd_buf, t);
+        }
+        push_embd_row(prompt_embd_buf, audio_bos);
+        arm_chunk_budget(0);
+
+        n_prompt = (int) (prompt_embd_buf.size() / (size_t) n_e);
+        prompt_batch.reset(new decode_embd_batch(prompt_embd_buf.data(), n_prompt, 1, n_e));
+        prompt_batch->set_position_normal(0, seq_id);
+        prompt_pos = 0;
+
+        seed     = inp->seed;
+        out_type = inp->out_type;
+
+        return 0;
+    }
+
+    int32_t step_prompt(int32_t n_batch) override {
+        GGML_ASSERT(n_batch > 0);
+        if (prompt_pos >= n_prompt) {
+            return 0;
+        }
+        const int32_t n_tokens_batch = std::min(n_batch, n_prompt - prompt_pos);
+        llama_batch batch_view = prompt_batch->get_view(prompt_pos, n_tokens_batch);
+
+        if ((prompt_pos + n_tokens_batch) == n_prompt) {
+            batch_view.logits[n_tokens_batch - 1] = 1;
+        }
+
+        if (llama_decode(lctx, batch_view) != 0) {
+            LOG_ERR("mtmd_helper_gen_audio: prompt decode failed\n");
+            return -1;
+        }
+
+        pos        += n_tokens_batch;
+        prompt_pos += n_tokens_batch;
+
+        if (prompt_pos >= n_prompt) {
+            prompt_batch.reset();
+            prompt_embd_buf.clear();
+            return 0;
+        }
+        return n_prompt - prompt_pos;
+    }
+
+    int32_t step_gen(llama_token sampled, const float * h_state_in, const float ** h_state_out, bool * out_stop) override {
+        (void) sampled; // the backbone output is continuous, there is no token to consume
+
+        mtmd_gen_inp inp = mtmd_gen_inp_default(mctx);
+        inp.type = MTMD_GEN_PROCESS_TYPE_GEN_CODE;
+        inp.embd = const_cast<float *>(h_state_in);
+        // clip only reseeds when the seed changes, so pass the same one on every step
+        inp.seed = seed;
+        if (pack.temp > 0.0f) {
+            inp.temp = pack.temp;
+        }
+        mtmd_gen_out out{};
+        if (mtmd_gen_audio_process(mctx, &inp, &out) != 0) {
+            LOG_ERR("mtmd_helper_gen_audio: flow decode failed\n");
+            return 1;
+        }
+        if (out.is_eos && eos_step < 0) {
+            eos_step = step_idx;
+        }
+        // the frame of the stopping step is discarded, matching _autoregressive_generation().
+        // the budget is the reference's fallback for a chunk whose eos head never fires
+        const bool chunk_done = (eos_step >= 0 && step_idx >= eos_step + frames_after_eos) ||
+                                step_idx >= chunk_budget;
+        if (chunk_done) {
+            if (eos_step < 0) {
+                LOG_WRN("mtmd_helper_gen_audio: chunk %zu hit its budget without end-of-speech\n", chunk_idx);
+            }
+            return finish_chunk(h_state_out, out_stop);
+        }
+
+        feats_buf.insert(feats_buf.end(), out.feats, out.feats + out.n_feats);
+        step_idx++;
+        if (out.n_feats > 0 && feats_buf.size() / out.n_feats >= window_frames) {
+            if (!flush_gen_wav()) {
+                return 1;
+            }
+        }
+
+        decode_embd_batch batch_embd(const_cast<float *>(out.embd), 1, 1, n_embd);
+        batch_embd.set_position_normal(pos, seq_id);
+        batch_embd.batch.logits[0] = 1;
+        pos++;
+
+        if (llama_decode(lctx, batch_embd.batch) != 0) {
+            LOG_ERR("mtmd_helper_gen_audio: decode failed\n");
+            return 1;
+        }
+
+        const float * he = llama_get_embeddings_ith(lctx, -1);
+        h_state_buf.assign(he, he + n_embd);
+        *h_state_out = h_state_buf.data();
+
+        return 0;
+    }
+
+    int32_t get_output(int32_t * out_sample_rate, const char ** out_data, size_t * out_data_len, int64_t * out_n_samples) override {
+        if (!flush_gen_wav()) {
+            return 1;
+        }
+
+        *out_sample_rate = info.sample_rate;
+        if (out_n_samples) {
+            *out_n_samples = (int64_t) audio_pcm.size();
+        }
+
+        if (out_type == MTMD_HELPER_GEN_AUDIO_OUTTYPE_PCM) {
+            *out_data     = (const char *) audio_pcm.data();
+            *out_data_len = audio_pcm.size() * sizeof(float);
+            return 0;
+        }
+
+        out_buf.clear();
+        if (!write_wav16(out_buf, audio_pcm, info.sample_rate)) {
+            LOG_ERR("mtmd_helper_gen_audio: output too large for WAV\n");
+            return 1;
+        }
+        *out_data     = out_buf.data();
+        *out_data_len = out_buf.size();
+        return 0;
+    }
+
+private:
+    bool ensure_cache() {
+        if (specials_ok) {
+            return true;
+        }
+        // bos_before_voice is optional, some packs do not insert it
+        bos_before_voice = find_special_token(vocab, "<|bos_before_voice|>");
+        audio_bos        = find_special_token(vocab, "<|audio_bos|>");
+        if (audio_bos == LLAMA_TOKEN_NULL) {
+            LOG_ERR("mtmd_helper_gen_audio: missing <|audio_bos|> in vocab\n");
+            return false;
+        }
+        const uint32_t n_tok_embd = llama_model_get_tok_embd(model, nullptr);
+        if (n_tok_embd == 0) {
+            LOG_ERR("mtmd_helper_gen_audio: model has no token embeddings\n");
+            return false;
+        }
+        tok_embd.resize(n_tok_embd);
+        if (llama_model_get_tok_embd(model, tok_embd.data()) != n_tok_embd) {
+            LOG_ERR("mtmd_helper_gen_audio: token embedding copy failed\n");
+            return false;
+        }
+        GGML_ASSERT(n_embd > 0 && n_tok_embd % (uint32_t) n_embd == 0);
+        specials_ok = true;
+        return true;
+    }
+
+    // the table can be shorter than the vocab, so bound the row lookup
+    void push_embd_row(std::vector<float> & dst, llama_token t) const {
+        const size_t n_rows = tok_embd.size() / (size_t) n_embd;
+        GGML_ASSERT(t >= 0 && (size_t) t < n_rows);
+        dst.insert(dst.end(),
+                   tok_embd.begin() + (size_t) t * n_embd,
+                   tok_embd.begin() + (size_t) (t + 1) * n_embd);
+    }
+
+    // token ids of the pieces the reference splits on, see split_into_best_sentences().
+    // the leading token is dropped, it is the tokenizer's dummy prefix
+    std::vector<llama_token> punct_ids(const char * s) const {
+        std::vector<llama_token> ids(16);
+        const int n = llama_tokenize(vocab, s, (int32_t) strlen(s), ids.data(), (int32_t) ids.size(), false, false);
+        if (n <= 1) {
+            return {};
+        }
+        return std::vector<llama_token>(ids.begin() + 1, ids.begin() + n);
+    }
+
+    // cut after runs of boundary tokens, so punctuation stays with the sentence it ends
+    static std::vector<std::vector<llama_token>> split_on(const std::vector<llama_token> & ids,
+                                                          const std::vector<llama_token> & boundary) {
+        std::vector<std::vector<llama_token>> out;
+        size_t start = 0;
+        bool prev_was_boundary = false;
+        for (size_t i = 0; i < ids.size(); i++) {
+            const bool is_boundary = std::find(boundary.begin(), boundary.end(), ids[i]) != boundary.end();
+            if (!is_boundary && prev_was_boundary) {
+                out.emplace_back(ids.begin() + start, ids.begin() + i);
+                start = i;
+            }
+            prev_was_boundary = is_boundary;
+        }
+        out.emplace_back(ids.begin() + start, ids.end());
+        return out;
+    }
+
+    std::vector<std::vector<llama_token>> split_chunks(const std::vector<llama_token> & ids) const {
+        if ((int) ids.size() <= max_chunk_tokens) {
+            return { ids };
+        }
+        const std::vector<llama_token> eos_punct = punct_ids(".!...?");
+        const std::vector<llama_token> mid_punct = punct_ids(",;:");
+
+        // oversized sentences are split again on weaker punctuation, else words get skipped
+        std::vector<std::vector<llama_token>> segments;
+        for (auto & seg : split_on(ids, eos_punct)) {
+            if ((int) seg.size() <= max_chunk_tokens) {
+                segments.push_back(std::move(seg));
+                continue;
+            }
+            auto sub = split_on(seg, mid_punct);
+            if (sub.size() > 1) {
+                for (auto & s : sub) {
+                    segments.push_back(std::move(s));
+                }
+            } else {
+                segments.push_back(std::move(seg));
+            }
+        }
+
+        std::vector<std::vector<llama_token>> out;
+        for (auto & seg : segments) {
+            if (seg.empty()) {
+                continue;
+            }
+            if (!out.empty() && (int) (out.back().size() + seg.size()) <= max_chunk_tokens) {
+                out.back().insert(out.back().end(), seg.begin(), seg.end());
+            } else {
+                out.push_back(std::move(seg));
+            }
+        }
+        if (out.empty()) {
+            out.push_back(ids);
+        }
+        for (const auto & c : out) {
+            if ((int) c.size() > max_chunk_tokens) {
+                LOG_WRN("mtmd_helper_gen_audio: chunk of %zu tokens exceeds the %d token budget, "
+                        "generation may skip words\n", c.size(), max_chunk_tokens);
+            }
+        }
+        return out;
+    }
+
+    // _estimate_max_gen_len() plus the per-chunk tail guess, both in frames
+    void arm_chunk_budget(size_t idx) {
+        const int n_tok = (int) chunks[idx].size();
+        chunk_budget = (int) std::ceil((n_tok / 3.0 + 2.0) * frame_rate);
+        // the pack may pin the tail, else the reference guesses it from the word count
+        frames_after_eos = pack.frames_after_eos > 0 ? pack.frames_after_eos : (n_tok <= 6 ? 5 : 3);
+        step_idx = 0;
+        eos_step = -1;
+    }
+
+    // ends the current chunk and, if there is another, re-prompts it on top of the voice
+    int32_t finish_chunk(const float ** h_state_out, bool * out_stop) {
+        if (!flush_gen_wav()) {
+            return 1;
+        }
+        // the decoder restarts too, the next chunk's audio is not continuous with this one
+        dec_state.clear();
+
+        if (chunk_idx + 1 >= chunks.size()) {
+            *out_stop    = true;
+            *h_state_out = nullptr;
+            return 0;
+        }
+        chunk_idx++;
+
+        // drop this chunk's text and audio, keep the voice conditioning
+        llama_memory_seq_rm(llama_get_memory(lctx), seq_id, n_voice_pos, -1);
+        pos = n_voice_pos;
+
+        const int n_e = n_embd;
+        prompt_embd_buf.clear();
+        for (llama_token t : chunks[chunk_idx]) {
+            push_embd_row(prompt_embd_buf, t);
+        }
+        push_embd_row(prompt_embd_buf, audio_bos);
+        arm_chunk_budget(chunk_idx);
+
+        const int n_rows = (int) (prompt_embd_buf.size() / (size_t) n_e);
+        GGML_ASSERT(n_rows > 0);
+        decode_embd_batch batch(prompt_embd_buf.data(), n_rows, 1, n_e);
+        batch.set_position_normal(pos, seq_id);
+        batch.batch.logits[n_rows - 1] = 1;
+        if (llama_decode(lctx, batch.batch) != 0) {
+            LOG_ERR("mtmd_helper_gen_audio: chunk prompt decode failed\n");
+            return 1;
+        }
+        pos += n_rows;
+        prompt_embd_buf.clear();
+
+        const float * he = llama_get_embeddings_ith(lctx, -1);
+        h_state_buf.assign(he, he + n_embd);
+        *h_state_out = h_state_buf.data();
+        *out_stop    = false;
+        return 0;
+    }
+
+    // same normalization as prepare_text_prompt() in the reference, it affects quality
+    static std::string prepare_text(const std::string & in, bool pad_short) {
+        std::string s;
+        s.reserve(in.size() + 1);
+        for (char c : in) {
+            if (c == '\n' || c == '\r') {
+                s += ' ';
+            } else if (c == ';') {
+                s += ',';
+            } else {
+                s += c;
+            }
+        }
+        const size_t b = s.find_first_not_of(' ');
+        const size_t e = s.find_last_not_of(' ');
+        if (b == std::string::npos) {
+            return "";
+        }
+        s = s.substr(b, e - b + 1);
+        if (s[0] >= 'a' && s[0] <= 'z') {
+            s[0] = (char) (s[0] - 'a' + 'A');
+        }
+        const unsigned char last = (unsigned char) s.back();
+        if (std::isalnum(last)) {
+            s += '.';
+        }
+        if (pad_short && count_words(s) < 5) {
+            s = std::string(8, ' ') + s;
+        }
+        return s;
+    }
+
+    static int count_words(const std::string & s) {
+        int n = 0;
+        bool in_word = false;
+        for (char c : s) {
+            if (c == ' ') {
+                in_word = false;
+            } else if (!in_word) {
+                in_word = true;
+                n++;
+            }
+        }
+        return n;
+    }
+
+    // runs the reference wav through the mimi encoder, returns one row per 12.5Hz frame
+    bool encode_speaker(mtmd_bitmap * bitmap, std::vector<float> & out) {
+        if (!mtmd_support_audio(mctx)) {
+            LOG_ERR("mtmd_helper_gen_audio: mmproj has no voice encoder\n");
+            return false;
+        }
+        const std::string  marker = mtmd_default_marker();
+        mtmd_input_text     text{ marker.c_str(), marker.size(), false, true };
+        mtmd_input_chunks * chunks = mtmd_input_chunks_init();
+        const mtmd_bitmap * bptr = bitmap;
+        bool ok = mtmd_tokenize(mctx, chunks, &text, &bptr, 1) == 0;
+        if (ok) {
+            ok = false;
+            for (size_t i = 0; i < mtmd_input_chunks_size(chunks); i++) {
+                const mtmd_input_chunk * chunk = mtmd_input_chunks_get(chunks, i);
+                if (mtmd_input_chunk_get_type(chunk) != MTMD_INPUT_CHUNK_TYPE_AUDIO) {
+                    continue;
+                }
+                if (mtmd_encode_chunk(mctx, chunk) != 0) {
+                    LOG_ERR("mtmd_helper_gen_audio: voice encode failed\n");
+                    break;
+                }
+                const float * embd = mtmd_get_output_embd(mctx);
+                const size_t  n = (size_t) llama_model_n_embd_inp(model) * mtmd_input_chunk_get_n_tokens(chunk);
+                out.assign(embd, embd + n);
+                ok = true;
+                break;
+            }
+        }
+        mtmd_input_chunks_free(chunks);
+        return ok;
+    }
+
+    // decodes the buffered latents, the mimi decoder state carries over between calls
+    bool flush_gen_wav() {
+        if (feats_buf.empty()) {
+            return true;
+        }
+        mtmd_gen_inp inp = mtmd_gen_inp_default(mctx);
+        inp.type       = MTMD_GEN_PROCESS_TYPE_GEN_WAV;
+        inp.feats      = feats_buf.data();
+        inp.n_feats    = feats_buf.size();
+        inp.seed       = seed;
+        inp.state_data = dec_state.empty() ? nullptr : (const char *) dec_state.data();
+        inp.state_size = dec_state.size();
+        mtmd_gen_out out{};
+        if (mtmd_gen_audio_process(mctx, &inp, &out) != 0) {
+            LOG_ERR("mtmd_helper_gen_audio: mimi decode failed\n");
+            return false;
+        }
+        audio_pcm.insert(audio_pcm.end(), out.audio, out.audio + out.n_samples);
+        dec_state.assign(out.state_data, out.state_data + out.state_size);
+        feats_buf.clear();
+        return true;
+    }
+
+    pockettts_pack_settings pack;
+    bool specials_ok = false;
+    llama_token bos_before_voice = LLAMA_TOKEN_NULL;
+    llama_token audio_bos        = LLAMA_TOKEN_NULL;
+    std::vector<float> tok_embd;
+
+    llama_seq_id seq_id = 0;
+    int pos = 0;
+    std::vector<float> prompt_embd_buf;
+    std::unique_ptr<decode_embd_batch> prompt_batch;
+    int n_prompt = 0;
+    int prompt_pos = 0;
+    uint32_t seed = UINT32_MAX;
+    // end-of-speech is latched, then a few more frames are generated as tail padding
+    int step_idx = 0;
+    int eos_step = -1;
+    int frames_after_eos = 3;
+    static constexpr int max_chunk_tokens = 50;  // MAX_TOKEN_PER_CHUNK in the reference
+    static constexpr double frame_rate    = 12.5;
+    std::vector<std::vector<llama_token>> chunks;
+    size_t chunk_idx   = 0;
+    int    n_voice_pos = 0; // KV positions held by the voice conditioning
+    int    chunk_budget = 0;
+
+    // latents are decoded a window at a time, the decoder state bridges the windows
+    size_t window_frames = 8;
+    std::vector<float>   feats_buf;
+    std::vector<uint8_t> dec_state;
+    std::vector<float>   audio_pcm;
+    std::vector<float>   h_state_buf;
+    mtmd_helper_gen_audio_outtype out_type = MTMD_HELPER_GEN_AUDIO_OUTTYPE_WAV;
+    std::vector<char> out_buf;
+};
+
+static std::unique_ptr<mtmd_gen_audio_pipeline> make_pipeline(llama_context * lctx, mtmd_context * mctx) {
+    switch (mtmd_gen_audio_get_info(mctx).type) {
+        case MTMD_GEN_AUDIO_TYPE_QWEN3TTS:
+            return std::unique_ptr<mtmd_gen_audio_pipeline>(new qwen3tts_gen_audio_pipeline(lctx, mctx));
+        case MTMD_GEN_AUDIO_TYPE_POCKETTTS:
+            return std::unique_ptr<mtmd_gen_audio_pipeline>(new pockettts_gen_audio_pipeline(lctx, mctx));
+        default:
+            return nullptr;
+    }
+}
+
+struct mtmd_helper_gen_audio {
+    std::unique_ptr<mtmd_gen_audio_pipeline> pipeline;
+};
+
+mtmd_helper_gen_audio * mtmd_helper_gen_audio_init(struct llama_context * lctx, struct mtmd_context * mctx) {
+    auto * ctx = new mtmd_helper_gen_audio();
+    ctx->pipeline = make_pipeline(lctx, mctx);
+    return ctx;
+}
+
+void mtmd_helper_gen_audio_free(mtmd_helper_gen_audio * ctx) {
+    delete ctx;
+}
+
+void mtmd_helper_gen_audio_reset(mtmd_helper_gen_audio * ctx) {
+    if (ctx->pipeline) {
+        ctx->pipeline->reset();
+    }
+}
+
+int32_t mtmd_helper_gen_audio_set_input(mtmd_helper_gen_audio * ctx, const mtmd_helper_gen_audio_inp * inp) {
+    if (!ctx->pipeline) {
+        LOG_ERR("mtmd_helper_gen_audio: unsupported or missing gen-audio pipeline\n");
+        return 1;
+    }
+    return ctx->pipeline->set_input(inp);
+}
+
+int32_t mtmd_helper_gen_audio_step_prompt(mtmd_helper_gen_audio * ctx, int32_t n_batch) {
+    if (!ctx->pipeline) {
+        return -1;
+    }
+    return ctx->pipeline->step_prompt(n_batch);
+}
+
+int32_t mtmd_helper_gen_audio_step_gen(mtmd_helper_gen_audio * ctx, llama_token sampled,
+                                       const float * h_state_in, const float ** h_state_out,
+                                       bool * out_stop) {
+    if (!ctx->pipeline) {
+        return 1;
+    }
+    bool stop = false;
+    const int32_t ret = ctx->pipeline->step_gen(sampled, h_state_in, h_state_out, &stop);
+    if (out_stop) {
+        *out_stop = stop;
+    }
+    return ret;
+}
+
+int32_t mtmd_helper_gen_audio_get_output(mtmd_helper_gen_audio * ctx, int32_t * out_sample_rate,
+                                         const char ** out_data, size_t * out_data_len, int64_t * out_n_samples) {
+    if (!ctx->pipeline) {
+        return 1;
+    }
+    return ctx->pipeline->get_output(out_sample_rate, out_data, out_data_len, out_n_samples);
+}
diff --git a/tools/mtmd/mtmd-helper.cpp b/tools/mtmd/mtmd-helper.cpp
index 90451d02e..d77c93966 100644
--- a/tools/mtmd/mtmd-helper.cpp
+++ b/tools/mtmd/mtmd-helper.cpp
@@ -9,6 +9,7 @@
 
 #include "mtmd.h"
 #include "mtmd-helper.h"
+#include "mtmd-helper-common.h"
 #include "llama.h"
 
 #include <algorithm>
@@ -45,50 +46,6 @@
 // internal logging functions
 //
 
-struct mtmd_helper_logger {
-    ggml_log_callback default_callback = [](ggml_log_level level, const char * text, void * user_data) {
-        (void) level;
-        (void) user_data;
-        fputs(text, stderr);
-        fflush(stderr);
-    };
-
-    ggml_log_callback log_callback = default_callback;
-    void * log_callback_user_data;
-
-    void log_v(enum ggml_log_level level, const char * format, va_list args) {
-        if (format == NULL) {
-            return;
-        }
-        va_list args_copy;
-        va_copy(args_copy, args);
-        char buffer[128];
-        int len = vsnprintf(buffer, 128, format, args);
-        if (len < 128) {
-            log_callback(level, buffer, log_callback_user_data);
-        } else {
-            char * buffer2 = (char *) calloc(len + 1, sizeof(char));
-            vsnprintf(buffer2, len + 1, format, args_copy);
-            buffer2[len] = 0;
-            log_callback(level, buffer2, log_callback_user_data);
-            free(buffer2);
-        }
-        va_end(args_copy);
-    }
-
-    void log(enum ggml_log_level level, const char * format, ...) {
-        va_list args;
-        va_start(args, format);
-        log_v(level, format, args);
-        va_end(args);
-    }
-} g_logger;
-
-#define LOG_DBG(...) g_logger.log(GGML_LOG_LEVEL_DEBUG, __VA_ARGS__)
-#define LOG_INF(...) g_logger.log(GGML_LOG_LEVEL_INFO,  __VA_ARGS__)
-#define LOG_WRN(...) g_logger.log(GGML_LOG_LEVEL_WARN,  __VA_ARGS__)
-#define LOG_ERR(...) g_logger.log(GGML_LOG_LEVEL_ERROR, __VA_ARGS__)
-
 void mtmd_helper_log_set(ggml_log_callback log_callback, void * user_data) {
     if (log_callback == nullptr) {
         log_callback = g_logger.default_callback;
@@ -127,117 +84,6 @@ void mtmd_helper_image_get_decoder_pos(const mtmd_image_tokens * chunks, llama_p
     }
 }
 
-// helper struct to make working with embd batch easier
-// note: this will be removed after llama_batch_ext refactoring
-struct decode_embd_batch {
-    int n_pos_per_embd;
-    int n_mmproj_embd;
-    std::vector<llama_pos>      pos;
-    std::vector<llama_pos>      pos_view; // used by mrope
-    std::vector<int32_t>        n_seq_id;
-    std::vector<llama_seq_id>   seq_id_0;
-    std::vector<llama_seq_id *> seq_ids;
-    std::vector<int8_t>         logits;
-    llama_batch batch;
-    decode_embd_batch(float * embd, int32_t n_tokens, int n_pos_per_embd, int n_mmproj_embd) : n_pos_per_embd(n_pos_per_embd), n_mmproj_embd(n_mmproj_embd) {
-        GGML_ASSERT(n_tokens > 0 && n_pos_per_embd > 0 && n_mmproj_embd > 0);
-        pos     .resize(n_tokens * n_pos_per_embd);
-        n_seq_id.resize(n_tokens);
-        seq_ids .resize(n_tokens + 1);
-        logits  .resize(n_tokens);
-        seq_id_0.resize(1);
-        seq_ids [n_tokens] = nullptr;
-        batch = {
-            /*n_tokens       =*/ n_tokens,
-            /*tokens         =*/ nullptr,
-            /*embd           =*/ embd,
-            /*pos            =*/ pos.data(),
-            /*n_seq_id       =*/ n_seq_id.data(),
-            /*seq_id         =*/ seq_ids.data(),
-            /*logits         =*/ logits.data(),
-        };
-    }
-
-    void set_position_normal(llama_pos pos_0, llama_seq_id seq_id) {
-        seq_id_0[0] = seq_id;
-        for (int i = 0; i < batch.n_tokens; i++) {
-            batch.pos     [i] = pos_0 + i;
-            batch.n_seq_id[i] = 1;
-            batch.seq_id  [i] = seq_id_0.data();
-            batch.logits  [i] = false;
-        }
-    }
-
-    // M-RoPE for image
-    void set_position_mrope_2d(const std::vector<mtmd_decoder_pos> & rel_pos, llama_seq_id seq_id) {
-        GGML_ASSERT(n_pos_per_embd == 4);
-        GGML_ASSERT(!rel_pos.empty() && (int32_t)rel_pos.size() == batch.n_tokens);
-        seq_id_0[0] = seq_id;
-        for (int32_t i = 0; i < batch.n_tokens; i++) {
-            pos[i                     ] = rel_pos[i].t;
-            pos[i + batch.n_tokens    ] = rel_pos[i].y;
-            pos[i + batch.n_tokens * 2] = rel_pos[i].x;
-            pos[i + batch.n_tokens * 3] = rel_pos[i].z;
-        }
-        for (int i = 0; i < batch.n_tokens; i++) {
-            batch.n_seq_id[i] = 1;
-            batch.seq_id  [i] = seq_id_0.data();
-            batch.logits  [i] = false;
-        }
-    }
-
-    // M-RoPE for audio
-    void set_position_mrope_1d(llama_pos pos_0, llama_seq_id seq_id) {
-        GGML_ASSERT(n_pos_per_embd == 4);
-        seq_id_0[0] = seq_id;
-        for (int i = 0; i < batch.n_tokens; i++) {
-            pos[i                     ] = pos_0 + i;
-            pos[i + batch.n_tokens    ] = pos_0 + i;
-            pos[i + batch.n_tokens * 2] = pos_0 + i;
-            pos[i + batch.n_tokens * 3] = pos_0 + i;
-        }
-        for (int i = 0; i < batch.n_tokens; i++) {
-            batch.n_seq_id[i] = 1;
-            batch.seq_id  [i] = seq_id_0.data();
-            batch.logits  [i] = false;
-        }
-    }
-
-    llama_batch get_view(int offset, int n_tokens) {
-        GGML_ASSERT(offset >= 0 && n_tokens > 0 && offset + n_tokens <= batch.n_tokens);
-        llama_pos * pos_ptr;
-        pos_view.clear();
-        pos_view.reserve(n_tokens * n_pos_per_embd);
-        if (n_pos_per_embd > 1) {
-            // mrope
-            // for example, with layout of src: 1234...1234...1234...1234...
-            //       offset 2 will give us dst: 34...34...34...34...
-            for (int i = 0; i < n_pos_per_embd; i++) {
-                // assume n_tokens is less than or equal to batch.n_tokens
-                // batch.n_tokens is number of **total** tokens
-                // n_tokens is number of viewed token
-                size_t src_idx = i * batch.n_tokens + offset;
-                pos_view.insert(pos_view.end(),
-                    pos.data() + src_idx,
-                    pos.data() + src_idx + n_tokens);
-            }
-            pos_ptr = pos_view.data();
-        } else {
-            // normal
-            pos_ptr = pos.data() + offset;
-        }
-        return {
-            /*n_tokens       =*/ n_tokens,
-            /*tokens         =*/ nullptr,
-            /*embd           =*/ batch.embd     + offset * n_mmproj_embd,
-            /*pos            =*/ pos_ptr,
-            /*n_seq_id       =*/ batch.n_seq_id + offset,
-            /*seq_id         =*/ batch.seq_id   + offset,
-            /*logits         =*/ batch.logits   + offset,
-        };
-    }
-};
-
 // Helper class to set non-causal attention via RAII
 class scope_non_causal {
 public:
@@ -1084,3 +930,18 @@ int32_t mtmd_helper_video_read_next(mtmd_helper_video * ctx,
     GGML_ASSERT(false && "video is not supported in this build (MTMD_VIDEO is set to OFF)");
 #endif
 }
+
+bool mtmd_helper_model_can_chat(llama_context * lctx, mtmd_context * mctx) {
+    if (!mctx) {
+        return true;
+    }
+
+    auto * model = llama_get_model(lctx);
+    auto * tmpl = llama_model_chat_template(model, nullptr);
+    auto info = mtmd_gen_audio_get_info(mctx);
+
+    // tts-only model cannot be used for chat (no chat template)
+    bool is_tts_only = info.type != MTMD_GEN_AUDIO_TYPE_NONE && tmpl == nullptr;
+
+    return !is_tts_only;
+}
diff --git a/tools/mtmd/mtmd-helper.h b/tools/mtmd/mtmd-helper.h
index 680a2317d..832f7171a 100644
--- a/tools/mtmd/mtmd-helper.h
+++ b/tools/mtmd/mtmd-helper.h
@@ -157,6 +157,77 @@ MTMD_API int32_t mtmd_helper_video_read_next(mtmd_helper_video * ctx,
             mtmd_bitmap ** out_bitmap,
             char ** out_text);
 
+// return true if model can be used for chat
+MTMD_API bool mtmd_helper_model_can_chat(struct llama_context * lctx, struct mtmd_context * mctx);
+
+//
+// Audio generation helpers
+// (early-stage experimental, subjected to breaking changes)
+//
+
+// audio generation helper context
+// contains accumulator for generated audio features and PCM audio
+struct mtmd_helper_gen_audio;
+typedef struct mtmd_helper_gen_audio mtmd_helper_gen_audio;
+
+enum mtmd_helper_gen_audio_outtype {
+    MTMD_HELPER_GEN_AUDIO_OUTTYPE_PCM, // raw PCM
+    MTMD_HELPER_GEN_AUDIO_OUTTYPE_WAV, // WAV PCM 16-bit LE, mono
+};
+struct mtmd_helper_gen_audio_inp {
+    llama_seq_id seq_id;
+
+    const char * prompt;
+    size_t       prompt_len;
+
+    mtmd_bitmap * speaker_ref; // optional, can be NULL
+    const char * lang; // optional, can be NULL
+
+    int32_t  top_k;
+    float    top_p;
+    uint32_t seed; // UINT32_MAX for random (default: random)
+
+    enum mtmd_helper_gen_audio_outtype out_type;
+};
+
+MTMD_API mtmd_helper_gen_audio * mtmd_helper_gen_audio_init(
+                                    struct llama_context * lctx,
+                                    struct mtmd_context * mctx);
+
+MTMD_API void mtmd_helper_gen_audio_free(mtmd_helper_gen_audio * ctx);
+
+MTMD_API void mtmd_helper_gen_audio_reset(mtmd_helper_gen_audio * ctx);
+
+MTMD_API int32_t mtmd_helper_gen_audio_set_input(
+                        mtmd_helper_gen_audio * ctx,
+                        const struct mtmd_helper_gen_audio_inp * inp);
+
+// processes at most n_batch prompt tokens per call
+// returns: >0 = number of prompt tokens remaining, 0 = done, <0 = error
+MTMD_API int32_t mtmd_helper_gen_audio_step_prompt(
+                        mtmd_helper_gen_audio * ctx,
+                        int32_t n_batch);
+
+// generates one frame; must only be called after step_prompt() has returned 0
+// sampled can be LLAMA_TOKEN_NULL for pipelines with no discrete backbone token
+// out_stop (optional) is set on end-of-speech, the caller must then stop the loop
+// h_state_out is valid until next step_gen() or reset() call, null if no frame is generated
+MTMD_API int32_t mtmd_helper_gen_audio_step_gen(
+                        mtmd_helper_gen_audio * ctx,
+                        llama_token sampled,
+                        const float *  h_state_in,
+                        const float ** h_state_out,
+                        bool * out_stop);
+
+// out_data valid until next get_output() or reset() call
+// out_n_samples (optional, can be NULL) receives the number of generated PCM samples
+MTMD_API int32_t mtmd_helper_gen_audio_get_output(
+                        mtmd_helper_gen_audio * ctx,
+                        int32_t * out_sample_rate,
+                        const char ** out_data,
+                        size_t * out_data_len,
+                        int64_t * out_n_samples);
+
 #ifdef __cplusplus
 } // extern "C"
 #endif
@@ -177,6 +248,31 @@ struct mtmd_helper_video_deleter {
 };
 using video_ptr = std::unique_ptr<mtmd_helper_video, mtmd_helper_video_deleter>;
 
+// audio generation-related C++ wrappers
+struct mtmd_helper_gen_audio_deleter {
+    void operator()(mtmd_helper_gen_audio * val) { mtmd_helper_gen_audio_free(val); }
+};
+using gen_audio_ptr = std::unique_ptr<mtmd_helper_gen_audio, mtmd_helper_gen_audio_deleter>;
+struct gen_audio {
+    gen_audio_ptr ctx;
+    gen_audio(struct llama_context * lctx, struct mtmd_context * mctx) : ctx(mtmd_helper_gen_audio_init(lctx, mctx)) {}
+    void reset() {
+        mtmd_helper_gen_audio_reset(ctx.get());
+    }
+    int32_t set_input(const struct mtmd_helper_gen_audio_inp * inp) {
+        return mtmd_helper_gen_audio_set_input(ctx.get(), inp);
+    }
+    int32_t step_prompt(int32_t n_batch) {
+        return mtmd_helper_gen_audio_step_prompt(ctx.get(), n_batch);
+    }
+    int32_t step_gen(llama_token sampled, const float * h_state, const float ** h_state_out, bool * out_stop = nullptr) {
+        return mtmd_helper_gen_audio_step_gen(ctx.get(), sampled, h_state, h_state_out, out_stop);
+    }
+    int32_t get_output(int32_t * out_sample_rate, const char ** out_data, size_t * out_data_len, int64_t * out_n_samples = nullptr) {
+        return mtmd_helper_gen_audio_get_output(ctx.get(), out_sample_rate, out_data, out_data_len, out_n_samples);
+    }
+};
+
 } // namespace mtmd_helper
 #endif
 
diff --git a/tools/mtmd/mtmd-image.cpp b/tools/mtmd/mtmd-image.cpp
index 10cfe52f5..813fe493f 100644
--- a/tools/mtmd/mtmd-image.cpp
+++ b/tools/mtmd/mtmd-image.cpp
@@ -139,50 +139,46 @@ struct img_tool {
         }
     }
 
-    // calculate the size of the **resized** image, while preserving the aspect ratio
-    // the calculated size will be aligned to the nearest multiple of align_size
-    // if H or W size is larger than longest_edge, it will be resized to longest_edge
-    static clip_image_size calc_size_preserved_ratio(const clip_image_size & inp_size, const int align_size, const int longest_edge) {
-        GGML_ASSERT(align_size > 0);
-        if (inp_size.width <= 0 || inp_size.height <= 0 || longest_edge <= 0) {
-            return {0, 0};
-        }
-
-        float scale = std::min(static_cast<float>(longest_edge) / inp_size.width,
-                               static_cast<float>(longest_edge) / inp_size.height);
-
-        float target_width_f  = static_cast<float>(inp_size.width)  * scale;
-        float target_height_f = static_cast<float>(inp_size.height) * scale;
-
-        auto ceil_by_factor = [f = align_size](float x) { return static_cast<int>(std::ceil(x / static_cast<float>(f))) * f; };
-        int aligned_width  = ceil_by_factor(target_width_f);
-        int aligned_height = ceil_by_factor(target_height_f);
-
-        return {aligned_width, aligned_height};
-    }
+    struct calc_size_opt {
+        int align_size = 1;
+        int min_pixels = 0;   // 0 = disabled
+        int max_pixels = 0;   // 0 = disabled
+        // applied before min/max_pixels, so min_pixels can push an edge back above longest_edge
+        int longest_edge = 0; // 0 = disabled
+    };
 
-    // calculate the size of the **resized** image, while preserving the aspect ratio
-    // the calculated size will have min_pixels <= W*H <= max_pixels
-    // this is referred as "smart_resize" in transformers code
-    static clip_image_size calc_size_preserved_ratio(const clip_image_size & inp_size, const int align_size, const int min_pixels, const int max_pixels) {
-        GGML_ASSERT(align_size > 0);
+    // calculate the size of the **resized** image, while preserving the aspect ratio and
+    // aligning to the nearest multiple of align_size ("smart_resize" in transformers code)
+    static clip_image_size calc_size_preserved_ratio(const clip_image_size & inp_size, const calc_size_opt & opts) {
+        GGML_ASSERT(opts.align_size > 0);
         const int width  = inp_size.width;
         const int height = inp_size.height;
+        if (width <= 0 || height <= 0) {
+            return {0, 0};
+        }
 
-        auto round_by_factor = [f = align_size](float x) { return static_cast<int>(std::round(x / static_cast<float>(f))) * f; };
-        auto ceil_by_factor  = [f = align_size](float x) { return static_cast<int>(std::ceil(x / static_cast<float>(f))) * f; };
-        auto floor_by_factor = [f = align_size](float x) { return static_cast<int>(std::floor(x / static_cast<float>(f))) * f; };
+        auto round_by_factor = [f = opts.align_size](float x) { return static_cast<int>(std::round(x / static_cast<float>(f))) * f; };
+        auto ceil_by_factor  = [f = opts.align_size](float x) { return static_cast<int>(std::ceil(x / static_cast<float>(f))) * f; };
+        auto floor_by_factor = [f = opts.align_size](float x) { return static_cast<int>(std::floor(x / static_cast<float>(f))) * f; };
 
-        // always align up first
-        int h_bar = std::max(align_size, round_by_factor(height));
-        int w_bar = std::max(align_size, round_by_factor(width));
+        int w_bar, h_bar;
+        if (opts.longest_edge > 0) {
+            const float scale = std::min(static_cast<float>(opts.longest_edge) / width,
+                                          static_cast<float>(opts.longest_edge) / height);
+            w_bar = ceil_by_factor(width  * scale);
+            h_bar = ceil_by_factor(height * scale);
+        } else {
+            // always align up first
+            w_bar = std::max(opts.align_size, round_by_factor(width));
+            h_bar = std::max(opts.align_size, round_by_factor(height));
+        }
 
-        if (h_bar * w_bar > max_pixels) {
-            const auto beta = std::sqrt(static_cast<float>(height * width) / max_pixels);
-            h_bar = std::max(align_size, floor_by_factor(height / beta));
-            w_bar = std::max(align_size, floor_by_factor(width  / beta));
-        } else if (h_bar * w_bar < min_pixels) {
-            const auto beta = std::sqrt(static_cast<float>(min_pixels) / (height * width));
+        if (opts.max_pixels > 0 && h_bar * w_bar > opts.max_pixels) {
+            const auto beta = std::sqrt(static_cast<float>(height) * width / opts.max_pixels);
+            h_bar = std::max(opts.align_size, floor_by_factor(height / beta));
+            w_bar = std::max(opts.align_size, floor_by_factor(width  / beta));
+        } else if (opts.min_pixels > 0 && h_bar * w_bar < opts.min_pixels) {
+            const auto beta = std::sqrt(static_cast<float>(opts.min_pixels) / (static_cast<float>(height) * width));
             h_bar = ceil_by_factor(height * beta);
             w_bar = ceil_by_factor(width * beta);
         }
@@ -937,9 +933,12 @@ mtmd_image_preproc_out mtmd_image_preprocessor_dyn_size::preprocess(const clip_i
     const int cur_merge = hparams.n_merge;
     const clip_image_size target_size = img_tool::calc_size_preserved_ratio(
         original_size,
-        hparams.patch_size * cur_merge,
-        hparams.image_min_pixels,
-        hparams.image_max_pixels);
+        {
+            /* align_size   */ hparams.patch_size * cur_merge,
+            /* min_pixels   */ hparams.image_min_pixels,
+            /* max_pixels   */ hparams.image_max_pixels,
+            /* longest_edge */ 0,
+        });
     img_tool::resize(img, resized_image, target_size,
                         hparams.image_resize_algo,
                         hparams.image_resize_pad,
@@ -961,8 +960,12 @@ mtmd_image_preproc_out mtmd_image_preprocessor_longest_edge::preprocess(const cl
     const int cur_merge = hparams.n_merge == 0 ? 1 : hparams.n_merge;
     const clip_image_size target_size = img_tool::calc_size_preserved_ratio(
         original_size,
-        hparams.patch_size * cur_merge,
-        hparams.image_longest_edge);
+        {
+            /* align_size   */ hparams.patch_size * cur_merge,
+            /* min_pixels   */ std::max(0, hparams.image_min_pixels),
+            /* max_pixels   */ std::max(0, hparams.image_max_pixels),
+            /* longest_edge */ hparams.image_longest_edge,
+        });
     img_tool::resize(img, resized_image, target_size,
                         hparams.image_resize_algo,
                         hparams.image_resize_pad,
@@ -1000,8 +1003,8 @@ mtmd_image_preprocessor_llava_uhd::slice_instructions mtmd_image_preprocessor_lf
     mtmd_image_preprocessor_llava_uhd::slice_instructions inst;
     const int align_size = hparams.patch_size * hparams.n_merge;
     inst.overview_size = img_tool::calc_size_preserved_ratio(
-                            original_size, align_size,
-                            hparams.image_min_pixels, hparams.image_max_pixels);
+                            original_size,
+                            { align_size, hparams.image_min_pixels, hparams.image_max_pixels, 0 });
     // tile if either dimension exceeds tile_size with tolerance
     const bool needs_tiling = original_size.width > tile_size * max_pixels_tolerance || original_size.height > tile_size * max_pixels_tolerance;
 
@@ -1109,7 +1112,8 @@ mtmd_image_preproc_out mtmd_image_preprocessor_idefics3::preprocess(const clip_i
     // CITE: https://github.com/huggingface/transformers/blob/main/src/transformers/models/idefics3/image_processing_idefics3.py#L737
     const clip_image_size original_size = img.get_size();
     const clip_image_size refined_size = img_tool::calc_size_preserved_ratio(
-        original_size, hparams.image_size, hparams.image_longest_edge);
+        original_size,
+        { hparams.image_size, std::max(0, hparams.image_min_pixels), std::max(0, hparams.image_max_pixels), hparams.image_longest_edge });
     // LOG_INF("%s: original size: %d x %d, refined size: %d x %d\n",
     //         __func__, original_size.width, original_size.height,
     //         refined_size.width, refined_size.height);
@@ -1611,3 +1615,65 @@ mtmd_image_preproc_out mtmd_image_preprocessor_granite::preprocess(const clip_im
     }
     return output;
 }
+
+//
+// mtmd_image_preprocessor_muse_glimmer
+//
+
+// Replicates transformers' get_aspect_ratio_preserving_size
+static clip_image_size muse_glimmer_grid_size(int img_w, int img_h, int patch_hw, int max_tokens) {
+    double i_nph = (double) img_h / patch_hw;
+    double i_npw = (double) img_w / patch_hw;
+    const double ratio = i_nph > 0.0 ? i_npw / i_nph : 1.0;
+    if (i_nph * i_npw > (double) max_tokens) {
+        i_nph = std::sqrt((double) max_tokens / ratio);
+        i_npw = i_nph * ratio;
+    }
+    const int hs[2] = { (int) std::floor(i_nph), (int) std::ceil(i_nph) };
+    const int ws[2] = { (int) std::floor(i_npw), (int) std::ceil(i_npw) };
+    const double target_ar = (double) img_h / (double) img_w;
+    int    best_nph = -1;
+    int    best_npw = -1;
+    double best_d   = 0.0;
+    for (int a = 0; a < 2; ++a) {
+        for (int b = 0; b < 2; ++b) {
+            const int nph = hs[a];
+            const int npw = ws[b];
+            if (nph < 1 || npw < 1 || nph * npw > max_tokens) {
+                continue;
+            }
+            const double d = std::fabs((double) nph / (double) npw - target_ar);
+            const int n_tokens      = nph * npw;
+            const int best_n_tokens = best_nph * best_npw;
+            if (best_nph < 0 || d < best_d || (d == best_d && n_tokens > best_n_tokens)) {
+                best_nph = nph;
+                best_npw = npw;
+                best_d   = d;
+            }
+        }
+    }
+    if (best_nph < 0) { // no candidate fit under the cap: round and clamp
+        best_nph = std::max(1, (int) std::lround(i_nph));
+        best_npw = std::max(1, (int) std::lround(i_npw));
+    }
+    return clip_image_size{ best_npw * patch_hw, best_nph * patch_hw };
+}
+
+mtmd_image_preproc_out mtmd_image_preprocessor_muse_glimmer::preprocess(const clip_image_u8 & img) {
+    const int patch_hw   = hparams.patch_size * hparams.n_merge;
+    const int patch_area = hparams.patch_size * hparams.patch_size * hparams.n_merge * hparams.n_merge;
+    GGML_ASSERT(patch_area > 0 && hparams.image_max_pixels > 0);
+    const int max_tokens = hparams.image_max_pixels / patch_area;
+
+    const clip_image_size original_size = img.get_size();
+    const clip_image_size target_size   = muse_glimmer_grid_size(
+        original_size.width, original_size.height, patch_hw, max_tokens);
+
+    // PIL resizes directly to (target_w, target_h) -- a stretch, no padding.
+    clip_image_u8 resized_image;
+    img_tool::resize(img, resized_image, target_size, hparams.image_resize_algo, PAD_NONE);
+
+    mtmd_image_preproc_out output;
+    output.append(hparams, resized_image, true);
+    return output;
+}
diff --git a/tools/mtmd/mtmd-image.h b/tools/mtmd/mtmd-image.h
index ecb203f76..0669aa112 100644
--- a/tools/mtmd/mtmd-image.h
+++ b/tools/mtmd/mtmd-image.h
@@ -230,3 +230,9 @@ struct mtmd_image_preprocessor_granite : mtmd_image_preprocessor_llava_uhd {
     mtmd_image_preprocessor_granite(const clip_ctx * ctx) : mtmd_image_preprocessor_llava_uhd(ctx) {}
     mtmd_image_preproc_out preprocess(const clip_image_u8 & img) override;
 };
+
+// pick the patch grid closest to the input aspect ratio under the per-image token cap, stretch-resize.
+struct mtmd_image_preprocessor_muse_glimmer : mtmd_image_preprocessor {
+    mtmd_image_preprocessor_muse_glimmer(const clip_ctx * ctx) : mtmd_image_preprocessor(ctx) {}
+    mtmd_image_preproc_out preprocess(const clip_image_u8 & img) override;
+};
diff --git a/tools/mtmd/mtmd.cpp b/tools/mtmd/mtmd.cpp
index d3899f5c8..4b9c45d62 100644
--- a/tools/mtmd/mtmd.cpp
+++ b/tools/mtmd/mtmd.cpp
@@ -22,8 +22,123 @@
 #include <cstdlib>
 #include <cstring>
 #include <climits>
+#include <type_traits>
 #include <vector>
 
+// remember to bump this if the serialization format changes
+#define MTMD_SERIALIZATION_VERSION 1
+
+struct mtmd_serialization {
+    // note: using 64-bit here for future-proofing
+    uint64_t version = MTMD_SERIALIZATION_VERSION;
+    std::vector<char> data;
+    size_t read_pos = 0; // cursor used when reading
+
+    // for writing
+    mtmd_serialization(uint64_t version) : version(version) {
+        write(version);
+    }
+
+    // for reading
+    mtmd_serialization(uint64_t version, const char * buf, size_t len) {
+        // copy buf to data
+        data.assign(buf, buf + len);
+        uint64_t ver_in = read<uint64_t>();
+        if (ver_in != version) {
+            throw std::runtime_error("version mismatch");
+        }
+        this->version = ver_in;
+    }
+
+    template <typename T>
+    void write(T value) {
+        static_assert(std::is_trivially_copyable<T>::value && !std::is_same<T, bool>::value,
+            "T must be trivially copyable and not bool");
+        const char * p = reinterpret_cast<const char *>(&value);
+        data.insert(data.end(), p, p + sizeof(T));
+    }
+
+    template <typename T>
+    T read() {
+        static_assert(std::is_trivially_copyable<T>::value && !std::is_same<T, bool>::value,
+            "T must be trivially copyable and not bool");
+        if (read_pos + sizeof(T) > data.size()) {
+            throw std::runtime_error("read OOB");
+        }
+        T value;
+        std::memcpy(&value, data.data() + read_pos, sizeof(T));
+        read_pos += sizeof(T);
+        return value;
+    }
+
+};
+
+template <>
+void mtmd_serialization::write<bool>(bool value) {
+    write<uint8_t>(value ? 1 : 0);
+}
+template <>
+bool mtmd_serialization::read<bool>() {
+    return read<uint8_t>() != 0;
+}
+
+template <>
+void mtmd_serialization::write<std::string>(std::string value) {
+    write<uint64_t>(value.size());
+    data.insert(data.end(), value.begin(), value.end());
+}
+template <>
+std::string mtmd_serialization::read<std::string>() {
+    uint64_t len = read<uint64_t>();
+    if (read_pos + len > data.size()) {
+        throw std::runtime_error("read_string OOB");
+    }
+    std::string str(data.data() + read_pos, len);
+    read_pos += len;
+    return str;
+}
+
+// only mtmd.cpp needs these, so they're implemented here rather than in clip-impl.h
+void clip_image_f32::serialize(mtmd_serialization & ser) const {
+    // remember to bump MTMD_SERIALIZATION_VERSION if this is changed
+    // note: buf is intentionally NOT serialized; the loaded clip_image_f32 will always be a placeholder
+    ser.write(add_viewsep);
+    ser.write(add_newline);
+    ser.write((int32_t)nx_);
+    ser.write((int32_t)ny_);
+}
+void clip_image_f32::deserialize(mtmd_serialization & ser) {
+    add_viewsep = ser.read<bool>();
+    add_newline = ser.read<bool>();
+    nx_ = ser.read<int32_t>();
+    ny_ = ser.read<int32_t>();
+    buf.clear(); // always a placeholder after loading
+}
+
+void clip_image_f32_batch::serialize(mtmd_serialization & ser) const {
+    // remember to bump MTMD_SERIALIZATION_VERSION if this is changed
+    ser.write(is_audio);
+    ser.write<uint64_t>(entries.size());
+    for (const auto & entry : entries) {
+        entry.serialize(ser);
+    }
+}
+void clip_image_f32_batch::deserialize(mtmd_serialization & ser) {
+    is_audio = ser.read<bool>();
+    uint64_t n = ser.read<uint64_t>();
+    constexpr size_t min_entry_bytes = sizeof(uint8_t) * 2 + sizeof(int32_t) * 2;
+    if (n > (ser.data.size() - ser.read_pos) / min_entry_bytes) {
+        throw std::runtime_error("entries count exceeds buffer size");
+    }
+    entries.clear();
+    entries.reserve(n);
+    for (uint64_t i = 0; i < n; i++) {
+        clip_image_f32 entry;
+        entry.deserialize(ser);
+        entries.push_back(std::move(entry));
+    }
+}
+
 // for still image data, layout is RGBRGBRGB...
 // length of data must be nx * ny * 3 bytes
 //
@@ -83,6 +198,7 @@ enum mtmd_pos_type {
     MTMD_POS_TYPE_NORMAL,    // number of positions equals to number of tokens
     MTMD_POS_TYPE_MROPE,     // qwen-vl mrope style, each image takes max(t,h,w) position indexes
     MTMD_POS_TYPE_HUNYUANVL, // HunyuanVL mrope + BOI/EOI/newline layout with XD-RoPE dim-3
+    MTMD_POS_TYPE_COUNT,     // for validation
 };
 
 struct mtmd_image_tokens {
@@ -136,6 +252,30 @@ struct mtmd_image_tokens {
             id
         };
     }
+
+    void serialize(mtmd_serialization & ser) const {
+        // remember to bump MTMD_SERIALIZATION_VERSION if this is changed
+        ser.write(nx);
+        ser.write(ny);
+        ser.write((uint32_t)pos);
+        ser.write(image_idx);
+        ser.write(n_temporal_merge);
+        ser.write(id);
+        batch_f32.serialize(ser);
+    }
+    void deserialize(mtmd_serialization & ser) {
+        nx = ser.read<uint32_t>();
+        ny = ser.read<uint32_t>();
+        uint32_t pos_raw = ser.read<uint32_t>();
+        if (pos_raw >= MTMD_POS_TYPE_COUNT) {
+            throw std::runtime_error("invalid pos type");
+        }
+        pos = (mtmd_pos_type)pos_raw;
+        image_idx = ser.read<uint32_t>();
+        n_temporal_merge = ser.read<uint32_t>();
+        id = ser.read<std::string>();
+        batch_f32.deserialize(ser);
+    }
 };
 using mtmd_image_tokens_ptr = std::unique_ptr<mtmd_image_tokens>;
 
@@ -161,6 +301,18 @@ struct mtmd_audio_tokens {
             id
         };
     }
+
+    void serialize(mtmd_serialization & ser) const {
+        // remember to bump MTMD_SERIALIZATION_VERSION if this is changed
+        ser.write(n_tokens);
+        ser.write(id);
+        batch_f32.serialize(ser);
+    }
+    void deserialize(mtmd_serialization & ser) {
+        n_tokens = ser.read<uint32_t>();
+        id = ser.read<std::string>();
+        batch_f32.deserialize(ser);
+    }
 };
 using mtmd_audio_tokens_ptr = std::unique_ptr<mtmd_audio_tokens>;
 
@@ -192,6 +344,66 @@ struct mtmd_input_chunk {
         }
         return false;
     }
+
+    void serialize(mtmd_serialization & ser) const {
+        // remember to bump MTMD_SERIALIZATION_VERSION if this is changed
+        ser.write((uint32_t)type);
+
+        ser.write<uint64_t>(tokens_text.size());
+        for (llama_token tok : tokens_text) {
+            ser.write((int32_t)tok);
+        }
+
+        ser.write(tokens_image != nullptr);
+        if (tokens_image) {
+            tokens_image->serialize(ser);
+        }
+
+        ser.write(tokens_audio != nullptr);
+        if (tokens_audio) {
+            tokens_audio->serialize(ser);
+        }
+    }
+    void deserialize(mtmd_serialization & ser) {
+        uint32_t type_raw = ser.read<uint32_t>();
+        if (type_raw >= MTMD_INPUT_CHUNK_TYPE_COUNT) {
+            throw std::runtime_error("invalid chunk type");
+        }
+        type = (mtmd_input_chunk_type)type_raw;
+
+        uint64_t n_tokens_text = ser.read<uint64_t>();
+        // reject before resize() so a tiny corrupted/malicious buffer can't force a huge allocation
+        if (n_tokens_text > (ser.data.size() - ser.read_pos) / sizeof(int32_t)) {
+            throw std::runtime_error("tokens_text length exceeds buffer size");
+        }
+        tokens_text.resize(n_tokens_text);
+        for (uint64_t i = 0; i < n_tokens_text; i++) {
+            tokens_text[i] = (llama_token)ser.read<int32_t>();
+        }
+
+        if (ser.read<bool>()) {
+            tokens_image = std::make_unique<mtmd_image_tokens>();
+            tokens_image->deserialize(ser);
+        } else {
+            tokens_image.reset();
+        }
+
+        if (ser.read<bool>()) {
+            tokens_audio = std::make_unique<mtmd_audio_tokens>();
+            tokens_audio->deserialize(ser);
+        } else {
+            tokens_audio.reset();
+        }
+
+        // catch buffers where the declared type doesn't match which payload is actually present,
+        // so a mismatched chunk can't slip through and null-deref/abort later in an accessor
+        if (type == MTMD_INPUT_CHUNK_TYPE_IMAGE && !tokens_image) {
+            throw std::runtime_error("type is IMAGE but tokens_image is missing");
+        }
+        if (type == MTMD_INPUT_CHUNK_TYPE_AUDIO && !tokens_audio) {
+            throw std::runtime_error("type is AUDIO but tokens_audio is missing");
+        }
+    }
 };
 
 struct mtmd_input_chunks {
@@ -262,6 +474,14 @@ struct mtmd_context {
     struct clip_ctx * ctx_a; // audio
     std::vector<float> out_embd; // image embedding vector
 
+    // generation context
+    struct clip_ctx * ctx_gen_a; // audio
+    std::vector<int32_t> gen_out_codes; // this frame's 16 sampled codes (GEN_CODE)
+    std::vector<float>   gen_out_feats; // this frame's continuous features, if any (GEN_CODE)
+    std::vector<float>   gen_out_embd;  // next-step hidden state fed back to backbone (GEN_CODE)
+    std::vector<float>   gen_out_audio; // decoded PCM samples for the current frame (GEN_WAV)
+    std::vector<uint8_t> gen_out_state; // state to feed into the next GEN_WAV call
+
     bool print_timings;
     int n_threads;
     std::string media_marker;
@@ -354,6 +574,7 @@ struct mtmd_context {
         auto res = clip_init(mmproj_fname, ctx_clip_params);
         ctx_v = res.ctx_v;
         ctx_a = res.ctx_a;
+        ctx_gen_a = res.ctx_gen_a;
         if (!ctx_v && !ctx_a) {
             throw std::runtime_error(string_format("Failed to load CLIP model from %s\n", mmproj_fname));
         }
@@ -378,6 +599,15 @@ struct mtmd_context {
                 "hint: you may be using wrong mmproj\n",
                 n_embd_text, n_embd_clip));
         }
+        if (ctx_gen_a) {
+            int n_embd_gen = clip_n_mmproj_embd(ctx_gen_a);
+            if (n_embd_text > 0 && n_embd_text != n_embd_gen) {
+                throw std::runtime_error(string_format(
+                    "mismatch between text model (n_embd = %d) and gen-audio mmproj (n_embd = %d)\n"
+                    "hint: you may be using wrong mmproj\n",
+                    n_embd_text, n_embd_gen));
+            }
+        }
         if (ctx_v) {
             init_vision();
         }
@@ -470,6 +700,12 @@ struct mtmd_context {
                     img_end = "]<]end of image[>[";
                     image_preproc = std::make_unique<mtmd_image_preprocessor_dyn_size>(ctx_v);
                 } break;
+            case PROJECTOR_TYPE_MUSE_GLIMMER:
+                {
+                    img_beg = "<|image_start|>";
+                    img_end = "<|image_end|>";
+                    image_preproc = std::make_unique<mtmd_image_preprocessor_muse_glimmer>(ctx_v);
+                } break;
             case PROJECTOR_TYPE_YOUTUVL:
                 {
                     // <|vision_start|> ... (image embeddings) ... <|vision_end|>
@@ -740,6 +976,14 @@ struct mtmd_context {
                     aud_end = "<|mimo_audio_end|>";
                     audio_preproc = std::make_unique<mtmd_audio_preprocessor_mimo_audio>(ctx_a);
                 } break;
+            case PROJECTOR_TYPE_QWEN3TTS_SPKENC:
+                {
+                    audio_preproc = std::make_unique<mtmd_audio_preprocessor_qwen3tts_spk>(ctx_a);
+                } break;
+            case PROJECTOR_TYPE_POCKETTTS_SPKENC:
+                {
+                    audio_preproc = std::make_unique<mtmd_audio_preprocessor_pockettts>(ctx_a);
+                } break;
             default:
                 throw std::runtime_error(string_format("%s: unexpected audio projector type %d\n", __func__, proj));
         }
@@ -780,6 +1024,7 @@ struct mtmd_context {
     ~mtmd_context() {
         clip_free(ctx_a);
         clip_free(ctx_v);
+        clip_free(ctx_gen_a);
     }
 
 private:
@@ -1553,6 +1798,181 @@ float * mtmd_get_output_embd(mtmd_context * ctx) {
     return ctx->out_embd.data();
 }
 
+//
+// audio generation
+//
+
+mtmd_gen_audio_info mtmd_gen_audio_get_info(const mtmd_context * ctx) {
+    mtmd_gen_audio_info info{};
+    info.model_variant = "";
+    if (!ctx->ctx_gen_a) {
+        info.type = MTMD_GEN_AUDIO_TYPE_NONE;
+        return info;
+    }
+    info.model_variant = clip_get_hparams(ctx->ctx_gen_a)->gen_model_variant.c_str();
+    switch (clip_get_projector_type(ctx->ctx_gen_a)) {
+        case PROJECTOR_TYPE_QWEN3TTS_GEN:
+            info.type = MTMD_GEN_AUDIO_TYPE_QWEN3TTS;
+            info.sample_rate = 24000;
+            break;
+        case PROJECTOR_TYPE_POCKETTTS_GEN:
+            info.type = MTMD_GEN_AUDIO_TYPE_POCKETTTS;
+            info.sample_rate = 24000;
+            break;
+        default:
+            info.type = MTMD_GEN_AUDIO_TYPE_NONE;
+            break;
+    }
+    return info;
+}
+
+mtmd_gen_inp mtmd_gen_inp_default(const mtmd_context * ctx) {
+    mtmd_gen_inp inp{};
+    inp.type = MTMD_GEN_PROCESS_TYPE_GEN_CODE;
+    inp.seed = UINT32_MAX;
+    if (!ctx->ctx_gen_a) {
+        return inp;
+    }
+
+    switch (clip_get_projector_type(ctx->ctx_gen_a)) {
+        case PROJECTOR_TYPE_QWEN3TTS_GEN:
+            // https://huggingface.co/Qwen/Qwen3-TTS-12Hz-1.7B-Base/blob/main/generation_config.json
+            inp.top_k = 50;
+            inp.top_p = 1.0f;
+            inp.temp  = 0.9f; // TODO: handle this on graph
+            break;
+        case PROJECTOR_TYPE_POCKETTTS_GEN:
+            // https://github.com/kyutai-labs/pocket-tts/blob/main/pocket_tts/default_parameters.py
+            inp.top_k = 50;
+            inp.top_p = 1.0f;
+            inp.temp  = 0.7f;
+            break;
+        default:
+            break;
+    }
+    return inp;
+}
+
+static int32_t mtmd_gen_audio_process_impl(mtmd_context * ctx, const mtmd_gen_inp * inp, mtmd_gen_out * out) {
+    clip_ctx * ctx_clip = ctx->ctx_gen_a;
+    if (!ctx_clip) {
+        LOG_ERR("%s: model does not support audio generation\n", __func__);
+        return 1;
+    }
+
+    *out = {};
+
+    if (inp->type == MTMD_GEN_PROCESS_TYPE_GEN_CODE) {
+        const size_t n_embd = (size_t) clip_n_mmproj_embd(ctx_clip);
+
+        clip_image_f32 hidden_state;
+        hidden_state.set_size({(int) n_embd, 1}, false, true);
+        hidden_state.cpy_buf(std::vector<float>(inp->embd, inp->embd + n_embd));
+
+        clip_image_f32_batch batch;
+        batch.is_audio = true;
+        batch.entries.push_back(std::move(hidden_state));
+
+        std::vector<float>   out_embd(n_embd);
+        std::vector<int32_t> out_codes;
+        std::vector<float>   out_feats;
+        bool is_eos = false;
+
+        clip_encode_params params;
+        params.imgs          = &batch;
+        params.n_threads     = ctx->n_threads;
+        params.gen_process   = CLIP_GEN_PROCESS_GEN_CODE;
+        params.out_embd      = &out_embd;
+        params.out_codes     = &out_codes;
+        params.out_feats     = &out_feats;
+        params.code0         = inp->code0;
+        params.top_k         = inp->top_k;
+        params.top_p         = inp->top_p;
+        params.seed          = inp->seed;
+        params.temp          = inp->temp;
+        params.out_is_eos    = &is_eos;
+
+        if (!clip_encode(ctx_clip, &params)) {
+            LOG_ERR("%s: clip_encode failed (gen_code)\n", __func__);
+            return 1;
+        }
+
+        ctx->gen_out_embd  = std::move(out_embd);
+        ctx->gen_out_codes = std::move(out_codes);
+        ctx->gen_out_feats = std::move(out_feats);
+
+        out->embd      = ctx->gen_out_embd.data();
+        out->codes     = ctx->gen_out_codes.data();
+        out->n_codes   = ctx->gen_out_codes.size();
+        out->feats     = ctx->gen_out_feats.data();
+        out->n_feats   = ctx->gen_out_feats.size();
+        out->is_eos    = is_eos;
+        return 0;
+    }
+
+    // MTMD_GEN_PROCESS_TYPE_GEN_WAV
+    const bool has_codes = inp->codes && inp->n_codes > 0;
+    const bool has_feats = inp->feats && inp->n_feats > 0;
+    if (has_codes == has_feats) {
+        LOG_ERR("%s: gen_wav requires exactly one of codes or feats\n", __func__);
+        return 1;
+    }
+    std::vector<int32_t> in_codes;
+    std::vector<float>   in_feats;
+    if (has_codes) {
+        in_codes.assign(inp->codes, inp->codes + inp->n_codes);
+    } else {
+        in_feats.assign(inp->feats, inp->feats + inp->n_feats);
+    }
+    std::vector<uint8_t> in_state;
+    if (inp->state_data) {
+        in_state.assign(inp->state_data, inp->state_data + inp->state_size);
+    }
+
+    // gen_wav has no hidden-state input, the batch entry is an unused placeholder
+    // TODO @ngxson : some models in the future may require hidden-state input, need to update this code later
+    clip_image_f32 dummy;
+    dummy.set_size({1, 1}, false, true);
+    dummy.cpy_buf(std::vector<float>(1, 0.0f));
+
+    clip_image_f32_batch batch;
+    batch.is_audio = true;
+    batch.entries.push_back(std::move(dummy));
+
+    clip_encode_params params;
+    params.imgs        = &batch;
+    params.n_threads   = ctx->n_threads;
+    params.gen_process = CLIP_GEN_PROCESS_GEN_WAV;
+    // gen_wav draws no randomness, but keep the seed so it does not reseed mid-generation
+    params.seed        = inp->seed;
+    params.codes       = has_codes ? &in_codes : nullptr;
+    params.feats       = has_feats ? &in_feats : nullptr;
+    params.out_audio   = &ctx->gen_out_audio;
+    params.state_in    = inp->state_data ? &in_state : nullptr;
+    params.state_out   = &ctx->gen_out_state;
+
+    if (!clip_encode(ctx_clip, &params)) {
+        LOG_ERR("%s: clip_encode failed (code2wav)\n", __func__);
+        return 1;
+    }
+
+    out->audio      = ctx->gen_out_audio.data();
+    out->n_samples  = ctx->gen_out_audio.size();
+    out->state_data = (const char *) ctx->gen_out_state.data();
+    out->state_size = ctx->gen_out_state.size();
+
+    return 0;
+}
+
+int32_t mtmd_gen_audio_process(mtmd_context * ctx, const struct mtmd_gen_inp * inp, struct mtmd_gen_out * out) {
+    try {
+        return mtmd_gen_audio_process_impl(ctx, inp, out);
+    } catch (const std::exception & e) {
+        LOG_ERR("%s: error: %s\n", __func__, e.what());
+        return 1;
+    }
+}
+
 mtmd_batch * mtmd_batch_init(mtmd_context * ctx) {
     return new mtmd_batch(ctx);
 }
@@ -1902,6 +2322,42 @@ void mtmd_input_chunk_free(mtmd_input_chunk * chunk) {
     }
 }
 
+int32_t mtmd_input_chunk_save(const mtmd_input_chunk * chunk, char * out_buf, size_t out_len, size_t * expected_out_len) {
+    try {
+        mtmd_serialization ser(MTMD_SERIALIZATION_VERSION);
+        chunk->serialize(ser);
+
+        if (expected_out_len) {
+            *expected_out_len = ser.data.size();
+        }
+        if (!out_buf) {
+            // caller is only querying the required size
+            return 0;
+        }
+        if (out_len < ser.data.size()) {
+            LOG_ERR("%s: out_buf is too small, need %zu bytes, got %zu\n", __func__, ser.data.size(), out_len);
+            return -1;
+        }
+        std::memcpy(out_buf, ser.data.data(), ser.data.size());
+        return 0;
+    } catch (const std::exception & e) {
+        LOG_ERR("%s: %s\n", __func__, e.what());
+        return -1;
+    }
+}
+
+mtmd_input_chunk * mtmd_input_chunk_load(const char * buf, size_t len) {
+    try {
+        mtmd_serialization ser(MTMD_SERIALIZATION_VERSION, buf, len);
+        mtmd::input_chunk_ptr chunk(new mtmd_input_chunk());
+        chunk->deserialize(ser);
+        return chunk.release();
+    } catch (const std::exception & e) {
+        LOG_ERR("%s: %s\n", __func__, e.what());
+        return nullptr;
+    }
+}
+
 // mtmd_image_tokens
 
 size_t mtmd_image_tokens_get_n_tokens(const mtmd_image_tokens * image_tokens) {
diff --git a/tools/mtmd/mtmd.h b/tools/mtmd/mtmd.h
index 3b8c1200b..c1a5921db 100644
--- a/tools/mtmd/mtmd.h
+++ b/tools/mtmd/mtmd.h
@@ -55,6 +55,7 @@ enum mtmd_input_chunk_type {
     MTMD_INPUT_CHUNK_TYPE_TEXT,
     MTMD_INPUT_CHUNK_TYPE_IMAGE,
     MTMD_INPUT_CHUNK_TYPE_AUDIO,
+    MTMD_INPUT_CHUNK_TYPE_COUNT, // for validation
 };
 
 // opaque types
@@ -232,6 +233,15 @@ MTMD_API llama_pos                  mtmd_input_chunk_get_n_pos       (const mtmd
 MTMD_API mtmd_input_chunk * mtmd_input_chunk_copy(const mtmd_input_chunk * chunk);
 MTMD_API void               mtmd_input_chunk_free(mtmd_input_chunk * chunk);
 
+// save/load an input chunk to/from a buffer (useful for KV save/load)
+// important: only chunk's metadata will be saved, the actual image/audio data will not be saved
+// the loaded chunk will always be a placeholder, cannot be used for mtmd_encode() or mtmd_batch_encode()
+// out_buf can be nullptr (to query expected_out_len)
+// returns 0 on success, non-zero on failure
+MTMD_API int32_t            mtmd_input_chunk_save(const mtmd_input_chunk * chunk, char * out_buf, size_t out_len, size_t * expected_out_len);
+// returns nullptr on failure
+MTMD_API mtmd_input_chunk * mtmd_input_chunk_load(const char * buf, size_t len);
+
 
 // mtmd_image_tokens
 //
@@ -327,6 +337,80 @@ struct mtmd_caps {
 };
 MTMD_API struct mtmd_caps mtmd_get_cap_from_file(const char * mmproj_fname);
 
+/////////////////////////////////////////
+// EXPERIMENTAL API for audio generation, subjected to breaking changes
+
+// represent the pipeline type
+enum mtmd_gen_audio_type {
+    MTMD_GEN_AUDIO_TYPE_NONE, // not supported
+    MTMD_GEN_AUDIO_TYPE_QWEN3TTS,
+    MTMD_GEN_AUDIO_TYPE_POCKETTTS,
+};
+
+struct mtmd_gen_audio_info {
+    enum mtmd_gen_audio_type type;
+    int32_t sample_rate; // in Hz, for example 24000 for qwen3tts
+    const char * model_variant; // name of the weight variant, can be nullptr if not applicable
+};
+
+MTMD_API struct mtmd_gen_audio_info mtmd_gen_audio_get_info(const mtmd_context * ctx);
+
+
+enum mtmd_gen_process_type {
+    MTMD_GEN_PROCESS_TYPE_GEN_CODE, // h_state to semantic (codes, mel-spectrogram, etc.)
+    MTMD_GEN_PROCESS_TYPE_GEN_WAV,  // convert semantic to PCM audio
+                                    // for qwen3tts, this is code2wav
+                                    // for pocket-tts, this is mimi decoder
+};
+
+struct mtmd_gen_inp {
+    enum mtmd_gen_process_type type;
+
+    // for MTMD_GEN_PROCESS_TYPE_GEN_CODE
+    int32_t code0;  // the sampled codebook 0 entry from backbone
+    float * embd;   // the hidden state from backbone, must have n_text_embd elements
+    int32_t top_k;
+    float   top_p;
+    uint32_t seed; // UINT32_MAX for random
+    float    temp; // sampling temperature, or noise scale for flow-matching decoders
+
+    // for MTMD_GEN_PROCESS_TYPE_GEN_WAV
+    // pass either codes (discrete) or feats (continuous), depending on the pipeline
+    int32_t * codes;
+    size_t    n_codes;
+    const float * feats;
+    size_t        n_feats;
+    const char * state_data;
+    size_t       state_size;
+};
+
+struct mtmd_gen_out {
+    // note: output memory is allocated by the context, valid until next process() call
+
+    // for MTMD_GEN_PROCESS_TYPE_GEN_CODE
+    const int32_t * codes;
+    size_t          n_codes;
+    const float * feats; // continuous counterpart of codes
+    size_t        n_feats;
+    const float * embd; // the generated hidden state, to be fed back to backbone
+                        // it must have n_text_embd elements
+    bool is_eos; // only set by pipelines having the EOS head inside mmproj
+
+    // for MTMD_GEN_PROCESS_TYPE_GEN_WAV
+    const float * audio;
+    size_t        n_samples;
+    const char * state_data;
+    size_t       state_size;
+};
+
+// defaults tuned for the loaded pipeline, callers override only what they care about
+MTMD_API struct mtmd_gen_inp mtmd_gen_inp_default(const mtmd_context * ctx);
+
+// note: this API is stateless, caller must handle state management and audio frame accumulation
+MTMD_API int32_t mtmd_gen_audio_process(mtmd_context * ctx,
+                                const struct mtmd_gen_inp * inp,
+                                struct mtmd_gen_out * out);
+
 /////////////////////////////////////////
 
 // test function, to be used in test-mtmd-c-api.c
diff --git a/tools/mtmd/requirements.txt b/tools/mtmd/requirements.txt
index f26d8e912..d646ca7b0 100644
--- a/tools/mtmd/requirements.txt
+++ b/tools/mtmd/requirements.txt
@@ -2,11 +2,5 @@
 --extra-index-url https://download.pytorch.org/whl/cpu
 pillow~=11.3.0
 
-## Embedding Gemma requires PyTorch 2.6.0 or later, bumped to 2.11.0 for compatibility
-torch==2.11.0; platform_machine != "s390x" # check_requirements: ignore "=="
+torch==2.11.0 # check_requirements: ignore "=="
 torchvision==0.26.0; platform_machine != "s390x" # check_requirements: ignore "=="
-
-# torch s390x packages can only be found from nightly builds
---extra-index-url https://download.pytorch.org/whl/nightly
-torch>=0.0.0.dev0; platform_machine == "s390x" # check_requirements: ignore "=="
-torchvision>=0.0.0.dev0; platform_machine == "s390x" # check_requirements: ignore "=="
diff --git a/tools/mtmd/tests/test-deepseek-ocr.py b/tools/mtmd/tests/test-deepseek-ocr.py
index 8a9640550..f1edaebd8 100644
--- a/tools/mtmd/tests/test-deepseek-ocr.py
+++ b/tools/mtmd/tests/test-deepseek-ocr.py
@@ -215,7 +215,7 @@ def run_mtmd_cli(spec: "ModelSpec", model_path, mmproj_path, image_path, bin_pat
             "--dry-multiplier", "0.8",
             "--dry-base", "1.75",
             "--dry-allowed-length", "2",
-            "--dry-penalty-last-n", "-1",
+            "--dry-penalty-last-n", "64",
             "--dry-sequence-breaker", "none",
         ]
     if spec.n_ctx is not None:
diff --git a/tools/server/README-dev.md b/tools/server/README-dev.md
index b41d70c63..613017acf 100644
--- a/tools/server/README-dev.md
+++ b/tools/server/README-dev.md
@@ -199,6 +199,10 @@ Invoke a tool call, request body is a JSON object with:
 - `tool` (string): the name of the tool
 - `params` (object): a mapping from argument name (string) to argument value
 
+Headers:
+- `x-tool-cwd`: optional; if set, use as the CWD for tool; this is not part of tool's params because it's meant to be set by the runtime, not the LLM itself
+- `x-tool-runtime`: optional; if set, run the tool inside this isolate instead of on the host. Either `docker-container:<id>` or `podman-container:<id>`, using an already-running container, or `ssh:<target>`, running the tool on a remote host
+
 Returns JSON object. There are two response formats (MCP tools use the same two formats: their result content is concatenated into `plain_text_response`, and RPC or tool errors are surfaced as the `error` string):
 
 Format 1: Plain text. The text will be placed into a field called `plain_text_response`, example:
diff --git a/tools/server/README.md b/tools/server/README.md
index f45c01897..a2ab872b4 100644
--- a/tools/server/README.md
+++ b/tools/server/README.md
@@ -75,7 +75,7 @@ For the full list of features, please refer to [server's changelog](https://gith
 | `--mlock` | DEPRECATED in favor of `--load-mode`: force system to keep model in RAM rather than swapping or compressing<br/>(env: LLAMA_ARG_MLOCK) |
 | `--mmap, --no-mmap` | DEPRECATED in favor of `--load-mode`: whether to memory-map model. (if mmap disabled, slower load but may reduce pageouts if not using mlock)<br/>(env: LLAMA_ARG_MMAP) |
 | `-dio, --direct-io, -ndio, --no-direct-io` | DEPRECATED in favor of `--load-mode`: use DirectIO if available<br/>(env: LLAMA_ARG_DIO) |
-| `-lm, --load-mode MODE` | model loading mode (default: mmap)<br/>- none: no special loading mode<br/>- mmap: memory-map model (if mmap disabled, slower load but may reduce pageouts if not using mlock)<br/>- mlock: force system to keep model in RAM rather than swapping or compressing<br/>- mmap+mlock: mmap + force system to keep model in RAM rather than swapping or compressing<br/>- dio: use DirectIO if available<br/><br/>(env: LLAMA_ARG_LOAD_MODE) |
+| `-lm, --load-mode MODE` | model loading mode (default: auto)<br/>- auto: mmap, unless a device does not support it<br/>- none: no special loading mode<br/>- mmap: memory-map model (if mmap disabled, slower load but may reduce pageouts if not using mlock)<br/>- mlock: force system to keep model in RAM rather than swapping or compressing<br/>- mmap+mlock: mmap + force system to keep model in RAM rather than swapping or compressing<br/>- dio: use DirectIO if available<br/><br/>(env: LLAMA_ARG_LOAD_MODE) |
 | `--numa TYPE` | attempt optimizations that help on some NUMA systems<br/>- distribute: spread execution evenly over all nodes<br/>- isolate: only spawn threads on CPUs on the node that execution started on<br/>- numactl: use the CPU map provided by numactl<br/>if run without this previously, it is recommended to drop the system page cache before using this<br/>see https://github.com/ggml-org/llama.cpp/issues/1437<br/>(env: LLAMA_ARG_NUMA) |
 | `-dev, --device <dev1,dev2,..>` | comma-separated list of devices to use for offloading (none = don't offload)<br/>use --list-devices to see a list of available devices<br/>(env: LLAMA_ARG_DEVICE) |
 | `--list-devices` | print list of available devices and exit |
@@ -102,8 +102,6 @@ For the full list of features, please refer to [server's changelog](https://gith
 | `-dr, --docker-repo [<repo>/]<model>[:quant]` | Docker Hub model repository. repo is optional, default to ai/. quant is optional, default to :latest.<br/>example: gemma3<br/>(default: unused)<br/>(env: LLAMA_ARG_DOCKER_REPO) |
 | `-hf, -hfr, --hf-repo <user>/<model>[:quant]` | Hugging Face model repository; quant is optional, case-insensitive, default to Q4_K_M, or falls back to the first file in the repo if Q4_K_M doesn't exist.<br/>mmproj is also downloaded automatically if available. to disable, add --no-mmproj<br/>example: ggml-org/GLM-4.7-Flash-GGUF:Q4_K_M<br/>(default: unused)<br/>(env: LLAMA_ARG_HF_REPO) |
 | `-hff, --hf-file FILE` | Hugging Face model file. If specified, it will override the quant in --hf-repo (default: unused)<br/>(env: LLAMA_ARG_HF_FILE) |
-| `-hfv, -hfrv, --hf-repo-v <user>/<model>[:quant]` | Hugging Face model repository for the vocoder model (default: unused)<br/>(env: LLAMA_ARG_HF_REPO_V) |
-| `-hffv, --hf-file-v FILE` | Hugging Face model file for the vocoder model (default: unused)<br/>(env: LLAMA_ARG_HF_FILE_V) |
 | `-hft, --hf-token TOKEN` | Hugging Face access token (default: value from HF_TOKEN environment variable)<br/>(env: HF_TOKEN) |
 | `--log-disable` | Log disable |
 | `--log-file FNAME` | Log to file<br/>(env: LLAMA_ARG_LOG_FILE) |
@@ -133,14 +131,14 @@ For the full list of features, please refer to [server's changelog](https://gith
 | `--xtc-probability N` | xtc probability (default: 0.00, 0.0 = disabled) |
 | `--xtc-threshold N` | xtc threshold (default: 0.10, 1.0 = disabled) |
 | `--typical, --typical-p N` | locally typical sampling, parameter p (default: 1.00, 1.0 = disabled) |
-| `--repeat-last-n N` | last n tokens to consider for penalize (default: 64, 0 = disabled, -1 = ctx_size) |
+| `--repeat-last-n N` | last n tokens to consider for penalize (default: 64, 0 = disabled) |
 | `--repeat-penalty N` | penalize repeat sequence of tokens (default: 1.00, 1.0 = disabled) |
 | `--presence-penalty N` | repeat alpha presence penalty (default: 0.00, 0.0 = disabled) |
 | `--frequency-penalty N` | repeat alpha frequency penalty (default: 0.00, 0.0 = disabled) |
 | `--dry-multiplier N` | set DRY sampling multiplier (default: 0.00, 0.0 = disabled) |
 | `--dry-base N` | set DRY sampling base value (default: 1.75) |
 | `--dry-allowed-length N` | set allowed length for DRY sampling (default: 2) |
-| `--dry-penalty-last-n N` | set DRY penalty for the last n tokens (default: -1, 0 = disable, -1 = context size) |
+| `--dry-penalty-last-n N` | set DRY penalty for the last n tokens (default: 64, 0 = disable) |
 | `--dry-sequence-breaker STRING` | add sequence breaker for DRY sampling, clearing out default breakers ('\n', ':', '"', '*') in the process; use "none" to not use any sequence breakers |
 | `--adaptive-target N` | adaptive-p: select tokens near this probability (valid range 0.0 to 1.0; negative = disabled) (default: -1.00)<br/>[(more info)](https://github.com/ggml-org/llama.cpp/pull/17927) |
 | `--adaptive-decay N` | adaptive-p: decay rate for target adaptation over time. lower values are more reactive, higher values are more stable.<br/>(valid range 0.0 to 0.99) (default: 0.90) |
@@ -198,7 +196,10 @@ For the full list of features, please refer to [server's changelog](https://gith
 | `--ui-config, --webui-config JSON` | JSON that provides default UI settings (overrides UI defaults)<br/>(env: LLAMA_ARG_UI_CONFIG) |
 | `--ui-config-file, --webui-config-file PATH` | JSON file that provides default UI settings (overrides UI defaults)<br/>(env: LLAMA_ARG_UI_CONFIG_FILE) |
 | `--ui-mcp-proxy, --webui-mcp-proxy, --no-ui-mcp-proxy, --no-webui-mcp-proxy` | experimental: whether to enable MCP CORS proxy - do not enable in untrusted environments (default: disabled)<br/>(env: LLAMA_ARG_UI_MCP_PROXY) |
-| `--tools TOOL1,TOOL2,...` | experimental: whether to enable built-in tools for AI agents - do not enable in untrusted environments (default: no tools)<br/>specify "all" to enable all tools<br/>available tools: read_file, file_glob_search, grep_search, exec_shell_command, write_file, edit_file, get_datetime<br/>note: for security reasons, this will limit --cors-origins to localhost by default<br/>(env: LLAMA_ARG_TOOLS) |
+| `--tools TOOL1,TOOL2,...` | experimental: whether to enable built-in tools for AI agents - do not enable in untrusted environments (default: no tools)<br/>specify "all" to enable all tools<br/>available tools: read_file, file_glob_search, grep_search, exec_shell_command, write_file, edit_file, get_datetime, get_info<br/>note: for security reasons, this will limit --cors-origins to localhost by default<br/>(env: LLAMA_ARG_TOOLS) |
+| `--tools-runtime OPTION` | experimental: run tools in a separate runtime environment (default: none, use host environment)<br/>available options:<br/>  'docker:<image>', 'podman:<image>': spin up a new container and reuse it for all invocations, clean up on server exit<br/>  'docker-container:<id>', 'podman-container:<id>': use an existing container by ID, won't stop on server exit<br/>  'ssh:<target>': run tools on a remote POSIX host over SSH, key-based auth and a trusted host key are required<br/><br/>(env: LLAMA_ARG_TOOLS_RUNTIME) |
+| `--mcp-servers-config PATH` | experimental: path to JSON file with MCP server definitions (Cursor-compatible format) - do not enable in untrusted environments (default: none)<br/>note: for security reasons, this will limit --cors-origins to localhost by default<br/>(env: LLAMA_ARG_MCP_SERVERS_CONFIG) |
+| `--mcp-servers-json JSON` | experimental: inline JSON with MCP server definitions (Cursor-compatible format) - do not enable in untrusted environments (default: none)<br/>note: for security reasons, this will limit --cors-origins to localhost by default<br/>(env: LLAMA_ARG_MCP_SERVERS_JSON) |
 | `-ag, --agent, -no-ag, --no-agent` | whether to enable CORS proxy and all built-in tools - do not enable in untrusted environments (default: disabled)<br/>note: for security reasons, this will limit --cors-origins to localhost by default<br/>(env: LLAMA_ARG_AGENT) |
 | `--ui, --webui, --no-ui, --no-webui` | whether to enable the Web UI (default: enabled)<br/>(env: LLAMA_ARG_UI) |
 | `--embedding, --embeddings` | restrict to only support embedding use case; use only with dedicated embedding models (default: disabled)<br/>(env: LLAMA_ARG_EMBEDDINGS) |
@@ -277,8 +278,6 @@ For the full list of features, please refer to [server's changelog](https://gith
 | `--spec-ngram-size-n N` | the argument has been removed. use the respective --spec-ngram-*-size-n or --spec-ngram-mod-n-match |
 | `--spec-ngram-size-m N` | the argument has been removed. use the respective --spec-ngram-*-size-m |
 | `--spec-ngram-min-hits N` | the argument has been removed. use the respective --spec-ngram-*-min-hits |
-| `-mv, --model-vocoder FNAME` | vocoder model for audio generation (default: unused) |
-| `--tts-use-guide-tokens` | Use guide tokens to improve TTS word recall |
 | `--embd-gemma-default` | use default EmbeddingGemma model (note: can download weights from the internet) |
 | `--fim-qwen-1.5b-default` | use default Qwen 2.5 Coder 1.5B (note: can download weights from the internet) |
 | `--fim-qwen-3b-default` | use default Qwen 2.5 Coder 3B (note: can download weights from the internet) |
@@ -474,7 +473,7 @@ These words will not be included in the completion, so make sure to add them to
 
 `repeat_penalty`: Control the repetition of token sequences in the generated text. Default: `1.1`
 
-`repeat_last_n`: Last n tokens to consider for penalizing repetition. Default: `64`, where `0` is disabled and `-1` is ctx-size.
+`repeat_last_n`: Last n tokens to consider for penalizing repetition. Default: `64`, where `0` is disabled.
 
 `presence_penalty`: Repeat alpha presence penalty. Default: `0.0`, which is disabled.
 
@@ -486,7 +485,7 @@ These words will not be included in the completion, so make sure to add them to
 
 `dry_allowed_length`: Tokens that extend repetition beyond this receive exponentially increasing penalty: multiplier * base ^ (length of repeating sequence before token - allowed length). Default: `2`
 
-`dry_penalty_last_n`: How many tokens to scan for repetitions. Default: `-1`, where `0` is disabled and `-1` is context size.
+`dry_penalty_last_n`: How many tokens to scan for repetitions. Default: `64`, where `0` is disabled.
 
 `dry_sequence_breakers`: Specify an array of sequence breakers for DRY sampling. Only a JSON array of strings is accepted. Default: `['\n', ':', '"', '*']`
 
@@ -794,7 +793,7 @@ By default, it is read-only. To make POST request to change global properties, y
       "dry_multiplier": 0.0,
       "dry_base": 1.75,
       "dry_allowed_length": 2,
-      "dry_penalty_last_n": -1,
+      "dry_penalty_last_n": 64,
       "dry_sequence_breakers": [
         "\n",
         ":",
@@ -1074,6 +1073,10 @@ In *router mode* the query param `?model={model_id}` has to be set. This endpoin
 | `llamacpp:n_tokens_max` | Counter | High watermark of the context size observed. |
 | `llamacpp:n_decode_total` | Counter | Total Number of llama_decode() calls. |
 | `llamacpp:n_busy_slots_per_decode` | Gauge | Average number of busy slots per llama_decode() call. |
+| `llamacpp:spec_decode_num_draft_tokens_total` | Counter | Total draft tokens generated (0 when spec-decode is off). |
+| `llamacpp:spec_decode_num_accepted_tokens_total` | Counter | Total draft tokens accepted by the target model (0 when spec-decode is off). |
+| `llamacpp:spec_decode_num_drafts_total` | Counter | Total speculative decoding verification steps (0 when spec-decode is off). |
+| `llamacpp:spec_decode_num_accepted_tokens_per_pos_total` | Counter | Accepted tokens per draft position (labeled `position="N"`; absent when spec-decode is off or before the first completed speculative request). |
 
 ### POST `/slots/{id_slot}?action=save`: Save the prompt cache of the specified slot to a file.
 
diff --git a/tools/server/server-context.cpp b/tools/server/server-context.cpp
index 4655b518e..d75c6856d 100644
--- a/tools/server/server-context.cpp
+++ b/tools/server/server-context.cpp
@@ -39,19 +39,18 @@ using json = nlohmann::ordered_json;
 
 constexpr int HTTP_POLLING_SECONDS = 1;
 
-static uint32_t server_n_outputs_max(const common_params & params) {
-    const uint32_t n_batch  = params.n_batch;
-
+static common_speculative_output_limits server_output_limits(const common_params & params) {
     if (params.embedding ||
             (params.pooling_type != LLAMA_POOLING_TYPE_UNSPECIFIED && params.pooling_type != LLAMA_POOLING_TYPE_NONE)) {
-        return n_batch;
+        return { params.n_batch, 1 };
     }
 
-    const uint32_t n_outputs_per_seq = 1 + common_speculative_n_max(&params.speculative);
-
-    const uint64_t n_outputs = (uint64_t) params.n_parallel * n_outputs_per_seq;
+    auto result = common_speculative_get_output_limits(
+            params.n_batch, params.n_parallel, common_speculative_n_max(&params.speculative));
 
-    return std::max<uint32_t>(1, std::min<uint64_t>(n_batch, n_outputs));
+    result.total   = std::max<int32_t>(1, result.total);
+    result.per_seq = std::max<int32_t>(1, result.per_seq);
+    return result;
 }
 
 // state diagram: https://github.com/ggml-org/llama.cpp/pull/9283
@@ -398,12 +397,7 @@ struct server_slot {
 
     bool need_embd() const {
         GGML_ASSERT(task);
-        return task->need_embd() || (spec && common_speculative_need_embd(spec));
-    }
-
-    bool need_embd_nextn() const {
-        GGML_ASSERT(task);
-        return spec && common_speculative_need_embd_nextn(spec);
+        return task->need_embd();
     }
 
     // if the context does not have a memory module then all embeddings have to be computed within a single ubatch
@@ -845,6 +839,11 @@ struct server_metrics {
     uint64_t n_decode_total     = 0;
     uint64_t n_busy_slots_total = 0;
 
+    uint64_t n_draft_tokens_total      = 0;
+    uint64_t n_draft_accepted_total    = 0;
+    uint64_t n_draft_verif_steps_total = 0;
+    std::vector<uint64_t> n_accepted_per_pos_total;
+
     void init() {
         t_start = ggml_time_us();
     }
@@ -863,6 +862,17 @@ struct server_metrics {
         n_tokens_predicted         += slot.n_decoded;
         t_tokens_generation        += slot.t_token_generation;
         t_tokens_generation_total  += slot.t_token_generation;
+
+        n_draft_tokens_total      += slot.n_draft_total;
+        n_draft_accepted_total    += slot.n_draft_accepted;
+        n_draft_verif_steps_total += slot.n_draft_verif_steps;
+
+        if (n_accepted_per_pos_total.size() < slot.n_accepted_per_pos.size()) {
+            n_accepted_per_pos_total.resize(slot.n_accepted_per_pos.size(), 0);
+        }
+        for (size_t i = 0; i < slot.n_accepted_per_pos.size(); i++) {
+            n_accepted_per_pos_total[i] += slot.n_accepted_per_pos[i];
+        }
     }
 
     void on_decoded(const std::vector<server_slot> & slots) {
@@ -1047,7 +1057,9 @@ private:
         const bool is_resume = sleeping;
 
         params_base = params;
-        params_base.n_outputs_max = server_n_outputs_max(params_base);
+        const auto output_limits = server_output_limits(params_base);
+        params_base.n_outputs_max = output_limits.total;
+        params_base.n_outputs_max_per_seq = output_limits.per_seq;
 
         const bool has_mmproj = !params.mmproj.path.empty();
         const bool has_draft = params.speculative.has_dft();
@@ -1816,18 +1828,13 @@ private:
 
             const bool need_pre_sample_logits = task.params.sampling.n_probs > 0 && !task.params.post_sampling_probs;
 
-            bool backend_sampling = true;
-
-            backend_sampling &= task.params.sampling.backend_sampling;
-
-            // TODO: speculative decoding requires multiple samples per batch - not supported yet
-            backend_sampling &= !(slot.can_speculate());
+            bool use_backend_sampling = task.params.sampling.backend_sampling;
 
             // TODO: getting pre sampling logits is not yet supported with backend sampling
-            backend_sampling &= !need_pre_sample_logits;
+            use_backend_sampling &= !need_pre_sample_logits;
 
             // TODO: tmp until backend sampling is fully implemented
-            if (backend_sampling) {
+            if (use_backend_sampling) {
                 llama_set_sampler(ctx_tgt, slot.id, common_sampler_get(slot.smpl.get()));
             } else {
                 llama_set_sampler(ctx_tgt, slot.id, nullptr);
@@ -2552,6 +2559,11 @@ private:
                     res->n_decode_total          = metrics.n_decode_total;
                     res->n_busy_slots_total      = metrics.n_busy_slots_total;
 
+                    res->n_draft_tokens_total      = metrics.n_draft_tokens_total;
+                    res->n_draft_accepted_total    = metrics.n_draft_accepted_total;
+                    res->n_draft_verif_steps_total = metrics.n_draft_verif_steps_total;
+                    res->n_accepted_per_pos_total  = metrics.n_accepted_per_pos_total;
+
                     if (task.metrics_reset_bucket) {
                         metrics.reset_bucket();
                     }
@@ -3844,7 +3856,8 @@ private:
 
         // speculative decoding - main model sample and accept
         iterate(slots, [&](server_slot & slot) {
-            if (slot.state != SLOT_STATE_GENERATING || !slot.can_speculate() || slot.spec_draft.empty()) {
+            if (slot.state != SLOT_STATE_GENERATING || !slot.can_speculate() ||
+                    slot.spec_draft.empty() || slot.spec_i_batch.empty()) {
                 return;
             }
 
@@ -3855,7 +3868,6 @@ private:
 
             // verify and try to accept the draft
             {
-                // save the sampler sampler state in case we need to restore it
                 common_sampler_ptr smpl_save(common_sampler_clone(slot.smpl.get()));
 
                 GGML_ASSERT(slot.spec_i_batch.size() == n_draft + 1);
@@ -3894,7 +3906,7 @@ private:
                         slot.mem.seq_rm(slot.id, ckpt.pos_max + 1, -1);
 
                         slot.prompt.tokens.keep_first(ckpt.n_tokens);
-                        slot.smpl = std::move(smpl_save);
+                        common_sampler_copy(smpl_save.get(), slot.smpl.get());
 
                         return;
                     }
@@ -4147,7 +4159,6 @@ std::unique_ptr<server_res_generator> server_routes::handle_completions_impl(
             task.params = server_schema::eval_llama_cmpl_schema(
                     ctx_server.vocab,
                     params,
-                    meta->slot_n_ctx,
                     meta->logit_bias_eog,
                     data);
 
@@ -4441,6 +4452,18 @@ void server_routes::init_routes() {
                     {"name",  "n_tokens_max"},
                     {"help",  "Largest observed n_tokens."},
                     {"value",  res_task->n_tokens_max}
+            }, {
+                    {"name",  "spec_decode_num_draft_tokens_total"},
+                    {"help",  "Total draft tokens generated"},
+                    {"value",  res_task->n_draft_tokens_total}
+            }, {
+                    {"name",  "spec_decode_num_accepted_tokens_total"},
+                    {"help",  "Total draft tokens accepted by the target model"},
+                    {"value",  res_task->n_draft_accepted_total}
+            }, {
+                    {"name",  "spec_decode_num_drafts_total"},
+                    {"help",  "Total speculative decoding verification steps"},
+                    {"value",  res_task->n_draft_verif_steps_total}
             }}},
             {"gauge", {{
                     {"name",  "prompt_tokens_seconds"},
@@ -4482,6 +4505,17 @@ void server_routes::init_routes() {
             }
         }
 
+        // labeled counter: one time series per draft position
+        if (!res_task->n_accepted_per_pos_total.empty()) {
+            prometheus << "# HELP llamacpp:spec_decode_num_accepted_tokens_per_pos_total"
+                          " Accepted tokens per draft position\n"
+                       << "# TYPE llamacpp:spec_decode_num_accepted_tokens_per_pos_total counter\n";
+            for (size_t i = 0; i < res_task->n_accepted_per_pos_total.size(); i++) {
+                prometheus << "llamacpp:spec_decode_num_accepted_tokens_per_pos_total{position=\""
+                           << i << "\"} " << res_task->n_accepted_per_pos_total[i] << "\n";
+            }
+        }
+
         res->headers["Process-Start-Time-Unix"] = std::to_string(res_task->t_start);
         res->content_type = "text/plain; version=0.0.4";
         res->status = 200;
diff --git a/tools/server/server-models.cpp b/tools/server/server-models.cpp
index 188a72a37..93e940951 100644
--- a/tools/server/server-models.cpp
+++ b/tools/server/server-models.cpp
@@ -70,6 +70,188 @@ struct server_subproc {
     }
 };
 
+struct server_lru_sched {
+    server_lru_sched(server_models & models) : models(models) {}
+
+    bool has_capacity(std::unique_lock<std::mutex> & lk) {
+        check_lock(lk);
+        return models.base_params.models_max <= 0
+            || count_running() < (size_t) models.base_params.models_max;
+    }
+
+    // returns "" if no model can be given up
+    std::string pick_victim(std::unique_lock<std::mutex> & lk, const std::string & exclude) {
+        check_lock(lk);
+        std::string victim;
+        int64_t victim_last_used = 0;
+        for (const auto & m : models.mapping) {
+            if (m.first == exclude) {
+                continue;
+            }
+            // a busy model is mid-request, one still coming up has no request to finish
+            if (m.second.req_count != 0 || !m.second.meta.is_ready_or_sleep()) {
+                continue;
+            }
+            if (victim.empty() || m.second.meta.last_used < victim_last_used) {
+                victim           = m.first;
+                victim_last_used = m.second.meta.last_used;
+            }
+        }
+        return victim;
+    }
+
+    // requests wanting the same model share one entry, so they all need only one slot
+    // and all get unblocked by the single load that entry performs
+    void join(std::unique_lock<std::mutex> & lk, const std::string & model_id) {
+        check_lock(lk);
+        if (entry_t * e = find(model_id)) {
+            e->n_waiters++;
+            SRV_INF("request for name=%s joined the queue, %d waiting\n", model_id.c_str(), e->n_waiters);
+            return;
+        }
+        queue.push_back({ model_id, 1, false, false });
+        SRV_INF("models_max reached, request for name=%s queued at position %zu\n",
+                model_id.c_str(), queue.size());
+    }
+
+    void leave(std::unique_lock<std::mutex> & lk, const std::string & model_id) {
+        check_lock(lk);
+        for (auto it = queue.begin(); it != queue.end(); ++it) {
+            if (it->model_id == model_id) {
+                if (--it->n_waiters <= 0) {
+                    queue.erase(it); // last one waiting for this model went away
+                }
+                return;
+            }
+        }
+    }
+
+    bool queue_empty(std::unique_lock<std::mutex> & lk) {
+        check_lock(lk);
+        return queue.empty();
+    }
+
+    // true if it is this model's turn to load, and nobody is loading it yet
+    bool try_claim(std::unique_lock<std::mutex> & lk, const std::string & model_id) {
+        check_lock(lk);
+        if (queue.empty() || queue.front().model_id != model_id || queue.front().loading) {
+            return false;
+        }
+        if (!has_capacity(lk)) {
+            return false;
+        }
+        queue.front().loading = true;
+        return true;
+    }
+
+    // ok means the model is up: drop the entry, the other waiters just watch its status now
+    void claim_done(std::unique_lock<std::mutex> & lk, const std::string & model_id, bool ok) {
+        check_lock(lk);
+        for (auto it = queue.begin(); it != queue.end(); ++it) {
+            if (it->model_id == model_id) {
+                if (ok) {
+                    queue.erase(it);
+                } else {
+                    it->loading = false;
+                }
+                return;
+            }
+        }
+    }
+
+    // a model is on its way out for this entry, so other requests do not also give up one
+    void mark_slot_pending(std::unique_lock<std::mutex> & lk, const std::string & model_id) {
+        check_lock(lk);
+        if (entry_t * e = find(model_id)) {
+            e->slot_pending = true;
+        }
+    }
+
+    // model_id went idle: give up its slot if a queued request needs one
+    // thread-safe, caller must NOT hold models.mutex
+    void on_model_idle(const std::string & model_id) {
+        if (models.base_params.models_max <= 0) {
+            return; // no limit, nothing is ever queued
+        }
+        {
+            std::unique_lock<std::mutex> lk(models.mutex);
+            if (queue.empty()) {
+                return;
+            }
+            size_t promised     = 0;
+            bool   has_unserved = false;
+            for (const auto & e : queue) {
+                if (e.needs_slot()) {
+                    has_unserved = true;
+                } else {
+                    promised++;
+                }
+            }
+            if (!has_unserved) {
+                return;
+            }
+            if ((int) count_running() - (int) promised < models.base_params.models_max) {
+                return; // a slot is already on its way
+            }
+            // never give up a model that a queued request wants
+            for (const auto & e : queue) {
+                if (e.model_id == model_id) {
+                    return;
+                }
+            }
+            auto it = models.mapping.find(model_id);
+            if (it == models.mapping.end() || it->second.req_count != 0 || !it->second.meta.is_ready_or_sleep()) {
+                return;
+            }
+            for (auto & e : queue) {
+                if (!e.slot_pending) {
+                    e.slot_pending = true;
+                    break;
+                }
+            }
+        }
+        SRV_INF("model name=%s went idle, giving up its slot to a queued request\n", model_id.c_str());
+        models.unload(model_id);
+    }
+
+  private:
+    struct entry_t {
+        std::string model_id;
+        int  n_waiters;    // requests waiting for this model
+        bool slot_pending; // a model is already being evicted for this entry
+        bool loading;      // one of the waiters is doing the load right now
+
+        // a slot is already coming, or already taken by the load in flight
+        bool needs_slot() const { return !slot_pending && !loading; }
+    };
+
+    entry_t * find(const std::string & model_id) {
+        for (auto & e : queue) {
+            if (e.model_id == model_id) {
+                return &e;
+            }
+        }
+        return nullptr;
+    }
+
+    void check_lock(std::unique_lock<std::mutex> & lk) {
+        GGML_ASSERT(lk.owns_lock() && lk.mutex() == &models.mutex);
+    }
+
+    size_t count_running() {
+        size_t count = 0;
+        for (const auto & m : models.mapping) {
+            if (m.second.meta.is_running()) {
+                count++;
+            }
+        }
+        return count;
+    }
+
+    server_models & models;
+    std::deque<entry_t> queue;
+};
+
 // short loopback budget for the resumable stream router to child JSON calls (probe, lookup,
 // delete). distinct from params.timeout_read/write which only applies to the generation proxy
 static constexpr int STREAM_LOOKUP_TIMEOUT_MS = 250;
@@ -229,7 +411,8 @@ server_models::server_models(
             : ctx_preset(LLAMA_EXAMPLE_SERVER),
               base_params(params),
               base_env(get_environment()),
-              base_preset(ctx_preset.load_from_args(argc, argv)) {
+              base_preset(ctx_preset.load_from_args(argc, argv)),
+              sched(std::make_unique<server_lru_sched>(*this)) {
     // clean up base preset
     unset_reserved_args(base_preset, true);
     // set binary path
@@ -241,8 +424,11 @@ server_models::server_models(
         LOG_WRN("using original argv[0] as fallback: %s\n", argv[0]);
     }
     load_models();
+    debug_fake_timing = !common_get_env("LLAMA_SERVER_DEBUG_FAKE_TIMING").empty();
 }
 
+server_models::~server_models() = default;
+
 void server_models::add_model(server_model_meta && meta) {
     if (mapping.find(meta.name) != mapping.end()) {
         throw std::runtime_error(string_format("model '%s' appears multiple times", meta.name.c_str()));
@@ -713,22 +899,15 @@ void server_models::unload_lru() {
         return; // no limit
     }
     // remove one of the servers if we passed the models_max (least recently used - LRU)
-    std::string lru_model_name = "";
-    int64_t lru_last_used = ggml_time_ms();
-    size_t count_active = 0;
+    std::string lru_model_name;
     {
         std::unique_lock<std::mutex> lk(mutex);
-        for (const auto & m : mapping) {
-            if (m.second.meta.is_running()) {
-                count_active++;
-                if (m.second.meta.last_used < lru_last_used) {
-                    lru_model_name = m.first;
-                    lru_last_used = m.second.meta.last_used;
-                }
-            }
+        if (sched->has_capacity(lk)) {
+            return;
         }
+        lru_model_name = sched->pick_victim(lk, "");
     }
-    if (!lru_model_name.empty() && count_active >= (size_t)base_params.models_max) {
+    if (!lru_model_name.empty()) {
         SRV_INF("models_max limit reached, removing LRU name=%s\n", lru_model_name.c_str());
         unload(lru_model_name);
         // wait for unload to complete
@@ -746,6 +925,11 @@ void server_models::load(const std::string & name) {
 }
 
 void server_models::load(const std::string & name, const load_options & opts) {
+    if (debug_fake_timing) {
+        // do not hold the mutex here, other requests must keep making progress
+        std::this_thread::sleep_for(std::chrono::seconds(2));
+    }
+
     if (!opts.custom_meta.has_value()) {
         if (!has_model(name)) {
             throw std::runtime_error("model name=" + name + " is not found");
@@ -1138,7 +1322,7 @@ void server_models::wait(std::unique_lock<std::mutex> & lk, const std::string &
     });
 }
 
-bool server_models::ensure_model_ready(const std::string & name) {
+bool server_models::ensure_model_ready(const std::string & name, const std::function<bool()> & should_stop) {
     auto meta = get_meta(name);
     if (!meta.has_value()) {
         throw std::runtime_error("model name=" + name + " is not found");
@@ -1149,25 +1333,112 @@ bool server_models::ensure_model_ready(const std::string & name) {
     if (meta->status == SERVER_MODEL_STATUS_SLEEPING) {
         return false; // child is sleeping but still running; new request will wake it up
     }
-    if (meta->status == SERVER_MODEL_STATUS_UNLOADED) {
-        SRV_INF("model name=%s is not loaded, loading...\n", name.c_str());
-        load(name);
+
+    bool queued   = false;
+    bool did_load = false;
+    std::string victim;
+    {
+        std::unique_lock<std::mutex> lk(mutex);
+        auto it = mapping.find(name);
+        if (it != mapping.end() && it->second.meta.status == SERVER_MODEL_STATUS_UNLOADED) {
+            bool has_capacity = sched->has_capacity(lk);
+            if (has_capacity && sched->queue_empty(lk)) {
+                lk.unlock();
+                SRV_INF("model name=%s is not loaded, loading...\n", name.c_str());
+                load(name);
+                did_load = true;
+            } else {
+                // also queue when a slot looks free but others wait already, else they starve
+                sched->join(lk, name);
+                queued = true;
+                if (!has_capacity) {
+                    // an idle model may sit here right now, do not wait for a request to end
+                    victim = sched->pick_victim(lk, name);
+                    if (!victim.empty()) {
+                        sched->mark_slot_pending(lk, name);
+                    }
+                }
+            }
+        }
+    }
+    if (!victim.empty()) {
+        SRV_INF("evicting idle LRU name=%s to make room for name=%s\n", victim.c_str(), name.c_str());
+        unload(victim);
     }
 
-    // wait for loading to complete
+    // while queued, this is also where the load happens: the head of the queue does it
     SRV_INF("waiting until model name=%s is fully loaded...\n", name.c_str());
-    wait(name, [&meta](const server_model_meta & new_meta) {
-        if (new_meta.status != SERVER_MODEL_STATUS_LOADING) {
-            meta = new_meta; // update meta for final check after wait
-            return true;
+    std::unique_lock<std::mutex> lk(mutex);
+    auto leave_queue = [this, &queued, &lk, &name]() {
+        if (queued) {
+            sched->leave(lk, name);
+            queued = false;
         }
-        return false;
-    });
+    };
+
+    try {
+        bool saw_loading = false;
+        while (true) {
+            auto it = mapping.find(name);
+            if (it == mapping.end()) {
+                break; // removed by another code path, nothing to wait for
+            }
+            const server_model_status status = it->second.meta.status;
+
+            if (status == SERVER_MODEL_STATUS_LOADED || status == SERVER_MODEL_STATUS_SLEEPING) {
+                break;
+            }
+            if (status == SERVER_MODEL_STATUS_DOWNLOADING || status == SERVER_MODEL_STATUS_DOWNLOADED) {
+                break; // do not wait on a download child
+            }
+            if (status == SERVER_MODEL_STATUS_LOADING) {
+                saw_loading = true;
+            } else if (status == SERVER_MODEL_STATUS_UNLOADED) {
+                if (did_load || saw_loading) {
+                    // a spawn happened and the instance came back down
+                    if (it->second.meta.is_failed()) {
+                        throw std::runtime_error("model name=" + name + " failed to load");
+                    }
+                    break; // unloaded by another code path, caller reports "not running"
+                }
+                if (!queued) {
+                    break; // not queued, and the load someone else started fell over
+                }
+            }
 
-    // check final status
-    if (!meta.has_value() || meta->is_failed()) {
-        throw std::runtime_error("model name=" + name + " failed to load");
+            if (should_stop && should_stop()) {
+                // if a model was evicted for us, the free slot goes to the next waiter
+                throw std::runtime_error("request cancelled while waiting for model name=" + name);
+            }
+
+            // our turn: our model is at the head, and a slot really did free up
+            if (status == SERVER_MODEL_STATUS_UNLOADED && sched->try_claim(lk, name)) {
+                lk.unlock();
+                bool ok = true;
+                try {
+                    SRV_INF("slot available, loading queued model name=%s\n", name.c_str());
+                    load(name);
+                    did_load = true;
+                } catch (const std::exception & e) {
+                    // lost a race for the slot, stay in line and retry
+                    SRV_WRN("queued load of name=%s did not go through: %s\n", name.c_str(), e.what());
+                    ok = false;
+                }
+                lk.lock();
+                sched->claim_done(lk, name, ok);
+                if (ok) {
+                    queued = false; // entry is gone, the other waiters watch the status now
+                }
+                continue;
+            }
+
+            cv.wait_for(lk, std::chrono::milliseconds(200));
+        }
+    } catch (...) {
+        leave_queue();
+        throw;
     }
+    leave_queue();
 
     return true;
 }
@@ -1180,9 +1451,16 @@ server_http_res_ptr server_models::proxy_request(const server_http_req & req, co
     if (!meta->is_running()) {
         throw std::invalid_argument("model name=" + name + " is not running");
     }
-    if (update_last_used) {
+    {
         std::unique_lock<std::mutex> lk(mutex);
-        mapping[name].meta.last_used = ggml_time_ms();
+        if (update_last_used) {
+            mapping[name].meta.last_used = ggml_time_ms();
+        }
+        mapping[name].req_count++;
+    }
+    if (debug_fake_timing) {
+        // sleep after req_count++, so the model counts as busy while we wait here
+        std::this_thread::sleep_for(std::chrono::seconds(2));
     }
     SRV_INF("proxying request to model %s on port %d\n", name.c_str(), meta->port);
     std::string proxy_path = req.path;
@@ -1198,13 +1476,29 @@ server_http_res_ptr server_models::proxy_request(const server_http_req & req, co
             req.headers,
             req.body,
             req.files,
-            // a detached request belongs to a replay session that outlives the client socket:
-            // it reaches the child even when the downstream died during the load wait, the
-            // session buffer is the recipient and DELETE remains the stop
-            detached ? std::function<bool()>([]() { return false; }) : req.should_stop,
+            // a detached request belongs to a replay session
+            detached
+                ? std::function<bool()>([]() { return false; })
+                : req.should_stop,
             base_params.timeout_read,
             base_params.timeout_write
             );
+
+    proxy->cleanup = [this, name]() {
+        bool went_idle = false;
+        {
+            std::unique_lock<std::mutex> lk(mutex);
+            auto it = mapping.find(name);
+            if (it != mapping.end() && it->second.req_count > 0) {
+                it->second.req_count--;
+                went_idle = it->second.req_count == 0;
+            }
+        }
+        if (went_idle) {
+            sched->on_model_idle(name);
+        }
+    };
+
     return proxy;
 }
 
@@ -1568,7 +1862,7 @@ void server_models_routes::init_routes() {
             return error_res;
         }
         if (autoload) {
-            models.ensure_model_ready(name);
+            models.ensure_model_ready(name, req.should_stop);
         }
         return models.proxy_request(req, method, name, false);
     };
@@ -1588,7 +1882,9 @@ void server_models_routes::init_routes() {
         // this request instead of leaving an orphan generation
         std::string conv_id = server_stream_conv_id_from_headers(req.headers);
         uint64_t ticket = models.conv_models.remember(conv_id, name);
-        bool waited = autoload && models.ensure_model_ready(name);
+        // a dead socket must not cancel a session request, only a stop does (checked right below)
+        auto should_stop = ticket == 0 ? req.should_stop : nullptr;
+        bool waited = autoload && models.ensure_model_ready(name, should_stop);
         if (ticket != 0 && !models.conv_models.alive(conv_id, ticket)) {
             SRV_INF("request for conv_id=%s cancelled while model name=%s was loading\n",
                     conv_id.c_str(), name.c_str());
@@ -2064,7 +2360,7 @@ server_http_proxy::server_http_proxy(
     cli->set_write_timeout(timeout_read, 0); // reversed for cli (client) vs srv (server)
     cli->set_read_timeout(timeout_write, 0);
     this->status = 500; // to be overwritten upon response
-    this->cleanup = [pipe]() {
+    this->cleanup_pipes = [pipe]() {
         pipe->close_read();
         pipe->close_write();
     };
@@ -2079,9 +2375,8 @@ server_http_proxy::server_http_proxy(
         return has_next; // false if EOF or pipe broken
     };
 
-    // wire up the HTTP client
-    // note: do NOT capture `this` pointer, as it may be destroyed before the thread ends
-    httplib::ResponseHandler response_handler = [pipe, cli](const httplib::Response & response) {
+    // build the header message forwarded to the reader thread, stripping internal proxy headers
+    auto make_header_msg = [](const httplib::Response & response) {
         msg_t msg;
         msg.status = response.status;
         for (const auto & [key, value] : response.headers) {
@@ -2095,7 +2390,17 @@ server_http_proxy::server_http_proxy(
             }
             msg.headers[key] = value;
         }
-        return pipe->write(std::move(msg)); // send headers first
+        return msg;
+    };
+
+    // true once response_handler has already forwarded the headers
+    auto headers_sent = std::make_shared<std::atomic<bool>>(false);
+
+    // wire up the HTTP client
+    // note: do NOT capture `this` pointer, as it may be destroyed before the thread ends
+    httplib::ResponseHandler response_handler = [pipe, headers_sent, make_header_msg](const httplib::Response & response) {
+        headers_sent->store(true);
+        return pipe->write(make_header_msg(response)); // send headers first
     };
     httplib::ContentReceiverWithProgress content_receiver = [pipe](const char * data, size_t data_length, size_t, size_t) {
         // send data chunks
@@ -2169,13 +2474,16 @@ server_http_proxy::server_http_proxy(
 
     // start the proxy thread
     SRV_DBG("start proxy thread %s %s\n", req.method.c_str(), req.path.c_str());
-    this->thread = std::thread([cli, pipe, req]() {
+    this->thread = std::thread([cli, pipe, req, headers_sent, make_header_msg]() {
         auto result = cli->send(std::move(req));
         if (result.error() != httplib::Error::Success) {
             auto err_str = httplib::to_string(result.error());
             SRV_ERR("http client error: %s\n", err_str.c_str());
             pipe->write({{}, 500, "", ""}); // header
             pipe->write({{}, 0, "proxy error: " + err_str, ""}); // body
+        } else if (!headers_sent->load()) {
+            // httplib skips response_handler for bodyless statuses like 204, send headers here instead
+            pipe->write(make_header_msg(*result));
         }
         pipe->close_write(); // signal EOF to reader
         SRV_DBG("%s", "client request thread ended\n");
diff --git a/tools/server/server-models.h b/tools/server/server-models.h
index 614798186..615acb577 100644
--- a/tools/server/server-models.h
+++ b/tools/server/server-models.h
@@ -84,7 +84,6 @@ struct server_model_meta {
     int exit_code = 0; // exit code of the model instance process (only valid if status == FAILED)
     int stop_timeout = 0; // seconds to wait before force-killing the model instance during shutdown
     mtmd_caps multimodal; // multimodal capabilities
-    // bool need_download = false; // whether the model needs to be downloaded before loading // TODO @ngxson: implement this
 
     bool is_ready() const {
         return status == SERVER_MODEL_STATUS_LOADED;
@@ -94,6 +93,10 @@ struct server_model_meta {
         return status == SERVER_MODEL_STATUS_LOADED || status == SERVER_MODEL_STATUS_LOADING || status == SERVER_MODEL_STATUS_SLEEPING;
     }
 
+    bool is_ready_or_sleep() const {
+        return status == SERVER_MODEL_STATUS_LOADED || status == SERVER_MODEL_STATUS_SLEEPING;
+    }
+
     bool is_failed() const {
         return status == SERVER_MODEL_STATUS_UNLOADED && exit_code != 0;
     }
@@ -103,16 +106,19 @@ struct server_model_meta {
 };
 
 struct server_models_routes;
-struct server_subproc; // defined in server-models.cpp
+struct server_subproc;   // defined in server-models.cpp
+struct server_lru_sched; // defined in server-models.cpp
 
 struct server_models {
     friend struct server_models_routes;
+    friend struct server_lru_sched;
 
 private:
     struct instance_t {
         std::shared_ptr<server_subproc> subproc; // shared between main thread and monitoring thread
         std::thread th;
         server_model_meta meta;
+        int req_count = 0; // number of active proxy requests
     };
 
     std::mutex mutex;
@@ -191,6 +197,12 @@ private:
     std::vector<std::string> base_env;
     common_preset base_preset; // base preset from llama-server CLI args
 
+    // queue of requests waiting for a models_max slot
+    std::unique_ptr<server_lru_sched> sched;
+
+    // if true, add some delay to simulate works (useful for testing)
+    bool debug_fake_timing = false;
+
     void update_meta(const std::string & name, const server_model_meta & meta);
 
     // unload least recently used models if the limit is reached
@@ -207,6 +219,7 @@ public:
     conv_model_tracker conv_models;
 
     server_models(const common_params & params, int argc, char ** argv);
+    ~server_models();
 
     server_response sse; // for real-time updates via SSE endpoint
 
@@ -263,7 +276,9 @@ public:
     // ensure the model is in ready state (thread-safe)
     // return false if model is ready
     // otherwise, load the model and blocking wait until it's ready, then return true (meta may need to be refreshed)
-    bool ensure_model_ready(const std::string & name);
+    // if models_max is reached, the request waits in a queue until a slot frees up
+    // throws if the load fails, or if should_stop fires while waiting
+    bool ensure_model_ready(const std::string & name, const std::function<bool()> & should_stop = nullptr);
 
     // proxy an HTTP request to the model instance
     server_http_res_ptr proxy_request(const server_http_req & req, const std::string & method, const std::string & name, bool update_last_used, bool detached = false);
@@ -343,7 +358,6 @@ struct server_models_routes {
  */
 struct server_http_proxy : server_http_res {
     std::function<void()> cleanup = nullptr;
-public:
     server_http_proxy(const std::string & method,
                       const std::string & scheme,
                       const std::string & host,
@@ -357,11 +371,15 @@ public:
                       int32_t timeout_write
                       );
     ~server_http_proxy() {
+        if (cleanup_pipes) {
+            cleanup_pipes();
+        }
         if (cleanup) {
             cleanup();
         }
     }
 private:
+    std::function<void()> cleanup_pipes = nullptr;
     std::thread thread;
     struct msg_t {
         std::map<std::string, std::string> headers;
diff --git a/tools/server/server-schema.cpp b/tools/server/server-schema.cpp
index 674d3ba33..5d7fa6ae6 100644
--- a/tools/server/server-schema.cpp
+++ b/tools/server/server-schema.cpp
@@ -124,8 +124,8 @@ std::vector<std::unique_ptr<field>> make_llama_cmpl_schema(const common_params &
         ->set_desc("Dynamic temperature exponent, controls how entropy maps to temperature"));
 
     add((new field_num("repeat_last_n", params.sampling.penalty_last_n))
-        ->set_hard_limits(-1, INT32_MAX)
-        ->set_desc("Last n tokens to consider for penalizing repetition (0 = disabled, -1 = ctx-size)"));
+        ->set_hard_limits(0, INT32_MAX)
+        ->set_desc("Last n tokens to consider for penalizing repetition (0 = disabled)"));
 
     add((new field_num("repeat_penalty", params.sampling.penalty_repeat))
         ->set_desc("Control the repetition of token sequences in the generated text (1.0 = disabled)"));
@@ -151,8 +151,8 @@ std::vector<std::unique_ptr<field>> make_llama_cmpl_schema(const common_params &
         ->set_desc("Tokens that extend repetition beyond this length receive exponentially increasing penalty: multiplier * base ^ (sequence_length - allowed_length)"));
 
     add((new field_num("dry_penalty_last_n", params.sampling.dry_penalty_last_n))
-        ->set_hard_limits(-1, INT32_MAX)
-        ->set_desc("How many tokens to scan for repetitions (0 = disabled, -1 = context size)"));
+        ->set_hard_limits(0, INT32_MAX)
+        ->set_desc("How many tokens to scan for repetitions (0 = disabled)"));
 
     add((new field_num("mirostat", params.sampling.mirostat))
         ->set_limits(0, 2)
@@ -515,12 +515,11 @@ std::vector<std::unique_ptr<field>> make_llama_cmpl_schema(const common_params &
 task_params eval_llama_cmpl_schema(
                 const llama_vocab * vocab,
                 const common_params & params_base,
-                const int n_ctx_slot,
                 const std::vector<llama_logit_bias> & logit_bias_eog,
                 const json & data) {
     task_params params;
 
-    // Sampling parameter defaults are loaded from the global server context (but individual requests can still them)
+    // Sampling parameter defaults are loaded from the global server context (but individual requests can still override them)
     params.sampling      = params_base.sampling;
     params.speculative   = params_base.speculative;
     params.n_keep        = params_base.n_keep;
@@ -549,15 +548,6 @@ task_params eval_llama_cmpl_schema(
 
     // post-processing
     {
-        if (params.sampling.penalty_last_n == -1) {
-            // note: should be the slot's context and not the full context, but it's ok
-            params.sampling.penalty_last_n = n_ctx_slot;
-        }
-
-        if (params.sampling.dry_penalty_last_n == -1) {
-            params.sampling.dry_penalty_last_n = n_ctx_slot;
-        }
-
         // if "reasoning_format" is not provided, its handler will not be called, we will need to handle it here
         auto reasoning_format = params.chat_parser_params.reasoning_format;
         params.chat_parser_params.reasoning_in_content = params.stream && (reasoning_format == COMMON_REASONING_FORMAT_DEEPSEEK_LEGACY);
diff --git a/tools/server/server-schema.h b/tools/server/server-schema.h
index 08cf427dc..d0a81431b 100644
--- a/tools/server/server-schema.h
+++ b/tools/server/server-schema.h
@@ -98,7 +98,6 @@ std::vector<std::unique_ptr<field>> make_llama_cmpl_schema(
 task_params eval_llama_cmpl_schema(
                     const llama_vocab * vocab,
                     const common_params & params_base,
-                    const int n_ctx_slot,
                     const std::vector<llama_logit_bias> & logit_bias_eog,
                     const json & data);
 
diff --git a/tools/server/server-task.cpp b/tools/server/server-task.cpp
index 070f1ade2..1ee677553 100644
--- a/tools/server/server-task.cpp
+++ b/tools/server/server-task.cpp
@@ -1560,6 +1560,11 @@ json server_task_result_metrics::to_json() {
         { "n_decode_total",                  n_decode_total },
         { "n_busy_slots_total",              n_busy_slots_total },
 
+        { "n_draft_tokens_total",            n_draft_tokens_total },
+        { "n_draft_accepted_total",          n_draft_accepted_total },
+        { "n_draft_verif_steps_total",       n_draft_verif_steps_total },
+        { "n_accepted_per_pos_total",        n_accepted_per_pos_total },
+
         { "slots",                           slots_data },
     };
 }
diff --git a/tools/server/server-task.h b/tools/server/server-task.h
index 411d91807..6275ec760 100644
--- a/tools/server/server-task.h
+++ b/tools/server/server-task.h
@@ -532,6 +532,11 @@ struct server_task_result_metrics : server_task_result {
     uint64_t n_decode_total     = 0;
     uint64_t n_busy_slots_total = 0;
 
+    uint64_t n_draft_tokens_total      = 0;
+    uint64_t n_draft_accepted_total    = 0;
+    uint64_t n_draft_verif_steps_total = 0;
+    std::vector<uint64_t> n_accepted_per_pos_total;
+
     // while we can also use std::vector<server_slot> this requires copying the slot object which can be quite messy
     // therefore, we use json to temporarily store the slot.to_json() result
     json slots_data = json::array();
diff --git a/tools/server/server-tools.cpp b/tools/server/server-tools.cpp
index 90b7e2a9f..a4c1059ff 100644
--- a/tools/server/server-tools.cpp
+++ b/tools/server/server-tools.cpp
@@ -10,10 +10,28 @@
 #include <ctime>
 #include <atomic>
 #include <cstring>
+#include <cctype>
+#include <cstdint>
+#include <cstdlib>
 #include <algorithm>
+#include <iterator>
 #include <unordered_set>
+#include <tuple>
 #include <functional>
 #include <memory>
+#include <mutex>
+
+#if defined(_WIN32)
+#   ifndef NOMINMAX
+#       define NOMINMAX
+#   endif
+#   include <windows.h>
+#   include <fcntl.h>
+#   include <io.h>
+#else
+#   include <cerrno>
+#   include <unistd.h>
+#endif
 
 namespace fs = std::filesystem;
 
@@ -21,6 +39,39 @@ namespace fs = std::filesystem;
 // internal helpers
 //
 
+// a child process writes in the OEM code page, so accented output would reach
+// the JSON layer as invalid bytes. run() spawns without a console, so the
+// console code page never applies
+static std::string console_output_to_utf8(const std::string & text) {
+#if defined(_WIN32)
+    // a chunk can end mid sequence, so the incomplete tail is dropped first
+    if (text.empty() || is_valid_utf8(text.substr(0, validate_utf8(text)))) {
+        // never decode twice a child that already emits UTF-8
+        return text;
+    }
+
+    const UINT cp = GetOEMCP();
+
+    // fail rather than emit replacement characters when the code page is wrong
+    const int wide_len = MultiByteToWideChar(cp, MB_ERR_INVALID_CHARS, text.data(), (int) text.size(), nullptr, 0);
+    if (wide_len <= 0) {
+        return text;
+    }
+    std::wstring wide(wide_len, L'\0');
+    MultiByteToWideChar(cp, MB_ERR_INVALID_CHARS, text.data(), (int) text.size(), wide.data(), wide_len);
+
+    const int utf8_len = WideCharToMultiByte(CP_UTF8, 0, wide.data(), wide_len, nullptr, 0, nullptr, nullptr);
+    if (utf8_len <= 0) {
+        return text;
+    }
+    std::string utf8(utf8_len, '\0');
+    WideCharToMultiByte(CP_UTF8, 0, wide.data(), wide_len, utf8.data(), utf8_len, nullptr, nullptr);
+    return utf8;
+#else
+    return text;
+#endif
+}
+
 json server_tool::to_json() const {
     return {
         {"display_name", display_name},
@@ -29,12 +80,69 @@ json server_tool::to_json() const {
         {"permissions", json{
             {"write", permission_write}
         }},
+        {"uses_cwd", uses_cwd},
         {"definition", get_definition()},
     };
 }
 
 static constexpr size_t SERVER_TOOL_GIT_LS_FILES_MAX_OUTPUT = 8 * 1024 * 1024; // 8 MB
-static constexpr int SERVER_TOOL_GIT_LS_FILES_TIMEOUT = 15; // seconds
+// budget for one listing call, shared by the git and walker paths
+static constexpr int SERVER_TOOL_LIST_ENTRIES_TIMEOUT = 15; // seconds
+
+// entry kinds a directory listing may return
+enum class list_kind {
+    files, // regular files only
+    dirs,  // directories only
+    all,   // both
+};
+
+// a narrow path uses the active code page on Windows, so every crossing between
+// a std::string (always UTF-8 here) and fs::path is converted explicitly
+static fs::path path_from_utf8(const std::string & s) {
+    return fs::u8path(s);
+}
+
+// '/' separators on every platform: Windows accepts them, the web UI needs them
+static std::string path_to_utf8(const fs::path & p) {
+    const auto s = p.generic_u8string();
+    return std::string(s.begin(), s.end());
+}
+
+// home directory, read once at first use (getenv is not thread safe against setenv)
+static const std::string & home_dir() {
+    static const std::string home = [] {
+#ifdef _WIN32
+        // the narrow getenv would return the profile path in the active code page
+        const wchar_t * w = _wgetenv(L"HOME");
+        if (w == nullptr) w = _wgetenv(L"USERPROFILE");
+        return w ? path_to_utf8(fs::path(w)) : std::string();
+#else
+        const char * h = getenv("HOME");
+        return h ? std::string(h) : std::string();
+#endif
+    }();
+    return home;
+}
+
+static std::string expand_home(const std::string & path) {
+    if (path.empty() || path[0] != '~') return path;
+    if (path.size() > 1 && path[1] != '/' && path[1] != '\\') return path;
+    const std::string & home = home_dir();
+    if (home.empty()) return path;
+    return home + path.substr(1);
+}
+
+// depth of a '/'-separated relative path: "a/b/c" is 3
+static int entry_depth(const std::string & rel) {
+    return 1 + (int) std::count(rel.begin(), rel.end(), '/');
+}
+
+// directories that a listing reports but never descends into: they can be enormous
+// lowercase only, the local walker case-folds a name before the lookup
+static const char * const SERVER_TOOL_JUNK_DIR_NAMES[] = {
+    ".git", ".svn", ".hg", "node_modules", "__pycache__",
+    ".venv", "venv", "dist", "build", "target", ".cache", ".idea", ".vscode",
+};
 
 class tools_io {
 public:
@@ -51,8 +159,20 @@ public:
     virtual bool file_size(const std::string & path, uintmax_t & out_size) const = 0;
     virtual bool read_file(const std::string & path, std::string & out) const = 0;
     virtual bool write_file(const std::string & path, const std::string & content) const = 0;
-    // paths relative to `base`, '/'-separated; sets `err` if `base` isn't a directory
-    virtual std::vector<std::string> list_files(const std::string & base, std::string & err) const = 0;
+    // resolve `path` against the IO's working directory; absolute paths are returned unchanged
+    virtual std::string resolve(const std::string & path) const = 0;
+    struct list_entry {
+        std::string rel; // '/'-separated, relative to `base`
+        bool is_dir = false;
+    };
+    struct list_result {
+        std::vector<list_entry> entries;
+        std::string err;        // set when `base` is not a directory
+        bool truncated = false; // set when the walk could not see everything
+    };
+    // entries relative to `base`, which must already be resolved (absolute)
+    // max_depth == 0 means unlimited, 1 means direct children of `base` only
+    virtual list_result list_entries(const std::string & base, int max_depth, list_kind kind) const = 0;
     // on_chunk, if set, is called with each chunk of output as it is read (before truncation cuts in);
     // returning false terminates the process early (e.g. the client disconnected)
     virtual exec_result run(
@@ -62,26 +182,168 @@ public:
             const std::function<bool(const std::string &)> & on_chunk = nullptr) const = 0;
 };
 
+// shared subprocess execution helper, used by both the local and the isolate-backed tools_io implementations.
+// combine_stderr=false when the raw stdout bytes must not be tainted by stderr, e.g. reading file contents.
+static tools_io::exec_result run_subprocess(
+        const std::vector<std::string> & args,
+        size_t max_output,
+        int timeout_secs,
+        const std::function<bool(const std::string &)> & on_chunk,
+        bool combine_stderr,
+        const std::string & cwd = "",
+        const std::string * stdin_data = nullptr) {
+    tools_io::exec_result res;
+
+    common_subproc proc;
+
+    int options = subprocess_option_no_window
+                | subprocess_option_inherit_environment
+                | subprocess_option_search_user_path;
+    if (combine_stderr) {
+        options |= subprocess_option_combined_stdout_stderr;
+    }
+
+    if (!proc.create(args, options, {}, cwd.empty() ? nullptr : cwd.c_str())) {
+        res.output = "failed to spawn process";
+        return res;
+    }
+
+    std::atomic<bool> done{false};
+    std::atomic<bool> timed_out{false};
+
+    std::thread timeout_thread([&]() {
+        auto deadline = std::chrono::steady_clock::now() + std::chrono::seconds(timeout_secs);
+        while (!done.load()) {
+            if (std::chrono::steady_clock::now() >= deadline) {
+                timed_out.store(true);
+                proc.terminate();
+                return;
+            }
+            std::this_thread::sleep_for(std::chrono::milliseconds(100));
+        }
+    });
+
+    // write stdin before reading stdout, the child drains stdin as it goes
+    // always close stdin, a transport client waits forever if its stdin pipe stays open
+    if (FILE * in = proc.stdin_file()) {
+        if (stdin_data != nullptr && !stdin_data->empty()) {
+#if defined(_WIN32)
+            // pipe fds default to CRT text mode: binary keeps the bytes untranslated
+            _setmode(_fileno(in), _O_BINARY);
+#endif
+            // a short write is not an error by itself, the exit code below decides
+            fwrite(stdin_data->data(), 1, stdin_data->size(), in);
+        }
+        fflush(in);
+    }
+    proc.close_stdin();
+
+    FILE * f = proc.stdout_file();
+    std::string output;
+    bool truncated = false;
+    if (f) {
+#if defined(_WIN32)
+        // pipe fds default to CRT text mode: binary keeps the bytes untranslated
+        _setmode(_fileno(f), _O_BINARY);
+#endif
+        // read raw bytes, not lines: the output can hold NUL and must arrive as soon as it is ready
+        // keep draining past the size cap, else the child blocks on a full pipe
+        char buf[4096];
+        for (;;) {
+#if defined(_WIN32)
+            const int n = _read(_fileno(f), buf, (unsigned) sizeof(buf));
+#else
+            ssize_t n = read(fileno(f), buf, sizeof(buf));
+            while (n < 0 && errno == EINTR) {
+                n = read(fileno(f), buf, sizeof(buf));
+            }
+#endif
+            if (n <= 0) {
+                break;
+            }
+            if (truncated) {
+                continue;
+            }
+            const size_t len = (size_t) n;
+            if (output.size() + len <= max_output) {
+                output.append(buf, len);
+                if (on_chunk && !on_chunk(console_output_to_utf8(std::string(buf, len)))) {
+                    proc.terminate();
+                    break;
+                }
+            } else {
+                size_t remaining = max_output - output.size();
+                output.append(buf, remaining);
+                if (on_chunk && remaining > 0) on_chunk(console_output_to_utf8(std::string(buf, remaining)));
+                truncated = true;
+            }
+        }
+    }
+
+    done.store(true);
+    if (timeout_thread.joinable()) {
+        timeout_thread.join();
+    }
+
+    res.exit_code = proc.join();
+
+    res.output    = console_output_to_utf8(output);
+    res.timed_out = timed_out.load();
+    if (truncated) {
+        res.output += "\n[output truncated]";
+    }
+    return res;
+}
+
 class tools_io_basic : public tools_io {
 public:
+    // cwd, if non-empty, is used to resolve relative paths and as the working directory for run()
+    explicit tools_io_basic(std::string cwd = "") : cwd(std::move(cwd)) {}
+
+    // expands a leading `~`, then resolves `path` against `cwd` (or the server
+    // working directory when `cwd` is unset); the result is always absolute
+    std::string resolve(const std::string & path) const override {
+        const std::string p = expand_home(path);
+
+        fs::path full = path_from_utf8(p);
+        if (!full.is_absolute()) {
+            if (cwd.empty()) {
+                std::error_code ec;
+                const fs::path cur = fs::current_path(ec);
+                if (ec) return p;
+                full = cur / full;
+            } else {
+                full = path_from_utf8(cwd) / full;
+            }
+        }
+
+        // drop "." and ".." so they never reach git or the client
+        full = full.lexically_normal();
+        // a trailing ".." normalizes to a path that ends with a separator
+        if (!full.has_filename() && full != full.root_path()) {
+            full = full.parent_path();
+        }
+        return path_to_utf8(full);
+    }
+
     bool is_directory(const std::string & path) const override {
         std::error_code ec;
-        return fs::is_directory(path, ec) && !ec;
+        return fs::is_directory(path_from_utf8(resolve(path)), ec) && !ec;
     }
 
     bool is_regular_file(const std::string & path) const override {
         std::error_code ec;
-        return fs::is_regular_file(path, ec) && !ec;
+        return fs::is_regular_file(path_from_utf8(resolve(path)), ec) && !ec;
     }
 
     bool file_size(const std::string & path, uintmax_t & out_size) const override {
         std::error_code ec;
-        out_size = fs::file_size(path, ec);
+        out_size = fs::file_size(path_from_utf8(resolve(path)), ec);
         return !ec;
     }
 
     bool read_file(const std::string & path, std::string & out) const override {
-        std::ifstream f(path, std::ios::binary);
+        std::ifstream f(path_from_utf8(resolve(path)), std::ios::binary);
         if (!f) return false;
         std::ostringstream ss;
         ss << f.rdbuf();
@@ -91,44 +353,52 @@ public:
 
     bool write_file(const std::string & path, const std::string & content) const override {
         std::error_code ec;
-        fs::path fpath(path);
+        fs::path fpath = path_from_utf8(resolve(path));
         if (fpath.has_parent_path()) {
             fs::create_directories(fpath.parent_path(), ec);
             if (ec) return false;
         }
-        std::ofstream f(path, std::ios::binary);
+        std::ofstream f(fpath, std::ios::binary);
         if (!f) return false;
         f << content;
         return (bool) f;
     }
 
-    std::vector<std::string> list_files(const std::string & base, std::string & err) const override {
-        err.clear();
-        if (!is_directory(base)) {
-            err = "path does not exist or is not a directory: " + base;
-            return {};
-        }
-
-        auto res = run(
-            {"git", "-C", base, "ls-files", "--cached", "--others", "--exclude-standard"},
-            SERVER_TOOL_GIT_LS_FILES_MAX_OUTPUT, SERVER_TOOL_GIT_LS_FILES_TIMEOUT);
-
-        if (res.exit_code == 0 && !res.timed_out) {
-            std::vector<std::string> result;
-            std::istringstream iss(res.output);
-            std::string line;
-            while (std::getline(iss, line)) {
-                if (!line.empty() && line.back() == '\r') line.pop_back();
-                if (line.empty()) continue;
-                std::replace(line.begin(), line.end(), '\\', '/');
-                if (is_regular_file((fs::path(base) / line).string())) {
-                    result.push_back(line);
+    list_result list_entries(const std::string & base, int max_depth, list_kind kind) const override {
+        list_result out;
+
+        std::error_code ec;
+        if (!fs::is_directory(base, ec) || ec) {
+            out.err = "path does not exist or is not a directory";
+            return out;
+        }
+
+        const auto deadline = std::chrono::steady_clock::now() + std::chrono::seconds(SERVER_TOOL_LIST_ENTRIES_TIMEOUT);
+
+        // git ls-files cannot list directories; use the walker when they are requested
+        if (kind == list_kind::files) {
+            auto res = run(
+                {"git", "-C", base, "ls-files", "--cached", "--others", "--exclude-standard"},
+                SERVER_TOOL_GIT_LS_FILES_MAX_OUTPUT, SERVER_TOOL_LIST_ENTRIES_TIMEOUT);
+
+            if (res.exit_code == 0 && !res.timed_out) {
+                std::istringstream iss(res.output);
+                std::string line;
+                while (std::getline(iss, line)) {
+                    if (!line.empty() && line.back() == '\r') line.pop_back();
+                    if (line.empty()) continue;
+                    std::replace(line.begin(), line.end(), '\\', '/');
+                    if (max_depth > 0 && entry_depth(line) > max_depth) continue;
+                    if (is_regular_file(path_to_utf8(path_from_utf8(base) / path_from_utf8(line)))) {
+                        out.entries.push_back({line, false});
+                    }
                 }
+                return out;
             }
-            return result;
         }
 
-        return list_files_fallback(base);
+        out.entries = list_entries_fallback(base, max_depth, kind, deadline, out.truncated);
+        return out;
     }
 
     exec_result run(
@@ -136,122 +406,452 @@ public:
             size_t max_output,
             int timeout_secs,
             const std::function<bool(const std::string &)> & on_chunk = nullptr) const override {
-        exec_result res;
-
-        common_subproc proc;
+        return run_subprocess(args, max_output, timeout_secs, on_chunk, /*combine_stderr=*/true, cwd);
+    }
 
-        int options = subprocess_option_no_window
-                    | subprocess_option_combined_stdout_stderr
-                    | subprocess_option_inherit_environment
-                    | subprocess_option_search_user_path;
+private:
+    std::string cwd;
 
-        if (!proc.create(args, options)) {
-            res.output = "failed to spawn process";
-            return res;
+    // a link can point back to an ancestor and loop forever, so it is never walked
+    static bool is_link(const fs::directory_entry & entry) {
+        std::error_code ec;
+        if (entry.is_symlink(ec) || ec) {
+            return true;
+        }
+#if defined(_WIN32)
+        // a junction looks like a plain directory to std::filesystem, so read the reparse tag
+        WIN32_FIND_DATAW data;
+        const HANDLE h = FindFirstFileW(entry.path().c_str(), &data);
+        if (h == INVALID_HANDLE_VALUE) {
+            return false;
+        }
+        FindClose(h);
+        if ((data.dwFileAttributes & FILE_ATTRIBUTE_REPARSE_POINT) == 0) {
+            return false;
         }
+        // other reparse points (cloud placeholder, dedup stub) are real directories
+        return data.dwReserved0 == IO_REPARSE_TAG_SYMLINK || data.dwReserved0 == IO_REPARSE_TAG_MOUNT_POINT;
+#else
+        return false;
+#endif
+    }
+
+    // NTFS is case insensitive, so Build and build are the same directory
+    static std::string get_effective_name(const std::string & fname) {
+#if defined(_WIN32)
+        std::string lowered = fname;
+        std::transform(lowered.begin(), lowered.end(), lowered.begin(),
+                       [](unsigned char c) { return (char) std::tolower(c); });
+        return lowered;
+#else
+        return fname;
+#endif
+    }
+
+    static const std::unordered_set<std::string> & junk_dir_names() {
+        static const std::unordered_set<std::string> names(
+            std::begin(SERVER_TOOL_JUNK_DIR_NAMES), std::end(SERVER_TOOL_JUNK_DIR_NAMES));
+        return names;
+    }
+
+    std::vector<list_entry> list_entries_fallback(const std::string & base, int max_depth, list_kind kind,
+                                                  std::chrono::steady_clock::time_point deadline, bool & truncated) const {
+        std::vector<list_entry> result;
 
-        std::atomic<bool> done{false};
-        std::atomic<bool> timed_out{false};
+        std::vector<std::tuple<fs::path, fs::path, int>> stack;
+        stack.emplace_back(path_from_utf8(base), fs::path(), 0);
 
-        std::thread timeout_thread([&]() {
-            auto deadline = std::chrono::steady_clock::now() + std::chrono::seconds(timeout_secs);
-            while (!done.load()) {
+        while (!stack.empty()) {
+            if (std::chrono::steady_clock::now() >= deadline) {
+                truncated = true;
+                return result;
+            }
+
+            auto [dir, rel_dir, depth] = std::move(stack.back());
+            stack.pop_back();
+
+            std::error_code ec;
+            // step the iterator by hand: the throwing increment escapes on a directory that goes away
+            fs::directory_iterator it(dir, fs::directory_options::skip_permission_denied, ec);
+            // permission errors are skipped above, so this is a subtree the caller never sees
+            if (ec) {
+                truncated = true;
+                continue;
+            }
+            for (const fs::directory_iterator end; it != end; it.increment(ec)) {
+                if (ec) {
+                    truncated = true;
+                    break;
+                }
                 if (std::chrono::steady_clock::now() >= deadline) {
-                    timed_out.store(true);
-                    proc.terminate();
-                    return;
+                    truncated = true;
+                    return result;
+                }
+                const fs::directory_entry & entry = *it;
+                const fs::path fname = entry.path().filename();
+                std::error_code tec;
+                const bool is_dir = entry.is_directory(tec);
+                if (tec) continue;
+                if (is_dir) {
+                    if (kind == list_kind::dirs || kind == list_kind::all) {
+                        result.push_back({path_to_utf8(rel_dir / fname), true});
+                    }
+                    // junk directories stay selectable but are never walked: they can be enormous
+                    if (junk_dir_names().count(get_effective_name(path_to_utf8(fname))) > 0) continue;
+                    if (!is_link(entry) && (max_depth == 0 || depth + 1 < max_depth)) {
+                        stack.emplace_back(entry.path(), rel_dir / fname, depth + 1);
+                    }
+                } else if (entry.is_regular_file(tec)) {
+                    if (kind == list_kind::files || kind == list_kind::all) {
+                        result.push_back({path_to_utf8(rel_dir / fname), false});
+                    }
                 }
-                std::this_thread::sleep_for(std::chrono::milliseconds(100));
             }
-        });
+        }
 
-        FILE * f = proc.stdout_file();
-        std::string output;
-        bool truncated = false;
-        if (f) {
-            char buf[4096];
-            while (fgets(buf, sizeof(buf), f) != nullptr) {
-                if (!truncated) {
-                    size_t len = strlen(buf);
-                    if (output.size() + len <= max_output) {
-                        output.append(buf, len);
-                        if (on_chunk && !on_chunk(std::string(buf, len))) {
-                            proc.terminate();
-                            break;
-                        }
-                    } else {
-                        size_t remaining = max_output - output.size();
-                        output.append(buf, remaining);
-                        if (on_chunk && remaining > 0) on_chunk(std::string(buf, remaining));
-                        truncated = true;
-                    }
+        return result;
+    }
+};
+
+// timeout for auxiliary isolate calls (stat/mkdir/ls helpers); exec_shell_command uses its own
+// caller-controlled timeout instead, enforced separately in run()
+static constexpr int SERVER_TOOL_ISOLATE_EXEC_TIMEOUT = 15; // seconds
+static constexpr size_t SERVER_TOOL_ISOLATE_READ_FILE_MAX_SIZE = 64 * 1024 * 1024; // 64 MB
+
+// runs every tools_io operation as a command inside an isolate: a container, a remote host, ...
+// the isolate is created, mounted, and torn down externally by the caller
+// it must provide a POSIX environment: sh, cat, wc, mkdir, dirname, find, timeout
+class tools_io_isolate : public tools_io {
+public:
+    // cwd, if non-empty, is used to resolve relative paths and as the working directory for run()
+    explicit tools_io_isolate(std::string cwd = "") : cwd(std::move(cwd)) {}
+
+    // resolves `path` against `cwd` if `path` is relative and `cwd` is set; otherwise returns `path` unchanged.
+    // isolate paths are always POSIX-style ('/'), regardless of host OS.
+    std::string resolve(const std::string & path) const override {
+        if (cwd.empty() || (!path.empty() && path[0] == '/')) {
+            return path;
+        }
+        return cwd + "/" + path;
+    }
+
+    bool is_directory(const std::string & path) const override {
+        return shell_test("-d", resolve(path));
+    }
+
+    bool is_regular_file(const std::string & path) const override {
+        return shell_test("-f", resolve(path));
+    }
+
+    bool file_size(const std::string & path, uintmax_t & out_size) const override {
+        auto res = exec({"sh", "-c", "wc -c < \"$1\"", "_", resolve(path)}, 64, true);
+        if (res.exit_code != 0 || res.timed_out) return false;
+        try {
+            size_t pos;
+            out_size = (uintmax_t) std::stoull(res.output, &pos);
+        } catch (...) {
+            return false;
+        }
+        return true;
+    }
+
+    bool read_file(const std::string & path, std::string & out) const override {
+        // combine_stderr=false: stderr must not be spliced into raw file bytes
+        auto res = exec({"cat", "--", resolve(path)}, SERVER_TOOL_ISOLATE_READ_FILE_MAX_SIZE, false);
+        if (res.exit_code != 0 || res.timed_out) return false;
+        out = res.output;
+        return true;
+    }
+
+    bool write_file(const std::string & path, const std::string & content) const override {
+        // the content travels on stdin: no argv for the far side to re-parse, no temp file on the host
+        auto res = run_subprocess(
+            build_argv({"sh", "-c", "mkdir -p \"$(dirname \"$1\")\" && cat > \"$1\"", "_", resolve(path)},
+                       /*needs_stdin=*/true),
+            4096, SERVER_TOOL_ISOLATE_EXEC_TIMEOUT, nullptr, true, "", &content);
+        return res.exit_code == 0 && !res.timed_out;
+    }
+
+    list_result list_entries(const std::string & base, int max_depth, list_kind kind) const override {
+        list_result out;
+
+        const std::string abs_base = resolve(base);
+        if (!is_directory(base)) {
+            out.err = "path does not exist or is not a directory";
+            return out;
+        }
+
+        // git ls-files cannot list directories; use the walker when they are requested
+        if (kind == list_kind::files) {
+            auto res = exec(
+                {"sh", "-c", "cd \"$1\" && git ls-files --cached --others --exclude-standard", "_", abs_base},
+                SERVER_TOOL_GIT_LS_FILES_MAX_OUTPUT, true);
+
+            if (res.exit_code == 0 && !res.timed_out) {
+                for (const auto & rel : split_lines(res.output, /*strip_dot_slash=*/false)) {
+                    if (max_depth > 0 && entry_depth(rel) > max_depth) continue;
+                    out.entries.push_back({rel, false});
                 }
+                return out;
             }
         }
 
-        done.store(true);
-        if (timeout_thread.joinable()) {
-            timeout_thread.join();
+        if (kind == list_kind::dirs || kind == list_kind::all) {
+            for (auto & rel : find_entries(abs_base, max_depth, /*dirs=*/true, out.truncated)) {
+                out.entries.push_back({std::move(rel), true});
+            }
+        }
+        if (kind == list_kind::files || kind == list_kind::all) {
+            for (auto & rel : find_entries(abs_base, max_depth, /*dirs=*/false, out.truncated)) {
+                out.entries.push_back({std::move(rel), false});
+            }
         }
 
-        res.exit_code = proc.join();
+        return out;
+    }
 
-        res.output    = output;
-        res.timed_out = timed_out.load();
-        if (truncated) {
-            res.output += "\n[output truncated]";
+    // wraps the command with an in-isolate `timeout`, since killing the host-side client
+    // does not kill the process tree running inside the isolate
+    exec_result run(
+            const std::vector<std::string> & args,
+            size_t max_output,
+            int timeout_secs,
+            const std::function<bool(const std::string &)> & on_chunk = nullptr) const override {
+        std::vector<std::string> inner = {"timeout", std::to_string(timeout_secs) + "s"};
+        inner.insert(inner.end(), args.begin(), args.end());
+        // small buffer over timeout_secs so the in-isolate `timeout` has a chance to exit cleanly
+        // before the host-side supervisory timeout forcibly kills the client
+        return run_subprocess(
+            build_argv(with_cwd(inner), /*needs_stdin=*/true),
+            max_output, timeout_secs + 5, on_chunk, true);
+    }
+
+protected:
+    // wrap `inner` (a complete POSIX argv) into the host-side argv that runs it in the isolate
+    // a transport that re-parses its args in a remote shell (ssh) must join `inner` with shell_quote_join()
+    virtual std::vector<std::string> build_argv(const std::vector<std::string> & inner, bool needs_stdin) const = 0;
+
+    // quote `argv` into a single string that a POSIX shell re-parses into exactly `argv`
+    static std::string shell_quote_join(const std::vector<std::string> & argv) {
+        std::string out;
+        for (const auto & arg : argv) {
+            if (!out.empty()) out += ' ';
+            out += '\'';
+            for (const char c : arg) {
+                // a single quote cannot be escaped inside single quotes: close, escape, reopen
+                if (c == '\'') out += "'\\''";
+                else           out += c;
+            }
+            out += '\'';
         }
-        return res;
+        return out;
     }
 
 private:
-    static const std::unordered_set<std::string> & junk_dir_names() {
-        static const std::unordered_set<std::string> names = {
-            ".git", ".svn", ".hg", "node_modules", "__pycache__",
-            ".venv", "venv", "dist", "build", "target", ".cache", ".idea", ".vscode",
-        };
-        return names;
+    std::string cwd;
+
+    // set the working directory in the command itself, no `-w` equivalent exists on every transport
+    // auxiliary calls do not need this, they use the absolute paths from resolve()
+    std::vector<std::string> with_cwd(const std::vector<std::string> & inner) const {
+        if (cwd.empty()) {
+            return inner;
+        }
+        // 127 is what a shell reports for a command it could not run
+        std::vector<std::string> out = {"sh", "-c", "cd \"$1\" || exit 127; shift; exec \"$@\"", "_", cwd};
+        out.insert(out.end(), inner.begin(), inner.end());
+        return out;
     }
 
-    std::vector<std::string> list_files_fallback(const std::string & base) const {
+    exec_result exec(const std::vector<std::string> & inner, size_t max_output, bool combine_stderr) const {
+        return run_subprocess(
+            build_argv(inner, /*needs_stdin=*/false),
+            max_output, SERVER_TOOL_ISOLATE_EXEC_TIMEOUT, nullptr, combine_stderr);
+    }
+
+    bool shell_run(const std::vector<std::string> & inner) const {
+        auto res = exec(inner, 4096, true);
+        return res.exit_code == 0 && !res.timed_out;
+    }
+
+    bool shell_test(const char * flag, const std::string & path) const {
+        return shell_run({"sh", "-c", std::string("[ ") + flag + " \"$1\" ]", "_", path});
+    }
+
+    static std::vector<std::string> split_lines(const std::string & text, bool strip_dot_slash) {
         std::vector<std::string> result;
-        std::error_code ec;
+        std::istringstream iss(text);
+        std::string line;
+        while (std::getline(iss, line)) {
+            if (!line.empty() && line.back() == '\r') line.pop_back();
+            if (line.empty()) continue;
+            if (strip_dot_slash && line.rfind("./", 0) == 0) line = line.substr(2);
+            std::replace(line.begin(), line.end(), '\\', '/');
+            result.push_back(line);
+        }
+        return result;
+    }
 
-        std::vector<std::pair<fs::path, fs::path>> stack;
-        stack.emplace_back(fs::path(base), fs::path());
+    // one `find` pass in the isolate. junk directories stay selectable but are never descended into,
+    // and -mindepth/-maxdepth keep a busybox image working as well as a GNU one
+    std::vector<std::string> find_entries(const std::string & abs_base, int max_depth, bool dirs, bool & truncated) const {
+        std::string prune_expr;
+        for (const char * n : SERVER_TOOL_JUNK_DIR_NAMES) {
+            if (!prune_expr.empty()) prune_expr += " -o ";
+            prune_expr += std::string("-name ") + n;
+        }
 
-        while (!stack.empty()) {
-            auto [dir, rel_dir] = stack.back();
-            stack.pop_back();
+        std::string cmd = "cd \"$1\" && find . -mindepth 1";
+        if (max_depth > 0) {
+            cmd += " -maxdepth " + std::to_string(max_depth);
+        }
+        cmd += " \\( " + prune_expr + " \\) -prune";
+        cmd += dirs ? " -print -o -type d -print" : " -o -type f -print";
 
-            for (const auto & entry : fs::directory_iterator(dir, fs::directory_options::skip_permission_denied, ec)) {
-                if (ec) break;
-                std::string fname = entry.path().filename().string();
-                std::error_code tec;
-                if (entry.is_directory(tec)) {
-                    if (junk_dir_names().count(fname) > 0) continue;
-                    stack.emplace_back(entry.path(), rel_dir / fname);
-                } else if (entry.is_regular_file(tec)) {
-                    std::string rel = (rel_dir / fname).string();
-                    std::replace(rel.begin(), rel.end(), '\\', '/');
-                    result.push_back(rel);
-                }
+        auto res = exec({"sh", "-c", cmd, "_", abs_base}, SERVER_TOOL_GIT_LS_FILES_MAX_OUTPUT, true);
+        truncated = truncated || res.timed_out;
+        return split_lines(res.output, /*strip_dot_slash=*/true);
+    }
+};
+
+// an already-running container, driven through `<engine> exec`
+// docker and podman take the same verbs and the same argument order, so one class drives both
+class tools_io_container : public tools_io_isolate {
+public:
+    tools_io_container(std::string bin, std::string container_id, std::string cwd = "")
+        : tools_io_isolate(std::move(cwd)), bin(std::move(bin)), container_id(std::move(container_id)) {}
+
+protected:
+    std::vector<std::string> build_argv(const std::vector<std::string> & inner, bool needs_stdin) const override {
+        std::vector<std::string> argv = {bin, "exec"};
+        if (needs_stdin) {
+            argv.push_back("-i");
+        }
+        argv.push_back(container_id);
+        argv.insert(argv.end(), inner.begin(), inner.end());
+        return argv;
+    }
+
+private:
+    std::string bin;
+    std::string container_id;
+};
+
+// a remote host reached over ssh
+// this is remoting, not isolation: the tools can do anything the target account can do
+class tools_io_ssh : public tools_io_isolate {
+public:
+    tools_io_ssh(std::string target, std::string cwd = "")
+        : tools_io_isolate(std::move(cwd)), target(std::move(target)) {}
+
+    // the target can come from a client header, and ssh reads options from its argv
+    // a target starting with '-' would become one, e.g. -oProxyCommand=<anything> runs on the host
+    static bool is_valid_target(const std::string & target) {
+        if (target.empty() || target[0] == '-') {
+            return false;
+        }
+        return std::all_of(target.begin(), target.end(), [](unsigned char c) {
+            return std::isalnum(c) || c == '.' || c == '-' || c == '_' || c == '@';
+        });
+    }
+
+protected:
+    std::vector<std::string> build_argv(const std::vector<std::string> & inner, bool needs_stdin) const override {
+        // the remote shell re-parses the command line, so `inner` travels as one quoted word
+        std::vector<std::string> argv = ssh_argv();
+        if (!needs_stdin) {
+            argv.push_back("-n");
+        }
+        argv.push_back(target);
+        argv.push_back(shell_quote_join(inner));
+        return argv;
+    }
+
+private:
+    std::string target;
+
+    // there is no console here, so a prompt would hang the tool call
+    // key-based auth only, and the admin must trust the host key beforehand
+    static std::vector<std::string> ssh_argv() {
+        return {
+            "ssh",
+            "-o", "BatchMode=yes",
+            "-o", "PasswordAuthentication=no",
+            "-o", "KbdInteractiveAuthentication=no",
+            "-o", "StrictHostKeyChecking=yes",
+        };
+    }
+};
+
+// "<engine>:<image>" spawns a container and owns it, "<engine>-container:<id>" attaches to one
+struct container_runtime_spec {
+    std::string bin;
+    std::string arg; // image name when spawning, container id when attaching
+    bool attach = false;
+
+    static bool parse(const std::string & spec, container_runtime_spec & out) {
+        // docker and podman take the same verbs, hence a single implementation
+        static const char * engines[] = {"docker", "podman"};
+        for (const char * bin : engines) {
+            const std::string attach_prefix = std::string(bin) + "-container:";
+            if (spec.rfind(attach_prefix, 0) == 0) {
+                out = {bin, spec.substr(attach_prefix.size()), true};
+                return true;
+            }
+            const std::string spawn_prefix = std::string(bin) + ":";
+            if (spec.rfind(spawn_prefix, 0) == 0) {
+                out = {bin, spec.substr(spawn_prefix.size()), false};
+                return true;
             }
         }
+        return false;
+    }
 
-        return result;
+    // same risk as the ssh target: an id starting with '-' would become an engine option,
+    // e.g. --privileged
+    static bool is_valid_id(const std::string & id) {
+        if (id.empty() || !std::isalnum((unsigned char) id[0])) {
+            return false;
+        }
+        return std::all_of(id.begin(), id.end(), [](unsigned char c) {
+            return std::isalnum(c) || c == '.' || c == '-' || c == '_';
+        });
     }
 };
 
 static std::unique_ptr<tools_io> make_tools_io(const json & params) {
-    GGML_UNUSED(params); // TODO in follow-up PR
-    return std::make_unique<tools_io_basic>();
+    std::string cwd     = json_value(params, "cwd", std::string());
+    std::string runtime = json_value(params, "runtime", std::string());
+    if (runtime.empty()) {
+        // an empty runtime runs the tools on the host
+        return std::make_unique<tools_io_basic>(cwd);
+    }
+    container_runtime_spec container;
+    if (container_runtime_spec::parse(runtime, container)) {
+        // spawning belongs to the runtime that owns the container, a tool call only attaches
+        if (!container.attach) {
+            throw std::runtime_error("tool runtime must name a running container: " + runtime);
+        }
+        if (!container_runtime_spec::is_valid_id(container.arg)) {
+            throw std::runtime_error("invalid container id: " + container.arg);
+        }
+        return std::make_unique<tools_io_container>(container.bin, container.arg, cwd);
+    }
+    const std::string ssh_prefix = "ssh:";
+    if (runtime.rfind(ssh_prefix, 0) == 0) {
+        std::string target = runtime.substr(ssh_prefix.size());
+        if (!tools_io_ssh::is_valid_target(target)) {
+            throw std::runtime_error("invalid ssh target: " + target);
+        }
+        return std::make_unique<tools_io_ssh>(target, cwd);
+    }
+    // do not fall back to the host, the caller asked for an isolate
+    throw std::runtime_error("unknown tool runtime: " + runtime);
 }
 
 // no '/' in pattern -> match basename at any depth; else match full relative path
 static bool path_glob_match(const std::string & pattern, const std::string & rel_path) {
     if (pattern.find('/') == std::string::npos) {
-        return glob_match(pattern, fs::path(rel_path).filename().string());
+        return glob_match(pattern, path_to_utf8(path_from_utf8(rel_path).filename()));
     }
     if (pattern == "**" || pattern.rfind("**/", 0) == 0 || pattern.rfind('/', 0) == 0) {
         return glob_match(pattern, rel_path);
@@ -269,6 +869,7 @@ struct server_tool_read_file : server_tool {
     server_tool_read_file() {
         name = "read_file";
         display_name = "Read file";
+        uses_cwd = true;
         permission_write = false;
     }
 
@@ -348,12 +949,16 @@ struct server_tool_read_file : server_tool {
 // file_glob_search: find files matching a glob pattern under a base directory
 //
 
-static constexpr size_t SERVER_TOOL_FILE_SEARCH_MAX_RESULTS = 100;
+static constexpr int SERVER_TOOL_FILE_SEARCH_MAX_RESULTS = 100;
+static constexpr const char * SERVER_TOOL_FILE_SEARCH_TYPE_FILE = "file";
+static constexpr const char * SERVER_TOOL_FILE_SEARCH_TYPE_DIR  = "dir";
+static constexpr const char * SERVER_TOOL_FILE_SEARCH_TYPE_ALL  = "all";
 
 struct server_tool_file_glob_search : server_tool {
     server_tool_file_glob_search() {
         name = "file_glob_search";
         display_name = "File search";
+        uses_cwd = true;
         permission_write = false;
     }
 
@@ -368,13 +973,18 @@ struct server_tool_file_glob_search : server_tool {
                     "and common junk directories (.git, node_modules, build, dist, etc.) otherwise. "
                     "A pattern with no '/' (e.g. \"*.cpp\") matches the file's basename at any depth. "
                     "A pattern containing '/' matches the full relative path; unless already anchored with "
-                    "\"**/\" or a leading '/', it is automatically prefixed with \"**/\"."},
+                    "\"**/\" or a leading '/', it is automatically prefixed with \"**/\". "
+                    "Use type=\"dir\" or \"all\" to also list directories; directory entries are suffixed with '/' in the output. "
+                    "Note: directory listings do not apply .gitignore filtering."},
                 {"parameters", {
                     {"type", "object"},
                     {"properties", {
-                        {"path",    {{"type", "string"}, {"description", "Base directory to search in"}}},
-                        {"include", {{"type", "string"}, {"description", "Glob pattern for files to include (e.g. \"*.cpp\" or \"src/**/*.cpp\"). Default: **"}}},
-                        {"exclude", {{"type", "string"}, {"description", "Glob pattern for files to exclude"}}},
+                        {"path",      {{"type", "string"},  {"description", "Base directory to search in"}}},
+                        {"include",   {{"type", "string"},  {"description", "Glob pattern for files to include (e.g. \"*.cpp\" or \"src/**/*.cpp\"). Default: **"}}},
+                        {"exclude",   {{"type", "string"},  {"description", "Glob pattern for files to exclude"}}},
+                        {"type",      {{"type", "string"},  {"description", "Entry type to return: \"file\" (default), \"dir\" or \"all\""}}},
+                        {"max_depth", {{"type", "integer"}, {"description", "Maximum depth to descend into subdirectories (default: 0 = unlimited; 1 = direct children only)"}}},
+                        {"limit",     {{"type", "integer"}, {"description", string_format("Maximum number of results to return, capped at %d (default %d)", SERVER_TOOL_FILE_SEARCH_MAX_RESULTS, SERVER_TOOL_FILE_SEARCH_MAX_RESULTS)}}},
                     }},
                     {"required", json::array({"path"})},
                 }},
@@ -383,30 +993,55 @@ struct server_tool_file_glob_search : server_tool {
     }
 
     json invoke(json params, server_tool::stream *) const override {
-        std::string base    = params.at("path").get<std::string>();
-        std::string include = json_value(params, "include", std::string("**"));
-        std::string exclude = json_value(params, "exclude", std::string(""));
-
         auto io = make_tools_io(params);
-        std::string err;
-        auto files = io->list_files(base, err);
-        if (!err.empty()) {
-            return {{"error", err}};
+
+        const std::string path = params.at("path").get<std::string>();
+
+        std::string base      = io->resolve(path);
+        std::string include   = json_value(params, "include", std::string("**"));
+        std::string exclude   = json_value(params, "exclude", std::string(""));
+        std::string type      = json_value(params, "type",    std::string("file"));
+        int         max_depth = std::max(0, json_value(params, "max_depth", 0));
+        const int   limit_req = json_value(params, "limit", SERVER_TOOL_FILE_SEARCH_MAX_RESULTS);
+        if (limit_req < 1) {
+            return {{"error", "invalid limit: " + std::to_string(limit_req) + " (expected 1 or more)"}};
+        }
+        const int   limit     = std::min(limit_req, SERVER_TOOL_FILE_SEARCH_MAX_RESULTS);
+
+        list_kind kind;
+        if (type == SERVER_TOOL_FILE_SEARCH_TYPE_FILE) {
+            kind = list_kind::files;
+        } else if (type == SERVER_TOOL_FILE_SEARCH_TYPE_DIR) {
+            kind = list_kind::dirs;
+        } else if (type == SERVER_TOOL_FILE_SEARCH_TYPE_ALL) {
+            kind = list_kind::all;
+        } else {
+            return {{"error", "invalid type: " + type + " (expected \"file\", \"dir\" or \"all\")"}};
+        }
+
+        const auto listing = io->list_entries(base, max_depth, kind);
+        if (!listing.err.empty()) {
+            return {{"error", listing.err + ": " + path}};
         }
 
-        std::vector<std::string> matches;
-        for (const auto & rel : files) {
-            if (!path_glob_match(include, rel)) continue;
-            if (!exclude.empty() && path_glob_match(exclude, rel)) continue;
-            matches.push_back(rel);
+        std::vector<tools_io::list_entry> matches;
+        for (const auto & entry : listing.entries) {
+            if (!path_glob_match(include, entry.rel)) continue;
+            if (!exclude.empty() && path_glob_match(exclude, entry.rel)) continue;
+            matches.push_back(entry);
         }
 
         size_t total = matches.size();
-        size_t shown = std::min(total, SERVER_TOOL_FILE_SEARCH_MAX_RESULTS);
+        size_t shown = std::min(total, (size_t) limit);
 
         std::ostringstream output_text;
+        json entries_json = json::array();
         for (size_t i = 0; i < shown; i++) {
-            output_text << matches[i] << "\n";
+            output_text << matches[i].rel << (matches[i].is_dir ? "/" : "") << "\n";
+            entries_json.push_back({
+                {"path", matches[i].rel},
+                {"type", matches[i].is_dir ? "dir" : "file"},
+            });
         }
 
         output_text << "\n---\nTotal matches: " << total << "\n";
@@ -415,8 +1050,16 @@ struct server_tool_file_glob_search : server_tool {
                 "[%zu results limit reached (%zu total matches). Refine the glob pattern to narrow the search.]\n",
                 shown, total);
         }
+        if (listing.truncated) {
+            output_text << "[results truncated: time budget or unreadable directory]\n";
+        }
 
-        return {{"plain_text_response", output_text.str()}};
+        // `base` is always absolute (resolve falls back to the server cwd), so
+        // API clients (e.g. the web UI picker) can join the relative entries
+        // into absolute paths. `plain_text_response` is what the model sees;
+        // `entries` is the same data as structured JSON for the UI picker,
+        // which reads `entries`/`base` instead of re-parsing the text.
+        return {{"plain_text_response", output_text.str()}, {"entries", entries_json}, {"base", base}};
     }
 };
 
@@ -430,6 +1073,7 @@ struct server_tool_grep_search : server_tool {
     server_tool_grep_search() {
         name = "grep_search";
         display_name = "Grep search";
+        uses_cwd = true;
         permission_write = false;
     }
 
@@ -499,18 +1143,18 @@ struct server_tool_grep_search : server_tool {
         // collect (absolute_path, display_path) pairs to search
         std::vector<std::pair<std::string, std::string>> files;
 
-        if (io->is_regular_file(path)) {
-            files.emplace_back(path, path);
-        } else if (io->is_directory(path)) {
-            std::string err;
-            auto candidates = io->list_files(path, err);
-            if (!err.empty()) {
-                return {{"error", err}};
+        const std::string abs_path = io->resolve(path);
+        if (io->is_regular_file(abs_path)) {
+            files.emplace_back(abs_path, path);
+        } else if (io->is_directory(abs_path)) {
+            const auto listing = io->list_entries(abs_path, 0, list_kind::files);
+            if (!listing.err.empty()) {
+                return {{"error", listing.err + ": " + path}};
             }
-            for (const auto & rel : candidates) {
-                if (!path_glob_match(include, rel)) continue;
-                if (!exclude.empty() && path_glob_match(exclude, rel)) continue;
-                files.emplace_back((fs::path(path) / rel).string(), rel);
+            for (const auto & entry : listing.entries) {
+                if (!path_glob_match(include, entry.rel)) continue;
+                if (!exclude.empty() && path_glob_match(exclude, entry.rel)) continue;
+                files.emplace_back(path_to_utf8(path_from_utf8(abs_path) / path_from_utf8(entry.rel)), entry.rel);
             }
         } else {
             return {{"error", "path does not exist: " + path}};
@@ -582,6 +1226,7 @@ struct server_tool_exec_shell_command : server_tool {
     server_tool_exec_shell_command() {
         name = "exec_shell_command";
         display_name = "Execute shell command";
+        uses_cwd = true;
         permission_write = true;
         support_stream = true;
     }
@@ -613,8 +1258,11 @@ struct server_tool_exec_shell_command : server_tool {
         timeout    = std::min(timeout,    SERVER_TOOL_EXEC_SHELL_COMMAND_MAX_TIMEOUT);
         max_output = std::min(max_output, SERVER_TOOL_EXEC_SHELL_COMMAND_MAX_OUTPUT_SIZE);
 
+        // an isolate is always POSIX regardless of host OS, so it always gets `sh -c`
 #ifdef _WIN32
-        std::vector<std::string> args = {"cmd", "/c", command};
+        std::vector<std::string> args = !json_value(params, "runtime", std::string()).empty()
+            ? std::vector<std::string>{"sh", "-c", command}
+            : std::vector<std::string>{"cmd", "/c", command};
 #else
         std::vector<std::string> args = {"sh", "-c", command};
 #endif
@@ -657,6 +1305,7 @@ struct server_tool_write_file : server_tool {
     server_tool_write_file() {
         name = "write_file";
         display_name = "Write file";
+        uses_cwd = true;
         permission_write = true;
     }
 
@@ -699,6 +1348,7 @@ struct server_tool_edit_file : server_tool {
     server_tool_edit_file() {
         name = "edit_file";
         display_name = "Edit file";
+        uses_cwd = true;
         permission_write = true;
     }
 
@@ -1076,6 +1726,70 @@ struct server_tool_get_datetime : server_tool {
     }
 };
 
+//
+// get_info: returns runtime info (OS name/version and cwd)
+//
+
+static constexpr size_t SERVER_TOOL_GET_INFO_MAX_OUTPUT = 4096;
+static constexpr int    SERVER_TOOL_GET_INFO_TIMEOUT    = 5; // seconds
+
+struct server_tool_get_info : server_tool {
+    server_tool_get_info() {
+        name = "get_info";
+        display_name = "Get Runtime Info";
+        uses_cwd = true;
+        permission_write = false;
+    }
+
+    json get_definition() const override {
+        return {
+            {"type", "function"},
+            {"function", {
+                {"name", name},
+                {"description", "Returns runtime info: the OS name/version and the current working directory"},
+                {"parameters", {
+                    {"type", "object"},
+                    {"properties", json::object()},
+                }},
+            }},
+        };
+    }
+
+    json invoke(json params, server_tool::stream *) const override {
+        auto io = make_tools_io(params);
+
+        // inside an isolate, we always use the linux command
+#ifdef _WIN32
+        std::vector<std::string> args = !json_value(params, "runtime", std::string()).empty()
+            ? std::vector<std::string>{"uname", "-a"}
+            : std::vector<std::string>{"cmd", "/c", "ver"};
+#else
+        std::vector<std::string> args = {"uname", "-a"};
+#endif
+
+        auto res = io->run(args, SERVER_TOOL_GET_INFO_MAX_OUTPUT, SERVER_TOOL_GET_INFO_TIMEOUT);
+        // "ver" prints a blank line before the version, so the output is stripped on both ends;
+        // a failed spawn or a timeout leaves a diagnostic in res.output, which is not an OS name
+        std::string os_info = res.exit_code == 0 && !res.timed_out ? string_strip(res.output) : "unknown";
+
+        std::string cwd = json_value(params, "cwd", std::string());
+        if (cwd.empty()) {
+            if (json_value(params, "runtime", std::string()).empty()) {
+                std::error_code ec;
+                cwd = path_to_utf8(fs::current_path(ec));
+            } else {
+                auto pwd = io->run({"pwd"}, SERVER_TOOL_GET_INFO_MAX_OUTPUT, SERVER_TOOL_GET_INFO_TIMEOUT);
+                cwd = pwd.exit_code == 0 && !pwd.timed_out ? string_strip(pwd.output) : "unknown";
+            }
+        }
+
+        return {
+            {"os",  os_info},
+            {"cwd", cwd},
+        };
+    }
+};
+
 struct server_tool_stream_result : server_task_result {
     std::string chunk;
     bool done = false;
@@ -1160,6 +1874,99 @@ struct server_mcp_tool : server_tool {
     }
 };
 
+// resolves --tools-runtime into the isolate that every tool call runs through
+// spec() returns the runtime string make_tools_io() takes, and runs once per tool call
+struct server_tools_runtime {
+    virtual ~server_tools_runtime() = default;
+    virtual std::string spec() = 0;
+};
+
+// a target that already exists and needs no lifecycle
+// the spec is validated once at startup, then passed straight through
+struct server_tools_static_runtime : server_tools_runtime {
+    explicit server_tools_static_runtime(std::string spec) : runtime_spec(std::move(spec)) {}
+    std::string spec() override { return runtime_spec; }
+
+private:
+    std::string runtime_spec;
+};
+
+// owns the container the tools run in, as set by --tools-runtime "<engine>:<image>"
+// it is spawned here and stopped when the server exits
+struct server_tools_container_runtime : server_tools_runtime {
+    server_tools_container_runtime(const server_tools_container_runtime &) = delete;
+
+    explicit server_tools_container_runtime(const std::string & spec) {
+        container_runtime_spec parsed;
+        if (!container_runtime_spec::parse(spec, parsed)) {
+            throw std::runtime_error("unknown --tools-runtime option: " + spec);
+        }
+
+        bin   = parsed.bin;
+        image = parsed.arg;
+        if (image.empty()) {
+            throw std::runtime_error("--tools-runtime " + bin + ":<image> requires an image name");
+        }
+        spawn();
+    }
+
+    ~server_tools_container_runtime() override {
+        // closing stdin signals the container's shell (its pid 1) to exit; --rm then removes it
+        proc.close_stdin();
+        proc.join();
+    }
+
+    // respawns a container that died on its own, so the returned spec always names a running one
+    std::string spec() override {
+        std::lock_guard<std::mutex> lock(mutex);
+        if (!proc.alive()) {
+            SRV_WRN("%s tools runtime container \"%s\" died, respawning\n", bin.c_str(), container_id.c_str());
+            spawn();
+        }
+        return bin + "-container:" + container_id;
+    }
+
+private:
+    std::string bin;
+    std::string image;
+    std::string container_id;
+    common_subproc proc; // `<engine> run` client that keeps the container alive
+    std::mutex mutex;
+
+    // spawns "<engine> run --rm -i <image> sh" and keeps its stdin open; the shell blocks reading stdin,
+    // so the container stays alive until we close it (see destructor) or it is killed from the outside
+    void spawn() {
+        // create() writes over the handle it is given, so the previous one is released first
+        proc.join();
+
+        std::error_code ec;
+        fs::path cidfile = fs::temp_directory_path(ec) / string_format(
+            "llama-tools-runtime-cid-%zu.tmp", std::hash<std::thread::id>{}(std::this_thread::get_id()));
+        fs::remove(cidfile, ec);
+
+        std::vector<std::string> args = {bin, "run", "--rm", "-i", "--cidfile", path_to_utf8(cidfile), image, "sh"};
+        int options = subprocess_option_no_window
+                    | subprocess_option_inherit_environment
+                    | subprocess_option_search_user_path;
+        if (!proc.create(args, options)) {
+            throw std::runtime_error("failed to spawn " + bin + " container for tools runtime (image: " + image + ")");
+        }
+
+        std::string cid;
+        for (int i = 0; i < 100 && cid.empty(); i++) {
+            std::ifstream f(cidfile);
+            if (f) std::getline(f, cid);
+            if (cid.empty()) std::this_thread::sleep_for(std::chrono::milliseconds(100));
+        }
+        fs::remove(cidfile, ec);
+        if (cid.empty()) {
+            proc.terminate();
+            throw std::runtime_error("timed out waiting for " + bin + " container to start (image: " + image + ")");
+        }
+        container_id = cid;
+    }
+};
+
 static server_tool & find_tool(std::vector<std::unique_ptr<server_tool>> & tools, const std::string & name, bool require_stream) {
     for (auto & t : tools) {
         if (t->name == name) {
@@ -1185,11 +1992,47 @@ static std::vector<std::unique_ptr<server_tool>> build_tools() {
     tools.push_back(std::make_unique<server_tool_write_file>());
     tools.push_back(std::make_unique<server_tool_edit_file>());
     tools.push_back(std::make_unique<server_tool_get_datetime>());
+    tools.push_back(std::make_unique<server_tool_get_info>());
     return tools;
 }
 
+static std::string str_to_lower(const std::string & value) {
+    std::string lowered(value.size(), '\0');
+    std::transform(value.begin(), value.end(), lowered.begin(), [](unsigned char c) { return std::tolower(c); });
+    return lowered;
+}
+
+static std::string get_header(const std::map<std::string, std::string> & headers, const std::string & key, std::string default_value = "") {
+    const auto lowered_key = str_to_lower(key);
+    for (const auto & h : headers) {
+        if (str_to_lower(h.first) == lowered_key) {
+            return h.second;
+        }
+    }
+    return default_value;
+}
+
+server_tools::server_tools() = default;
+server_tools::~server_tools() = default;
+
+// the "<engine>:<image>" form owns a container lifecycle
+// anything else names an existing target, so only its spec is validated here at startup
+static std::unique_ptr<server_tools_runtime> make_tools_runtime(const std::string & spec) {
+    container_runtime_spec parsed;
+    if (container_runtime_spec::parse(spec, parsed) && !parsed.attach) {
+        return std::make_unique<server_tools_container_runtime>(spec);
+    }
+    make_tools_io({{"runtime", spec}}); // nothing to own, just reject a bad spec now
+    return std::make_unique<server_tools_static_runtime>(spec);
+}
+
 void server_tools::setup(const std::vector<std::string> & enabled_tools,
-                         server_mcp & mcp_mgr) {
+                         server_mcp & mcp_mgr,
+                         const std::string & tools_runtime) {
+    if (!tools_runtime.empty()) {
+        runtime = make_tools_runtime(tools_runtime);
+    }
+
     if (!enabled_tools.empty()) {
         if (!common_subproc::is_supported()) {
             throw std::runtime_error("subprocess is not enabled on this build");
@@ -1271,6 +2114,27 @@ void server_tools::setup(const std::vector<std::string> & enabled_tools,
             json params = body.value("params", json::object());
             bool stream = body.value("stream", false);
 
+            // accept x-tool-cwd header to override of the process
+            if (params.contains("cwd")) {
+                params.erase("cwd");
+            }
+            auto cwd = get_header(req.headers, "x-tool-cwd");
+            if (!cwd.empty()) {
+                params["cwd"] = cwd;
+            }
+
+            // accept x-tool-runtime header to route tool I/O through an isolate, e.g. "docker-container:<id>";
+            // falls back to the --tools-runtime isolate, if configured
+            if (params.contains("runtime")) {
+                params.erase("runtime");
+            }
+            auto runtime_header = get_header(req.headers, "x-tool-runtime");
+            if (!runtime_header.empty()) {
+                params["runtime"] = runtime_header;
+            } else if (runtime) {
+                params["runtime"] = runtime->spec();
+            }
+
             server_tool & tool = find_tool(tools, tool_name, stream);
 
             if (stream) {
diff --git a/tools/server/server-tools.h b/tools/server/server-tools.h
index 601399ee9..c4509ca80 100644
--- a/tools/server/server-tools.h
+++ b/tools/server/server-tools.h
@@ -14,6 +14,7 @@ struct server_tool {
     std::string display_name;
     bool permission_write = false;
     bool support_stream = false; // if true, output can be streamed
+    bool uses_cwd = false;       // if true, the tool resolves paths and runs against the working directory
 
     virtual ~server_tool() = default;
     virtual json get_definition() const = 0;
@@ -30,6 +31,8 @@ struct server_tool {
     json to_json() const;
 };
 
+struct server_tools_runtime; // impl detail, defined in server-tools.cpp
+
 struct server_tools {
     std::vector<std::unique_ptr<server_tool>> tools;
 
@@ -37,9 +40,16 @@ struct server_tools {
     server_response queue_res;
     std::atomic<int> res_id{0};
 
+    // set when --tools-runtime is configured; routes every tool call through an isolate
+    std::unique_ptr<server_tools_runtime> runtime;
+
     void setup(const std::vector<std::string> & enabled_tools,
-               server_mcp & mcp_mgr);
+               server_mcp & mcp_mgr,
+               const std::string & tools_runtime);
 
     server_http_context::handler_t handle_get;
     server_http_context::handler_t handle_post;
+
+    server_tools();
+    ~server_tools();
 };
diff --git a/tools/server/server.cpp b/tools/server/server.cpp
index a3b2a8b0f..6d1aa4351 100644
--- a/tools/server/server.cpp
+++ b/tools/server/server.cpp
@@ -89,7 +89,7 @@ int llama_server(int argc, char ** argv) {
     std::setlocale(LC_NUMERIC, "C");
 
 #ifndef _WIN32
-    // Ignore SIGPIPE so the server does not crash if an MCP child exits while we are writing to its stdin
+    // Ignore SIGPIPE so the server does not crash if a child (MCP server, tools runtime) exits while we are writing to its stdin
     signal(SIGPIPE, SIG_IGN);
 #endif
 
@@ -338,7 +338,7 @@ int llama_server(common_params & params, int argc, char ** argv) {
 
     if (!params.server_tools.empty() || !mcp_mgr.empty()) {
         try {
-            tools.setup(params.server_tools, mcp_mgr);
+            tools.setup(params.server_tools, mcp_mgr, params.server_tools_runtime);
         } catch (const std::exception & e) {
             SRV_ERR("tools setup failed: %s\n", e.what());
             return 1;
@@ -348,6 +348,9 @@ int llama_server(common_params & params, int argc, char ** argv) {
         if (!params.server_tools.empty()) {
             warn_names.push_back("built-in tools (experimental)");
         }
+        if (!params.server_tools_runtime.empty()) {
+            warn_names.push_back("tools runtime (experimental)");
+        }
         if (!mcp_mgr.empty()) {
             warn_names.push_back("MCP servers (experimental)");
         }
@@ -486,6 +489,13 @@ int llama_server(common_params & params, int argc, char ** argv) {
 
     SRV_INF("listening on %s\n", ctx_http.listening_address.c_str());
 
+    // TODO: remove this in the future
+    // check the string to also handle the .sock case
+    if (string_ends_with(ctx_http.listening_address, ":8080")) {
+        SRV_WRN("%s", "NOTICE: server default port will be changed to :9931 in a future release\n");
+        SRV_WRN("%s", "        ref: https://github.com/ggml-org/llama.cpp/pull/26508\n");
+    }
+
     if (is_router_server) {
         if (!params.models_preset_hf.empty()) {
             SRV_WRN(      "NOTE: using preset.ini from HF repo '%s'\n", params.models_preset_hf.c_str());
diff --git a/tools/server/tests/conftest.py b/tools/server/tests/conftest.py
index c7ed77596..5dfde4079 100644
--- a/tools/server/tests/conftest.py
+++ b/tools/server/tests/conftest.py
@@ -15,7 +15,7 @@ def stop_server_after_each_test():
         server.stop()
 
 
-@pytest.fixture(scope="module", autouse=True)
-def do_something():
+@pytest.fixture(scope="session", autouse=True)
+def load_server_presets():
     # this will be run once per test session, before any tests
     ServerPreset.load_all()
diff --git a/tools/server/tests/tests.sh b/tools/server/tests/tests.sh
index 709b5841a..433dc9982 100755
--- a/tools/server/tests/tests.sh
+++ b/tools/server/tests/tests.sh
@@ -6,18 +6,13 @@ cd $SCRIPT_DIR
 
 set -eu
 
-if [[ "${SLOW_TESTS:-0}" == 1 ]]; then
-    # Slow tests for tool calls need quite a few models ahead of time to avoid timing out.
-    python $SCRIPT_DIR/../../../scripts/fetch_server_test_models.py
-fi
-
 if [ $# -lt 1 ]
 then
     if [[ "${SLOW_TESTS:-0}" == 1 ]]; then
-        pytest -v -x
+        pytest --durations=30 -v -x
     else
-        pytest -v -x -m "not slow"
+        pytest --durations=30 -v -x -m "not slow"
     fi
 else
-    pytest "$@"
+    pytest --durations=30 "$@"
 fi
diff --git a/tools/server/tests/unit/test_proxy.py b/tools/server/tests/unit/test_proxy.py
index 0fed536e5..cb439b7a4 100644
--- a/tools/server/tests/unit/test_proxy.py
+++ b/tools/server/tests/unit/test_proxy.py
@@ -1,5 +1,7 @@
 import pytest
 from utils import *
+import threading
+from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
 
 server = ServerPreset.tinyllama2()
 
@@ -39,3 +41,31 @@ def test_mcp_proxy_custom_port():
     res = server.make_request("GET", f"/cors-proxy?url=http://{server.server_host}:{server.server_port}/models")
     assert res.status_code == 200
     assert "data" in res.body
+
+
+def test_mcp_proxy_no_content():
+    # note: see issue #26598
+    class NoContentHandler(BaseHTTPRequestHandler):
+        def do_POST(self):
+            self.send_response(204)
+            self.end_headers()
+
+        def log_message(self, format, *args):
+            pass
+
+    target = ThreadingHTTPServer(("127.0.0.1", 0), NoContentHandler)
+    target_thread = threading.Thread(target=target.serve_forever, daemon=True)
+    target_thread.start()
+
+    try:
+        global server
+        server.ui_mcp_proxy = True
+        server.start()
+
+        res = server.make_request("POST", f"/cors-proxy?url=http://127.0.0.1:{target.server_port}/", data={})
+        assert res.status_code == 204
+        assert res.body in (None, b"", "")
+    finally:
+        target.shutdown()
+        target.server_close()
+
diff --git a/tools/server/tests/unit/test_router.py b/tools/server/tests/unit/test_router.py
index 94165e520..5ab62666c 100644
--- a/tools/server/tests/unit/test_router.py
+++ b/tools/server/tests/unit/test_router.py
@@ -85,7 +85,7 @@ def _wait_for_model_status(model_id: str, desired: set[str], timeout: int = 60)
         last_status = _get_model_status(model_id)
         if last_status in desired:
             return last_status
-        time.sleep(1)
+        time.sleep(0.01)
     raise AssertionError(
         f"Timed out waiting for {model_id} to reach {desired}, last status: {last_status}"
     )
@@ -145,6 +145,156 @@ def test_router_models_max_evicts_lru():
     assert _get_model_status(first) == "unloaded"
 
 
+# server_lru_sched tests (relying on LLAMA_SERVER_DEBUG_FAKE_TIMING)
+
+MODEL_A = "ggml-org/tinygemma3-GGUF:Q8_0"
+MODEL_B = "ggml-org/test-model-stories260K:F32"
+MODEL_C = "ggml-org/test-model-stories260K-infill:F32"
+
+
+def _tokenize(model_id: str, timeout: float | None = DEFAULT_REQUEST_TIMEOUT) -> ServerResponse:
+    return server.make_request(
+        "POST", "/tokenize", data={"model": model_id, "content": "hello world"}, timeout=timeout
+    )
+
+
+class _Bg:
+    """runs one request in a thread, keeps its result, error and finish time"""
+
+    def __init__(self, fn):
+        self.result = None
+        self.error: Exception | None = None
+        self.done_at: float = 0.0
+        self._thread = threading.Thread(target=self._run, args=(fn,), daemon=True)
+
+    def _run(self, fn):
+        try:
+            self.result = fn()
+        except Exception as e:
+            self.error = e
+        self.done_at = time.time()
+
+    def start(self):
+        self._thread.start()
+        return self
+
+    def join(self, timeout: int = 180):
+        self._thread.join(timeout)
+        assert not self._thread.is_alive(), "background request did not finish in time"
+        return self
+
+    def assert_ok(self, what: str):
+        assert self.error is None, f"{what} raised {self.error!r}"
+        assert self.result is not None and self.result.status_code == 200, \
+            f"{what} failed: {self.result.status_code if self.result else None} {self.result.body if self.result else None}"
+
+
+def test_router_queue_does_not_evict_busy_model():
+    """a request that finds no free slot waits, and the model serving a request survives it"""
+    global server
+    server.models_max = 1
+    server.start()
+
+    _load_model_and_wait(MODEL_A, timeout=120)
+
+    busy = _Bg(lambda: _tokenize(MODEL_A)).start()
+    time.sleep(0.5)  # let the request reach the child and take the only slot
+
+    # no slot free and MODEL_A is busy, so this queues instead of evicting mid-request
+    queued = _Bg(lambda: _tokenize(MODEL_B)).start()
+
+    busy.join()
+    queued.join()
+
+    # had MODEL_A been evicted while serving, its own request would have died
+    busy.assert_ok("request against the busy model")
+    queued.assert_ok("queued request")
+
+    _wait_for_model_status(MODEL_B, {"loaded"}, timeout=120)
+    assert _get_model_status(MODEL_A) == "unloaded"
+
+
+def test_router_queue_coalesces_requests_for_same_model():
+    """many requests for one missing model share a slot, so only one model is given up"""
+    global server
+    server.models_max = 2
+    server.start()
+
+    _load_model_and_wait(MODEL_A, timeout=120)
+    _load_model_and_wait(MODEL_B, timeout=120)
+
+    # keep MODEL_A busy so MODEL_B is the only model that can be given up
+    busy = _Bg(lambda: _tokenize(MODEL_A)).start()
+    time.sleep(0.5)
+
+    waiters = [_Bg(lambda: _tokenize(MODEL_C)).start() for _ in range(3)]
+
+    busy.join()
+    for w in waiters:
+        w.join()
+
+    busy.assert_ok("request against the busy model")
+    for i, w in enumerate(waiters):
+        w.assert_ok(f"queued request {i}")
+
+    _wait_for_model_status(MODEL_C, {"loaded"}, timeout=120)
+    # one entry for 3 requests means one eviction: MODEL_B goes, MODEL_A is left alone.
+    # without coalescing the leftover entries still ask for a slot,
+    # and MODEL_A is taken too as soon as it goes idle
+    assert _get_model_status(MODEL_A) == "loaded"
+    assert _get_model_status(MODEL_B) == "unloaded"
+
+
+def test_router_queue_client_disconnect_keeps_model():
+    """a client that leaves while queued must not cost a running model its slot"""
+    global server
+    server.models_max = 1
+    server.start()
+
+    _load_model_and_wait(MODEL_A, timeout=120)
+
+    busy = _Bg(lambda: _tokenize(MODEL_A)).start()
+    time.sleep(0.5)
+
+    # queues behind MODEL_A, then gives up long before MODEL_A goes idle
+    with pytest.raises(requests.exceptions.RequestException):
+        _tokenize(MODEL_B, timeout=1)
+
+    busy.join()
+    busy.assert_ok("request against the busy model")
+
+    # nobody is waiting anymore, so MODEL_A keeps its slot
+    time.sleep(3)
+    assert _get_model_status(MODEL_A) == "loaded"
+    assert _get_model_status(MODEL_B) == "unloaded"
+
+
+def test_router_queue_is_fifo():
+    """the queue is served in arrival order"""
+    global server
+    server.models_max = 1
+    server.start()
+
+    _load_model_and_wait(MODEL_A, timeout=120)
+
+    busy = _Bg(lambda: _tokenize(MODEL_A)).start()
+    time.sleep(0.5)
+
+    first = _Bg(lambda: _tokenize(MODEL_B)).start()
+    time.sleep(1)  # keep the arrival order unambiguous
+    second = _Bg(lambda: _tokenize(MODEL_C)).start()
+
+    busy.join()
+    first.join()
+    second.join()
+
+    busy.assert_ok("request against the busy model")
+    first.assert_ok("first queued request")
+    second.assert_ok("second queued request")
+
+    assert first.done_at < second.done_at, "queue was not served in arrival order"
+
+
 def test_router_no_models_autoload():
     global server
     server.no_models_autoload = True
@@ -310,7 +460,7 @@ def _wait_for_sse_event(collected: list, event_type: str, model: str, timeout: i
     while time.time() < deadline:
         if any(e.get("event") == event_type and e.get("model") == model for e in collected):
             return True
-        time.sleep(0.5)
+        time.sleep(0.01)
     return False
 
 
diff --git a/tools/server/tests/unit/test_speculative.py b/tools/server/tests/unit/test_speculative.py
index c6568479c..0184085b4 100644
--- a/tools/server/tests/unit/test_speculative.py
+++ b/tools/server/tests/unit/test_speculative.py
@@ -25,33 +25,34 @@ def fixture_create_server():
 
 def test_with_and_without_draft():
     global server
+    request = {
+        "prompt": "I believe the meaning of life is",
+        "temperature": 0.8,
+        "top_k": 40,
+        "seed": 4242,
+        "n_predict": 16,
+        "return_tokens": True,
+    }
+
     server.model_draft = None  # disable draft model
     server.spec_type = None
+    server.backend_sampling = True
     server.start()
-    res = server.make_request("POST", "/completion", data={
-        "prompt": "I believe the meaning of life is",
-        "temperature": 0.0,
-        "top_k": 1,
-        "n_predict": 16,
-    })
+    res = server.make_request("POST", "/completion", data=request)
     assert res.status_code == 200
-    content_no_draft = res.body["content"]
+    tokens_no_draft = res.body["tokens"]
     server.stop()
 
     # create new server with draft model
     create_server()
+    server.backend_sampling = True
     server.start()
-    res = server.make_request("POST", "/completion", data={
-        "prompt": "I believe the meaning of life is",
-        "temperature": 0.0,
-        "top_k": 1,
-        "n_predict": 16,
-    })
+    res = server.make_request("POST", "/completion", data=request)
     assert res.status_code == 200
     assert res.body["timings"]["draft_n"] > 0
-    content_draft = res.body["content"]
+    tokens_draft = res.body["tokens"]
 
-    assert content_no_draft == content_draft
+    assert tokens_no_draft == tokens_draft
 
 
 def test_different_draft_min_draft_max():
diff --git a/tools/server/tests/unit/test_tools_builtin.py b/tools/server/tests/unit/test_tools_builtin.py
index 1b2d0db43..a69052c6d 100755
--- a/tools/server/tests/unit/test_tools_builtin.py
+++ b/tools/server/tests/unit/test_tools_builtin.py
@@ -1,4 +1,6 @@
 import os
+import shutil
+import subprocess
 
 import pytest
 from utils import *
@@ -11,6 +13,9 @@ PROJECT_ROOT = os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "..
 # marker for the grep_search test to find in this file
 GREP_MARKER = "llama_cpp_test_tools_builtin_marker_grep_search"
 
+# image the container runtime tests run their shell in
+CONTAINER_IMAGE = "busybox"
+
 
 @pytest.fixture(autouse=True)
 def create_server():
@@ -19,8 +24,8 @@ def create_server():
     server.server_tools = "all"
 
 
-def call_tool(name: str, params: dict) -> dict:
-    res = server.make_request("POST", "/tools", data={"tool": name, "params": params})
+def call_tool(name: str, params: dict, headers: dict | None = None) -> dict:
+    res = server.make_request("POST", "/tools", data={"tool": name, "params": params}, headers=headers)
     assert res.status_code == 200, res.body
     assert "error" not in res.body, res.body
     return res.body
@@ -123,6 +128,153 @@ def test_tools_builtin_exec_shell_command_stream():
     assert "[exit code: 0]" in chunks
 
 
+def test_tools_builtin_cwd_header():
+    global server
+    server.start()
+
+    cwd_dir = os.path.join(PROJECT_ROOT, "tools", "server", "tests", "unit")
+    headers = {"x-tool-cwd": cwd_dir}
+
+    res = call_tool("read_file", {"path": "test_tools_builtin.py"}, headers=headers)
+    assert GREP_MARKER in res["plain_text_response"]
+
+    # exec_shell_command should also run with that directory as its working directory:
+    # writing to a relative filename must land inside cwd_dir
+    marker_name = "llama_cpp_test_tools_builtin_cwd_marker.txt"
+    marker_path = os.path.join(cwd_dir, marker_name)
+    try:
+        command = f"echo hello > {marker_name}"
+        call_tool("exec_shell_command", {"command": command}, headers=headers)
+        assert os.path.exists(marker_path)
+    finally:
+        if os.path.exists(marker_path):
+            os.remove(marker_path)
+
+
+def _container_engine_unavailable_reason(engine: str) -> str | None:
+    """None if `engine` can run the image these tests use, otherwise the reason it can't."""
+    engine_bin = shutil.which(engine)
+    if engine_bin is None:
+        return f"{engine} is not installed"
+    try:
+        # a daemon that answers `info` still cannot run a linux image when it serves windows
+        # containers, so probe the image itself, which also pulls it before the tests
+        subprocess.run([engine_bin, "run", "--rm", CONTAINER_IMAGE, "true"], capture_output=True, timeout=60, check=True)
+    except Exception as e:
+        return f"{engine} cannot run {CONTAINER_IMAGE}: {e}"
+    return None
+
+
+@pytest.fixture(params=["docker", "podman"])
+def container_engine(request):
+    engine = request.param
+    reason = _container_engine_unavailable_reason(engine)
+    if reason is not None:
+        pytest.skip(reason)  # ty: ignore[too-many-positional-arguments, invalid-argument-type]
+    return engine
+
+
+@pytest.fixture
+def container_id(container_engine: str):
+    proc = subprocess.run(
+        [container_engine, "run", "-d", "--rm", CONTAINER_IMAGE, "sleep", "300"],
+        capture_output=True, text=True,
+    )
+    if proc.returncode != 0:
+        pytest.skip(f"failed to start {container_engine} container: {proc.stderr.strip()}")  # ty: ignore[too-many-positional-arguments, invalid-argument-type]
+
+    cid = proc.stdout.strip()
+    try:
+        yield cid
+    finally:
+        subprocess.run([container_engine, "rm", "-f", cid], capture_output=True)
+
+
+def test_tools_builtin_runtime_header(container_engine: str, container_id: str):
+    global server
+    server.start()
+
+    headers = {"x-tool-runtime": f"{container_engine}-container:{container_id}", "x-tool-cwd": "/tmp"}
+
+    write_res = call_tool("write_file", {"path": "test.log", "content": "hello container\n"}, headers=headers)
+    assert write_res["result"] == "file written successfully"
+
+    read_res = call_tool("read_file", {"path": "test.log"}, headers=headers)
+    assert read_res["plain_text_response"] == "hello container\n"
+
+    exec_res = call_tool("exec_shell_command", {"command": "cat test.log"}, headers=headers)
+    assert "hello container" in exec_res["plain_text_response"]
+
+
+def test_tools_builtin_runtime_header_unknown_scheme():
+    global server
+    server.start()
+
+    # an unknown runtime must fail, never silently fall back to running on the host
+    res = server.make_request("POST", "/tools",
+                              data={"tool": "exec_shell_command", "params": {"command": "echo hi"}},
+                              headers={"x-tool-runtime": "fake:does-not-exist"})
+    assert res.status_code == 500, res.body
+    assert "unknown tool runtime" in str(res.body)
+
+
+def test_tools_builtin_runtime_header_rejects_ssh_option_injection():
+    global server
+    server.start()
+
+    # ssh reads options from its argv, so a target starting with '-' must be rejected
+    res = server.make_request("POST", "/tools",
+                              data={"tool": "exec_shell_command", "params": {"command": "echo hi"}},
+                              headers={"x-tool-runtime": "ssh:-oProxyCommand=touch /tmp/pwned"})
+    assert res.status_code == 500, res.body
+    assert "invalid ssh target" in str(res.body)
+
+
+@pytest.mark.parametrize("engine", ["docker", "podman"])
+def test_tools_builtin_runtime_header_rejects_container_option_injection(engine: str):
+    global server
+    server.start()
+
+    # the container id lands on the `<engine> exec` command line, so an id that looks
+    # like an option must be rejected
+    res = server.make_request("POST", "/tools",
+                              data={"tool": "exec_shell_command", "params": {"command": "echo hi"}},
+                              headers={"x-tool-runtime": f"{engine}-container:--privileged"})
+    assert res.status_code == 500, res.body
+    assert "invalid container id" in str(res.body)
+
+
+def test_tools_builtin_docker_runtime_cleans_up_spawned_container():
+    # docker-only: this reads the container hostname to get the spawned id, which only docker
+    # sets to the short id. podman is covered by the attach path above
+    reason = _container_engine_unavailable_reason("docker")
+    if reason is not None:
+        pytest.skip(reason)  # ty: ignore[too-many-positional-arguments, invalid-argument-type]
+
+    global server
+    server.server_tools_runtime = f"docker:{CONTAINER_IMAGE}"
+    server.start()
+
+    # exec_shell_command runs inside the container spawned for --tools-runtime; docker sets
+    # the container's hostname to its own short id, so this also tells us which one to check
+    res = call_tool("exec_shell_command", {"command": "hostname"})
+    container_id = res["plain_text_response"].splitlines()[0].strip()
+    assert len(container_id) >= 8, res
+
+    running = subprocess.run(
+        ["docker", "inspect", "-f", "{{.State.Running}}", container_id],
+        capture_output=True, text=True,
+    )
+    assert running.returncode == 0 and running.stdout.strip() == "true", running.stderr
+
+    server.stop()
+
+    # a clean server shutdown must stop and remove the container it spawned (it runs with --rm),
+    # not leave it behind as an abandoned child
+    leftover = subprocess.run(["docker", "inspect", container_id], capture_output=True, text=True)
+    assert leftover.returncode != 0, f"container {container_id} was not cleaned up after server exit"
+
+
 def test_tools_builtin_edit_file_rejects_overlapping_edits():
     global server
     server.start()
@@ -141,3 +293,122 @@ def test_tools_builtin_edit_file_rejects_overlapping_edits():
     finally:
         if os.path.exists(log_path):
             os.remove(log_path)
+
+
+def test_tools_builtin_file_glob_search_type_dir(tmp_path):
+    global server
+    server.start()
+
+    (tmp_path / "project-alpha" / "src").mkdir(parents=True)
+    (tmp_path / "project-alpha" / "README.md").write_text("alpha")
+    (tmp_path / "project-alpha" / "src" / "main.cpp").write_text("int main() {}")
+    (tmp_path / "project-beta").mkdir()
+    (tmp_path / "project-beta" / "notes.txt").write_text("beta")
+
+    res = call_tool("file_glob_search", {"path": str(tmp_path), "type": "dir"})
+    text = res["plain_text_response"]
+    assert "project-alpha/" in text
+    assert "project-beta/" in text
+    assert "project-alpha/src/" in text
+    assert "README.md" not in text
+    types = {e["path"]: e["type"] for e in res["entries"]}
+    assert types["project-alpha"] == "dir"
+    assert types["project-alpha/src"] == "dir"
+
+    res_all = call_tool("file_glob_search", {"path": str(tmp_path), "type": "all", "include": "*proj*"})
+    paths = [e["path"] for e in res_all["entries"]]
+    assert "project-alpha" in paths
+    assert "project-beta" in paths
+
+
+def test_tools_builtin_file_glob_search_max_depth_and_limit(tmp_path):
+    global server
+    server.start()
+
+    (tmp_path / "a" / "b" / "c").mkdir(parents=True)
+    (tmp_path / "top.txt").write_text("top")
+    (tmp_path / "a" / "mid.txt").write_text("mid")
+    (tmp_path / "a" / "b" / "deep.txt").write_text("deep")
+
+    res = call_tool("file_glob_search", {"path": str(tmp_path), "max_depth": 1})
+    assert "top.txt" in res["plain_text_response"]
+    assert "mid.txt" not in res["plain_text_response"]
+
+    res = call_tool("file_glob_search", {"path": str(tmp_path), "max_depth": 2})
+    assert "mid.txt" in res["plain_text_response"]
+    assert "deep.txt" not in res["plain_text_response"]
+
+    res = call_tool("file_glob_search", {"path": str(tmp_path), "limit": 1})
+    assert len(res["entries"]) == 1
+    assert "Total matches: 3" in res["plain_text_response"]
+
+
+def test_tools_builtin_file_glob_search_junk_dirs(tmp_path):
+    global server
+    server.start()
+
+    (tmp_path / "build" / "nested").mkdir(parents=True)
+    (tmp_path / "build" / "artifact.txt").write_text("built")
+    (tmp_path / "src").mkdir()
+    (tmp_path / "src" / "main.cpp").write_text("int main() {}")
+
+    # a junk directory stays selectable as a working directory
+    res = call_tool("file_glob_search", {"path": str(tmp_path), "type": "dir", "max_depth": 1})
+    assert "build" in [e["path"] for e in res["entries"]]
+
+    # but it is never walked, so nothing inside it shows up
+    res = call_tool("file_glob_search", {"path": str(tmp_path), "type": "all"})
+    paths = [e["path"] for e in res["entries"]]
+    assert "src/main.cpp" in paths
+    assert "build/artifact.txt" not in paths
+    assert "build/nested" not in paths
+
+
+def test_tools_builtin_file_glob_search_rejects_invalid_type(tmp_path):
+    global server
+    server.start()
+
+    err = call_tool_expect_error("file_glob_search", {"path": str(tmp_path), "type": "bogus"})
+    assert "invalid type" in err
+
+
+def test_tools_builtin_cwd_header_overrides_model_param(tmp_path):
+    global server
+    server.start()
+
+    workdir = tmp_path / "workdir"
+    workdir.mkdir()
+    (workdir / "marker.txt").write_text("marker")
+
+    # a model-provided "cwd" in the params is overridden by the x-tool-cwd header
+    res = call_tool("read_file", {"path": "marker.txt", "cwd": "/definitely/not/a/real/path"},
+                    headers={"x-tool-cwd": str(workdir)})
+    assert "marker" in res["plain_text_response"]
+
+
+def test_tools_builtin_cwd_relative_paths(tmp_path):
+    global server
+    server.start()
+
+    workdir = tmp_path / "workdir"
+    workdir.mkdir()
+    (workdir / "rel.txt").write_text("relative-content")
+
+    headers = {"x-tool-cwd": str(workdir)}
+
+    # relative paths in file tools resolve against the header cwd
+    res = call_tool("read_file", {"path": "rel.txt"}, headers=headers)
+    assert "relative-content" in res["plain_text_response"]
+
+    res = call_tool("write_file", {"path": "sub/out.txt", "content": "written"}, headers=headers)
+    assert (workdir / "sub" / "out.txt").read_text() == "written"
+
+    res = call_tool("file_glob_search", {"path": ".", "include": "*.txt"}, headers=headers)
+    assert "rel.txt" in res["plain_text_response"]
+
+    # absolute paths are unaffected by the cwd
+    other = tmp_path / "other"
+    other.mkdir()
+    (other / "abs.txt").write_text("absolute-content")
+    res = call_tool("read_file", {"path": str(other / "abs.txt")}, headers=headers)
+    assert "absolute-content" in res["plain_text_response"]
diff --git a/tools/server/tests/utils.py b/tools/server/tests/utils.py
index ae56bc70a..fffe07a67 100644
--- a/tools/server/tests/utils.py
+++ b/tools/server/tests/utils.py
@@ -115,6 +115,7 @@ class ServerProcess:
     backend_sampling: bool = False
     gcp_compat: bool = False
     server_tools: str | None = None
+    server_tools_runtime: str | None = None
     mcp_servers_config: str | None = None
     mcp_servers_json: str | None = None
     cors_origins: str | None = None
@@ -132,7 +133,10 @@ class ServerProcess:
         self.external_server = "DEBUG_EXTERNAL" in os.environ
 
     def start(self, timeout_seconds: int = DEFAULT_HTTP_TIMEOUT) -> None:
-        env = {**os.environ}
+        env = {
+            **os.environ,
+            "LLAMA_SERVER_DEBUG_FAKE_TIMING": "1",
+        }
         if "LLAMA_CACHE" not in os.environ:
             env["LLAMA_CACHE"] = "tmp"
         if self.external_server:
@@ -267,6 +271,8 @@ class ServerProcess:
             server_args.append("--ui-mcp-proxy")
         if self.server_tools:
             server_args.extend(["--tools", self.server_tools])
+        if self.server_tools_runtime:
+            server_args.extend(["--tools-runtime", self.server_tools_runtime])
         if self.mcp_servers_config:
             server_args.extend(["--mcp-servers-config", self.mcp_servers_config])
         if self.mcp_servers_json:
@@ -303,6 +309,7 @@ class ServerProcess:
 
         # wait for server to start
         start_time = time.time()
+        last_print_time = start_time
         while time.time() - start_time < timeout_seconds:
             try:
                 response = self.make_request("GET", "/health", headers={
@@ -317,8 +324,10 @@ class ServerProcess:
             if self.process.poll() is not None:
                 raise RuntimeError(f"Server process died with return code {self.process.returncode}")
 
-            print(f"Waiting for server to start...")
-            time.sleep(0.5)
+            if time.time() - last_print_time >= 1.0:
+                print(f"Waiting for server to start...")
+                last_print_time = time.time()
+            time.sleep(0.01)
         raise TimeoutError(f"Server did not start within {timeout_seconds} seconds")
 
     def stop(self) -> None:
diff --git a/tools/tts/CMakeLists.txt b/tools/tts/CMakeLists.txt
index 26a8bb8f2..0a0b5730e 100644
--- a/tools/tts/CMakeLists.txt
+++ b/tools/tts/CMakeLists.txt
@@ -1,6 +1,6 @@
 set(TARGET llama-tts)
 add_executable(${TARGET} tts.cpp)
-target_link_libraries(${TARGET} PRIVATE llama llama-common ${CMAKE_THREAD_LIBS_INIT})
+target_link_libraries(${TARGET} PRIVATE llama llama-common mtmd ${CMAKE_THREAD_LIBS_INIT})
 target_compile_features(${TARGET} PRIVATE cxx_std_17)
 
 if(LLAMA_TOOLS_INSTALL)
diff --git a/tools/tts/README.md b/tools/tts/README.md
index 4749bb9f5..1b08d5ef3 100644
--- a/tools/tts/README.md
+++ b/tools/tts/README.md
@@ -1,117 +1,59 @@
-# llama.cpp/example/tts
-This example demonstrates the Text To Speech feature. It uses a
-[model](https://www.outeai.com/blog/outetts-0.2-500m) from
-[outeai](https://www.outeai.com/).
-
-## Quickstart
-If you have built llama.cpp with SSL support you can simply run the
-following command and the required models will be downloaded automatically:
-```console
-$ build/bin/llama-tts --tts-oute-default -p "Hello world" && aplay output.wav
-```
-For details about the models and how to convert them to the required format
-see the following sections.
-
-### Model conversion
-Checkout or download the model that contains the LLM model:
-```console
-$ pushd models
-$ git clone --branch main --single-branch --depth 1 https://huggingface.co/OuteAI/OuteTTS-0.2-500M
-$ cd OuteTTS-0.2-500M && git lfs install && git lfs pull
-$ popd
-```
-Convert the model to .gguf format:
-```console
-(venv) python convert_hf_to_gguf.py models/OuteTTS-0.2-500M \
-    --outfile models/outetts-0.2-0.5B-f16.gguf --outtype f16
-```
-The generated model will be `models/outetts-0.2-0.5B-f16.gguf`.
+# llama.cpp TTS
 
-We can optionally quantize this to Q8_0 using the following command:
-```console
-$ build/bin/llama-quantize models/outetts-0.2-0.5B-f16.gguf \
-    models/outetts-0.2-0.5B-q8_0.gguf q8_0
-```
-The quantized model will be `models/outetts-0.2-0.5B-q8_0.gguf`.
-
-Next we do something similar for the audio decoder. First download or checkout
-the model for the voice decoder:
-```console
-$ pushd models
-$ git clone --branch main --single-branch --depth 1 https://huggingface.co/novateur/WavTokenizer-large-speech-75token
-$ cd WavTokenizer-large-speech-75token && git lfs install && git lfs pull
-$ popd
-```
-This model file is a PyTorch checkpoint (.ckpt) and we first need to convert it to
-huggingface format:
-```console
-(venv) python tools/tts/convert_pt_to_hf.py \
-    models/WavTokenizer-large-speech-75token/wavtokenizer_large_speech_320_24k.ckpt
-...
-Model has been successfully converted and saved to models/WavTokenizer-large-speech-75token/model.safetensors
-Metadata has been saved to models/WavTokenizer-large-speech-75token/index.json
-Config has been saved to models/WavTokenizer-large-speech-75tokenconfig.json
-```
-Then we can convert the huggingface format to gguf:
-```console
-(venv) python convert_hf_to_gguf.py models/WavTokenizer-large-speech-75token \
-    --outfile models/wavtokenizer-large-75-f16.gguf --outtype f16
-...
-INFO:hf-to-gguf:Model successfully exported to models/wavtokenizer-large-75-f16.gguf
-```
+This is a tool to demonstrate audio generation capability in llama.cpp via `libmtmd`. It was added via PR [#26254](https://github.com/ggml-org/llama.cpp/pull/26254)
 
-### Running the example
+Note: this tool used to serve as a demo for OuteTTS, but it was converted to a more model-agnostic tool.
 
-With both of the models generated, the LLM model and the voice decoder model,
-we can run the example:
-```console
-$ build/bin/llama-tts -m  ./models/outetts-0.2-0.5B-q8_0.gguf \
-    -mv ./models/wavtokenizer-large-75-f16.gguf \
-    -p "Hello world"
-...
-main: audio written to file 'output.wav'
-```
-The output.wav file will contain the audio of the prompt. This can be heard
-by playing the file with a media player. On Linux the following command will
-play the audio:
-```console
-$ aplay output.wav
-```
+## Common usage
 
-### Running the example with llama-server
-Running this example with `llama-server` is also possible and requires two
-server instances to be started. One will serve the LLM model and the other
-will serve the voice decoder model.
+Simple usage:
 
-The LLM model server can be started with the following command:
-```console
-$ ./build/bin/llama-server -m ./models/outetts-0.2-0.5B-q8_0.gguf --port 8020
+```sh
+llama-tts -hf ggml-org/Qwen3-TTS-12Hz-1.7B-Base-GGUF -p "Hello world" --output out.wav
 ```
 
-And the voice decoder model server can be started using:
-```console
-./build/bin/llama-server -m ./models/wavtokenizer-large-75-f16.gguf --port 8021 --embeddings --pooling none
-```
+Common params:
+- Sampling params such as `--top-k`, `--top-p`, `--temp`, etc.
+- `-n <number_of_frames>` limits the output length, e.g. `-n 500`. Note that how many milliseconds each frame represents varies by model
+- Core inference params such as `-ngl`, `-b`, `-ub`, etc.
+
+## Qwen3-TTS
+
+Available params:
+- `--tts-lang` can be `zh`, `en`, `de`, `it`, `pt`, `es`, `ja`, `ko`, `fr`, `ru` (default: `en`)
+- `--tts-speaker-file` should point to a speaker reference audio file (wav, mp3)
 
-Then we can run [tts-outetts.py](tts-outetts.py) to generate the audio.
+Example usage:
 
-First create a virtual environment for python and install the required
-dependencies (this in only required to be done once):
-```console
-$ python3 -m venv venv
-$ source venv/bin/activate
-(venv) pip install requests numpy
+```sh
+llama-tts -hf ggml-org/Qwen3-TTS-12Hz-1.7B-Base-GGUF \
+    -p "Hello world" \
+    --tts-lang english \
+    --tts-speaker-file speaker.mp3 \
+    --output out.wav
 ```
 
-And then run the python script using:
-```conole
-(venv) python ./tools/tts/tts-outetts.py http://localhost:8020 http://localhost:8021 "Hello world"
-spectrogram generated: n_codes: 90, n_embd: 1282
-converting to audio ...
-audio generated: 28800 samples
-audio written to file "output.wav"
+## Pocket TTS
+
+Available params:
+- `--tts-speaker-file` should point to a speaker reference audio file (wav, mp3). It is required, the model produces almost no audio without it
+- Note: `lang` is not used, the language is a property of the weights
+
+Example usage:
+
+```sh
+llama-tts -m pocket-tts.gguf \
+    -mm mmproj-pocket-tts.gguf \
+    -p "Hello world" \
+    --tts-speaker-file speaker.mp3 \
+    --output out.wav
 ```
-And to play the audio we can again use aplay or any other media player:
-```console
-$ aplay output.wav
+
+**Note for GGUF conversion:**
+
+The [upstream repository](https://huggingface.co/kyutai/pocket-tts) holds one complete model per language under `languages/`, next to a set of shared files at the root. Convert one of the `languages/<name>` directories, **not** the root directory:
+
+```sh
+python convert_hf_to_gguf.py path/to/pocket-tts/languages/english --outfile pocket-tts.gguf
+python convert_hf_to_gguf.py path/to/pocket-tts/languages/english --mmproj --outfile mmproj-pocket-tts.gguf
 ```
diff --git a/tools/tts/convert_pt_to_hf.py b/tools/tts/convert_pt_to_hf.py
deleted file mode 100644
index ebd55d965..000000000
--- a/tools/tts/convert_pt_to_hf.py
+++ /dev/null
@@ -1,180 +0,0 @@
-# convert the https://huggingface.co/novateur/WavTokenizer-large-speech-75token to HF format
-# the goal is to be able to reuse the convert_hf_to_gguf.py after that to create a GGUF file with the WavTokenizer decoder
-#
-# TODO: this script is LLM-generated and probably very inefficient and should be rewritten
-
-import torch
-import json
-import os
-import sys
-import re
-
-from safetensors.torch import save_file
-
-# default
-model_path = './model.pt'
-
-# read from CLI
-if len(sys.argv) > 1:
-    model_path = sys.argv[1]
-
-# get the directory of the input model
-path_dst = os.path.dirname(model_path)
-
-print(f"Loading model from {model_path}")
-
-model = torch.load(model_path, map_location='cpu')
-
-#print(model)
-
-# print all keys
-for key in model.keys():
-    print(key)
-    if key == 'hyper_parameters':
-        #print(model[key])
-        # dump as json pretty
-        print(json.dumps(model[key], indent=4))
-    #if key != 'state_dict' and key != 'optimizer_states':
-    #    print(model[key])
-
-# Check if the loaded model is a state_dict or a model instance
-if isinstance(model, torch.nn.Module):
-    state_dict = model.state_dict()
-else:
-    state_dict = model
-
-# Print the structure of the state_dict to understand its format
-print("State dictionary keys:")
-for key in state_dict.keys():
-    print(key)
-
-# Ensure the state_dict is flat and contains only torch.Tensor objects
-def flatten_state_dict(state_dict, parent_key='', sep='.'):
-    items = []
-    items_new = []
-
-    for k, v in state_dict.items():
-        new_key = f"{parent_key}{sep}{k}" if parent_key else k
-        if isinstance(v, torch.Tensor):
-            items.append((new_key, v))
-        elif isinstance(v, dict):
-            items.extend(flatten_state_dict(v, new_key, sep=sep).items())
-            return dict(items)
-
-    size_total_mb = 0
-
-    for key, value in list(items):
-        # keep only what we need for inference
-        if not key.startswith('state_dict.feature_extractor.encodec.quantizer.') and \
-           not key.startswith('state_dict.backbone.') and \
-           not key.startswith('state_dict.head.out'):
-               print('Skipping key: ', key)
-               continue
-
-        new_key = key
-
-        new_key = new_key.replace('state_dict.', '')
-        new_key = new_key.replace('pos_net', 'posnet')
-
-        # check if matches "backbone.posnet.%d.bias" or "backbone.posnet.%d.weight"
-        if new_key.startswith("backbone.posnet."):
-            match = re.match(r"backbone\.posnet\.(\d+)\.(bias|weight)", new_key)
-            if match:
-               new_key = f"backbone.posnet.{match.group(1)}.norm.{match.group(2)}"
-
-        # "feature_extractor.encodec.quantizer.vq.layers.0._codebook.embed" -> "backbone.embedding.weight"
-        if new_key == "feature_extractor.encodec.quantizer.vq.layers.0._codebook.embed":
-            new_key = "backbone.embedding.weight"
-
-        # these are the only rows used
-        # ref: https://github.com/edwko/OuteTTS/blob/a613e79c489d8256dd657ea9168d78de75895d82/outetts/wav_tokenizer/audio_codec.py#L100
-        if new_key.endswith("norm.scale.weight"):
-            new_key = new_key.replace("norm.scale.weight", "norm.weight")
-            value = value[0]
-
-        if new_key.endswith("norm.shift.weight"):
-            new_key = new_key.replace("norm.shift.weight", "norm.bias")
-            value = value[0]
-
-        if new_key.endswith("gamma"):
-            new_key = new_key.replace("gamma", "gamma.weight")
-
-        # convert from 1D [768] to 2D [768, 1] so that ggml_add can broadcast the bias
-        if (new_key.endswith("norm.weight") or new_key.endswith("norm1.weight") or new_key.endswith("norm2.weight") or new_key.endswith(".bias")) and (new_key.startswith("backbone.posnet") or new_key.startswith("backbone.embed.bias")):
-            value = value.unsqueeze(1)
-
-        if new_key.endswith("dwconv.bias"):
-            value = value.unsqueeze(1)
-
-        size_mb = value.element_size() * value.nelement() / (1024 * 1024)
-        print(f"{size_mb:8.2f} MB - {new_key}: {value.shape}")
-
-        size_total_mb += size_mb
-
-        #print(key, '->', new_key, ': ', value)
-        #print(key, '->', new_key)
-
-        items_new.append((new_key, value))
-
-    print(f"Total size: {size_total_mb:8.2f} MB")
-
-    return dict(items_new)
-
-flattened_state_dict = flatten_state_dict(state_dict)
-
-
-# Convert the model to the safetensors format
-output_path = path_dst + '/model.safetensors'
-save_file(flattened_state_dict, output_path)
-
-print(f"Model has been successfully converted and saved to {output_path}")
-
-# Calculate the total size of the .safetensors file
-total_size = os.path.getsize(output_path)
-
-# Create the weight map
-weight_map = {
-    "model.safetensors": ["*"]  # Assuming all weights are in one file
-}
-
-# Create metadata for the index.json file
-metadata = {
-    "total_size": total_size,
-    "weight_map": weight_map
-}
-
-# Save the metadata to index.json
-index_path = path_dst + '/index.json'
-with open(index_path, 'w') as f:
-    json.dump(metadata, f, indent=4)
-
-print(f"Metadata has been saved to {index_path}")
-
-config = {
-    "architectures": [
-        "WavTokenizerDec"
-    ],
-    "hidden_size": 1282,
-    "n_embd_features": 512,
-    "n_ff": 2304,
-    "vocab_size": 4096,
-    "n_head": 1,
-    "layer_norm_epsilon": 1e-6,
-    "group_norm_epsilon": 1e-6,
-    "group_norm_groups": 32,
-    "max_position_embeddings": 8192, # ?
-    "n_layer": 12,
-    "posnet": {
-        "n_embd": 768,
-        "n_layer": 6
-    },
-    "convnext": {
-        "n_embd": 768,
-        "n_layer": 12
-    },
-}
-
-with open(path_dst + '/config.json', 'w') as f:
-    json.dump(config, f, indent=4)
-
-print(f"Config has been saved to {path_dst + 'config.json'}")
diff --git a/tools/tts/tts-outetts.py b/tools/tts/tts-outetts.py
deleted file mode 100644
index 3791f9fc3..000000000
--- a/tools/tts/tts-outetts.py
+++ /dev/null
@@ -1,299 +0,0 @@
-import sys
-#import json
-#import struct
-import requests
-import re
-import struct
-import numpy as np
-from concurrent.futures import ThreadPoolExecutor
-
-
-def fill_hann_window(size, periodic=True):
-    if periodic:
-        return np.hanning(size + 1)[:-1]
-    return np.hanning(size)
-
-
-def irfft(n_fft, complex_input):
-    return np.fft.irfft(complex_input, n=n_fft)
-
-
-def fold(buffer, n_out, n_win, n_hop, n_pad):
-    result = np.zeros(n_out)
-    n_frames = len(buffer) // n_win
-
-    for i in range(n_frames):
-        start = i * n_hop
-        end = start + n_win
-        result[start:end] += buffer[i * n_win:(i + 1) * n_win]
-
-    return result[n_pad:-n_pad] if n_pad > 0 else result
-
-
-def process_frame(args):
-    l, n_fft, ST, hann = args
-    frame = irfft(n_fft, ST[l])
-    frame = frame * hann
-    hann2 = hann * hann
-    return frame, hann2
-
-
-def embd_to_audio(embd, n_codes, n_embd, n_thread=4):
-    embd = np.asarray(embd, dtype=np.float32).reshape(n_codes, n_embd)
-
-    n_fft = 1280
-    n_hop = 320
-    n_win = 1280
-    n_pad = (n_win - n_hop) // 2
-    n_out = (n_codes - 1) * n_hop + n_win
-
-    hann = fill_hann_window(n_fft, True)
-
-    E = np.zeros((n_embd, n_codes), dtype=np.float32)
-    for l in range(n_codes):
-        for k in range(n_embd):
-            E[k, l] = embd[l, k]
-
-    half_embd = n_embd // 2
-    S = np.zeros((n_codes, half_embd + 1), dtype=np.complex64)
-
-    for k in range(half_embd):
-        for l in range(n_codes):
-            mag = E[k, l]
-            phi = E[k + half_embd, l]
-
-            mag = np.clip(np.exp(mag), 0, 1e2)
-            S[l, k] = mag * np.exp(1j * phi)
-
-    res = np.zeros(n_codes * n_fft)
-    hann2_buffer = np.zeros(n_codes * n_fft)
-
-    with ThreadPoolExecutor(max_workers=n_thread) as executor:
-        args = [(l, n_fft, S, hann) for l in range(n_codes)]
-        results = list(executor.map(process_frame, args))
-
-        for l, (frame, hann2) in enumerate(results):
-            res[l*n_fft:(l+1)*n_fft] = frame
-            hann2_buffer[l*n_fft:(l+1)*n_fft] = hann2
-
-    audio = fold(res, n_out, n_win, n_hop, n_pad)
-    env = fold(hann2_buffer, n_out, n_win, n_hop, n_pad)
-
-    mask = env > 1e-10
-    audio[mask] /= env[mask]
-
-    return audio
-
-
-def save_wav(filename, audio_data, sample_rate):
-    num_channels = 1
-    bits_per_sample = 16
-    bytes_per_sample = bits_per_sample // 8
-    data_size = len(audio_data) * bytes_per_sample
-    byte_rate = sample_rate * num_channels * bytes_per_sample
-    block_align = num_channels * bytes_per_sample
-    chunk_size = 36 + data_size  # 36 = size of header minus first 8 bytes
-
-    header = struct.pack(
-        '<4sI4s4sIHHIIHH4sI',
-        b'RIFF',
-        chunk_size,
-        b'WAVE',
-        b'fmt ',
-        16,                # fmt chunk size
-        1,                 # audio format (PCM)
-        num_channels,
-        sample_rate,
-        byte_rate,
-        block_align,
-        bits_per_sample,
-        b'data',
-        data_size
-    )
-
-    audio_data = np.clip(audio_data * 32767, -32768, 32767)
-    pcm_data = audio_data.astype(np.int16)
-
-    with open(filename, 'wb') as f:
-        f.write(header)
-        f.write(pcm_data.tobytes())
-
-
-def process_text(text: str):
-    text = re.sub(r'\d+(\.\d+)?', lambda x: x.group(), text.lower()) # TODO this needs to be fixed
-    text = re.sub(r'[-_/,\.\\]', ' ', text)
-    text = re.sub(r'[^a-z\s]', '', text)
-    text = re.sub(r'\s+', ' ', text).strip()
-    return text.split()
-
-# usage:
-# python tts-outetts.py http://server-llm:port http://server-dec:port "text"
-
-if len(sys.argv) <= 3:
-    print("usage: python tts-outetts.py http://server-llm:port http://server-dec:port \"text\"")
-    exit(1)
-
-host_llm = sys.argv[1]
-host_dec = sys.argv[2]
-text = sys.argv[3]
-
-prefix = """<|im_start|>
-<|text_start|>the<|text_sep|>overall<|text_sep|>package<|text_sep|>from<|text_sep|>just<|text_sep|>two<|text_sep|>people<|text_sep|>is<|text_sep|>pretty<|text_sep|>remarkable<|text_sep|>sure<|text_sep|>i<|text_sep|>have<|text_sep|>some<|text_sep|>critiques<|text_sep|>about<|text_sep|>some<|text_sep|>of<|text_sep|>the<|text_sep|>gameplay<|text_sep|>aspects<|text_sep|>but<|text_sep|>its<|text_sep|>still<|text_sep|>really<|text_sep|>enjoyable<|text_sep|>and<|text_sep|>it<|text_sep|>looks<|text_sep|>lovely<|text_sep|>"""
-
-words = process_text(text)
-words = "<|text_sep|>".join([i.strip() for i in words])
-words += "<|text_end|>\n"
-
-# voice data
-# TODO: load from json
-#suffix = """<|audio_start|>
-#the<|t_0.08|><|code_start|><|257|><|740|><|636|><|913|><|788|><|1703|><|code_end|>
-#overall<|t_0.36|><|code_start|><|127|><|201|><|191|><|774|><|700|><|532|><|1056|><|557|><|798|><|298|><|1741|><|747|><|1662|><|1617|><|1702|><|1527|><|368|><|1588|><|1049|><|1008|><|1625|><|747|><|1576|><|728|><|1019|><|1696|><|1765|><|code_end|>
-#package<|t_0.56|><|code_start|><|935|><|584|><|1319|><|627|><|1016|><|1491|><|1344|><|1117|><|1526|><|1040|><|239|><|1435|><|951|><|498|><|723|><|1180|><|535|><|789|><|1649|><|1637|><|78|><|465|><|1668|><|901|><|595|><|1675|><|117|><|1009|><|1667|><|320|><|840|><|79|><|507|><|1762|><|1508|><|1228|><|1768|><|802|><|1450|><|1457|><|232|><|639|><|code_end|>
-#from<|t_0.19|><|code_start|><|604|><|782|><|1682|><|872|><|1532|><|1600|><|1036|><|1761|><|647|><|1554|><|1371|><|653|><|1595|><|950|><|code_end|>
-#just<|t_0.25|><|code_start|><|1782|><|1670|><|317|><|786|><|1748|><|631|><|599|><|1155|><|1364|><|1524|><|36|><|1591|><|889|><|1535|><|541|><|440|><|1532|><|50|><|870|><|code_end|>
-#two<|t_0.24|><|code_start|><|1681|><|1510|><|673|><|799|><|805|><|1342|><|330|><|519|><|62|><|640|><|1138|><|565|><|1552|><|1497|><|1552|><|572|><|1715|><|1732|><|code_end|>
-#people<|t_0.39|><|code_start|><|593|><|274|><|136|><|740|><|691|><|633|><|1484|><|1061|><|1138|><|1485|><|344|><|428|><|397|><|1562|><|645|><|917|><|1035|><|1449|><|1669|><|487|><|442|><|1484|><|1329|><|1832|><|1704|><|600|><|761|><|653|><|269|><|code_end|>
-#is<|t_0.16|><|code_start|><|566|><|583|><|1755|><|646|><|1337|><|709|><|802|><|1008|><|485|><|1583|><|652|><|10|><|code_end|>
-#pretty<|t_0.32|><|code_start|><|1818|><|1747|><|692|><|733|><|1010|><|534|><|406|><|1697|><|1053|><|1521|><|1355|><|1274|><|816|><|1398|><|211|><|1218|><|817|><|1472|><|1703|><|686|><|13|><|822|><|445|><|1068|><|code_end|>
-#remarkable<|t_0.68|><|code_start|><|230|><|1048|><|1705|><|355|><|706|><|1149|><|1535|><|1787|><|1356|><|1396|><|835|><|1583|><|486|><|1249|><|286|><|937|><|1076|><|1150|><|614|><|42|><|1058|><|705|><|681|><|798|><|934|><|490|><|514|><|1399|><|572|><|1446|><|1703|><|1346|><|1040|><|1426|><|1304|><|664|><|171|><|1530|><|625|><|64|><|1708|><|1830|><|1030|><|443|><|1509|><|1063|><|1605|><|1785|><|721|><|1440|><|923|><|code_end|>
-#sure<|t_0.36|><|code_start|><|792|><|1780|><|923|><|1640|><|265|><|261|><|1525|><|567|><|1491|><|1250|><|1730|><|362|><|919|><|1766|><|543|><|1|><|333|><|113|><|970|><|252|><|1606|><|133|><|302|><|1810|><|1046|><|1190|><|1675|><|code_end|>
-#i<|t_0.08|><|code_start|><|123|><|439|><|1074|><|705|><|1799|><|637|><|code_end|>
-#have<|t_0.16|><|code_start|><|1509|><|599|><|518|><|1170|><|552|><|1029|><|1267|><|864|><|419|><|143|><|1061|><|0|><|code_end|>
-#some<|t_0.16|><|code_start|><|619|><|400|><|1270|><|62|><|1370|><|1832|><|917|><|1661|><|167|><|269|><|1366|><|1508|><|code_end|>
-#critiques<|t_0.60|><|code_start|><|559|><|584|><|1163|><|1129|><|1313|><|1728|><|721|><|1146|><|1093|><|577|><|928|><|27|><|630|><|1080|><|1346|><|1337|><|320|><|1382|><|1175|><|1682|><|1556|><|990|><|1683|><|860|><|1721|><|110|><|786|><|376|><|1085|><|756|><|1523|><|234|><|1334|><|1506|><|1578|><|659|><|612|><|1108|><|1466|><|1647|><|308|><|1470|><|746|><|556|><|1061|><|code_end|>
-#about<|t_0.29|><|code_start|><|26|><|1649|><|545|><|1367|><|1263|><|1728|><|450|><|859|><|1434|><|497|><|1220|><|1285|><|179|><|755|><|1154|><|779|><|179|><|1229|><|1213|><|922|><|1774|><|1408|><|code_end|>
-#some<|t_0.23|><|code_start|><|986|><|28|><|1649|><|778|><|858|><|1519|><|1|><|18|><|26|><|1042|><|1174|><|1309|><|1499|><|1712|><|1692|><|1516|><|1574|><|code_end|>
-#of<|t_0.07|><|code_start|><|197|><|716|><|1039|><|1662|><|64|><|code_end|>
-#the<|t_0.08|><|code_start|><|1811|><|1568|><|569|><|886|><|1025|><|1374|><|code_end|>
-#gameplay<|t_0.48|><|code_start|><|1269|><|1092|><|933|><|1362|><|1762|><|1700|><|1675|><|215|><|781|><|1086|><|461|><|838|><|1022|><|759|><|649|><|1416|><|1004|><|551|><|909|><|787|><|343|><|830|><|1391|><|1040|><|1622|><|1779|><|1360|><|1231|><|1187|><|1317|><|76|><|997|><|989|><|978|><|737|><|189|><|code_end|>
-#aspects<|t_0.56|><|code_start|><|1423|><|797|><|1316|><|1222|><|147|><|719|><|1347|><|386|><|1390|><|1558|><|154|><|440|><|634|><|592|><|1097|><|1718|><|712|><|763|><|1118|><|1721|><|1311|><|868|><|580|><|362|><|1435|><|868|><|247|><|221|><|886|><|1145|><|1274|><|1284|><|457|><|1043|><|1459|><|1818|><|62|><|599|><|1035|><|62|><|1649|><|778|><|code_end|>
-#but<|t_0.20|><|code_start|><|780|><|1825|><|1681|><|1007|><|861|><|710|><|702|><|939|><|1669|><|1491|><|613|><|1739|><|823|><|1469|><|648|><|code_end|>
-#its<|t_0.09|><|code_start|><|92|><|688|><|1623|><|962|><|1670|><|527|><|599|><|code_end|>
-#still<|t_0.27|><|code_start|><|636|><|10|><|1217|><|344|><|713|><|957|><|823|><|154|><|1649|><|1286|><|508|><|214|><|1760|><|1250|><|456|><|1352|><|1368|><|921|><|615|><|5|><|code_end|>
-#really<|t_0.36|><|code_start|><|55|><|420|><|1008|><|1659|><|27|><|644|><|1266|><|617|><|761|><|1712|><|109|><|1465|><|1587|><|503|><|1541|><|619|><|197|><|1019|><|817|><|269|><|377|><|362|><|1381|><|507|><|1488|><|4|><|1695|><|code_end|>
-#enjoyable<|t_0.49|><|code_start|><|678|><|501|><|864|><|319|><|288|><|1472|><|1341|><|686|><|562|><|1463|><|619|><|1563|><|471|><|911|><|730|><|1811|><|1006|><|520|><|861|><|1274|><|125|><|1431|><|638|><|621|><|153|><|876|><|1770|><|437|><|987|><|1653|><|1109|><|898|><|1285|><|80|><|593|><|1709|><|843|><|code_end|>
-#and<|t_0.15|><|code_start|><|1285|><|987|><|303|><|1037|><|730|><|1164|><|502|><|120|><|1737|><|1655|><|1318|><|code_end|>
-#it<|t_0.09|><|code_start|><|848|><|1366|><|395|><|1601|><|1513|><|593|><|1302|><|code_end|>
-#looks<|t_0.27|><|code_start|><|1281|><|1266|><|1755|><|572|><|248|><|1751|><|1257|><|695|><|1380|><|457|><|659|><|585|><|1315|><|1105|><|1776|><|736|><|24|><|736|><|654|><|1027|><|code_end|>
-#lovely<|t_0.56|><|code_start|><|634|><|596|><|1766|><|1556|><|1306|><|1285|><|1481|><|1721|><|1123|><|438|><|1246|><|1251|><|795|><|659|><|1381|><|1658|><|217|><|1772|><|562|><|952|><|107|><|1129|><|1112|><|467|><|550|><|1079|><|840|><|1615|><|1469|><|1380|><|168|><|917|><|836|><|1827|><|437|><|583|><|67|><|595|><|1087|><|1646|><|1493|><|1677|><|code_end|>"""
-
-# TODO: tokenization is slow for some reason - here is pre-tokenized input
-suffix = [ 151667, 198, 1782, 155780, 151669, 151929, 152412, 152308, 152585, 152460, 153375, 151670, 198, 74455,
-          155808, 151669, 151799, 151873, 151863, 152446, 152372, 152204, 152728, 152229, 152470, 151970, 153413,
-          152419, 153334, 153289, 153374, 153199, 152040, 153260, 152721, 152680, 153297, 152419, 153248, 152400,
-          152691, 153368, 153437, 151670, 198, 1722, 155828, 151669, 152607, 152256, 152991, 152299, 152688, 153163,
-          153016, 152789, 153198, 152712, 151911, 153107, 152623, 152170, 152395, 152852, 152207, 152461, 153321,
-          153309, 151750, 152137, 153340, 152573, 152267, 153347, 151789, 152681, 153339, 151992, 152512, 151751,
-          152179, 153434, 153180, 152900, 153440, 152474, 153122, 153129, 151904, 152311, 151670, 198, 1499, 155791,
-          151669, 152276, 152454, 153354, 152544, 153204, 153272, 152708, 153433, 152319, 153226, 153043, 152325,
-          153267, 152622, 151670, 198, 4250, 155797, 151669, 153454, 153342, 151989, 152458, 153420, 152303, 152271,
-          152827, 153036, 153196, 151708, 153263, 152561, 153207, 152213, 152112, 153204, 151722, 152542, 151670, 198,
-          19789, 155796, 151669, 153353, 153182, 152345, 152471, 152477, 153014, 152002, 152191, 151734, 152312, 152810,
-          152237, 153224, 153169, 153224, 152244, 153387, 153404, 151670, 198, 16069, 155811, 151669, 152265, 151946,
-          151808, 152412, 152363, 152305, 153156, 152733, 152810, 153157, 152016, 152100, 152069, 153234, 152317,
-          152589, 152707, 153121, 153341, 152159, 152114, 153156, 153001, 153504, 153376, 152272, 152433, 152325,
-          151941, 151670, 198, 285, 155788, 151669, 152238, 152255, 153427, 152318, 153009, 152381, 152474, 152680,
-          152157, 153255, 152324, 151682, 151670, 198, 32955, 155804, 151669, 153490, 153419, 152364, 152405, 152682,
-          152206, 152078, 153369, 152725, 153193, 153027, 152946, 152488, 153070, 151883, 152890, 152489, 153144,
-          153375, 152358, 151685, 152494, 152117, 152740, 151670, 198, 37448, 480, 155840, 151669, 151902, 152720,
-          153377, 152027, 152378, 152821, 153207, 153459, 153028, 153068, 152507, 153255, 152158, 152921, 151958,
-          152609, 152748, 152822, 152286, 151714, 152730, 152377, 152353, 152470, 152606, 152162, 152186, 153071,
-          152244, 153118, 153375, 153018, 152712, 153098, 152976, 152336, 151843, 153202, 152297, 151736, 153380,
-          153502, 152702, 152115, 153181, 152735, 153277, 153457, 152393, 153112, 152595, 151670, 198, 19098, 155808,
-          151669, 152464, 153452, 152595, 153312, 151937, 151933, 153197, 152239, 153163, 152922, 153402, 152034,
-          152591, 153438, 152215, 151673, 152005, 151785, 152642, 151924, 153278, 151805, 151974, 153482, 152718,
-          152862, 153347, 151670, 198, 72, 155780, 151669, 151795, 152111, 152746, 152377, 153471, 152309, 151670, 198,
-          19016, 155788, 151669, 153181, 152271, 152190, 152842, 152224, 152701, 152939, 152536, 152091, 151815, 152733,
-          151672, 151670, 198, 14689, 155788, 151669, 152291, 152072, 152942, 151734, 153042, 153504, 152589, 153333,
-          151839, 151941, 153038, 153180, 151670, 198, 36996, 8303, 155832, 151669, 152231, 152256, 152835, 152801,
-          152985, 153400, 152393, 152818, 152765, 152249, 152600, 151699, 152302, 152752, 153018, 153009, 151992,
-          153054, 152847, 153354, 153228, 152662, 153355, 152532, 153393, 151782, 152458, 152048, 152757, 152428,
-          153195, 151906, 153006, 153178, 153250, 152331, 152284, 152780, 153138, 153319, 151980, 153142, 152418,
-          152228, 152733, 151670, 198, 9096, 155801, 151669, 151698, 153321, 152217, 153039, 152935, 153400, 152122,
-          152531, 153106, 152169, 152892, 152957, 151851, 152427, 152826, 152451, 151851, 152901, 152885, 152594,
-          153446, 153080, 151670, 198, 14689, 155795, 151669, 152658, 151700, 153321, 152450, 152530, 153191, 151673,
-          151690, 151698, 152714, 152846, 152981, 153171, 153384, 153364, 153188, 153246, 151670, 198, 1055, 155779,
-          151669, 151869, 152388, 152711, 153334, 151736, 151670, 198, 1782, 155780, 151669, 153483, 153240, 152241,
-          152558, 152697, 153046, 151670, 198, 5804, 1363, 155820, 151669, 152941, 152764, 152605, 153034, 153434,
-          153372, 153347, 151887, 152453, 152758, 152133, 152510, 152694, 152431, 152321, 153088, 152676, 152223,
-          152581, 152459, 152015, 152502, 153063, 152712, 153294, 153451, 153032, 152903, 152859, 152989, 151748,
-          152669, 152661, 152650, 152409, 151861, 151670, 198, 300, 7973, 155828, 151669, 153095, 152469, 152988,
-          152894, 151819, 152391, 153019, 152058, 153062, 153230, 151826, 152112, 152306, 152264, 152769, 153390,
-          152384, 152435, 152790, 153393, 152983, 152540, 152252, 152034, 153107, 152540, 151919, 151893, 152558,
-          152817, 152946, 152956, 152129, 152715, 153131, 153490, 151734, 152271, 152707, 151734, 153321, 152450,
-          151670, 198, 8088, 155792, 151669, 152452, 153497, 153353, 152679, 152533, 152382, 152374, 152611, 153341,
-          153163, 152285, 153411, 152495, 153141, 152320, 151670, 198, 1199, 155781, 151669, 151764, 152360, 153295,
-          152634, 153342, 152199, 152271, 151670, 198, 43366, 155799, 151669, 152308, 151682, 152889, 152016, 152385,
-          152629, 152495, 151826, 153321, 152958, 152180, 151886, 153432, 152922, 152128, 153024, 153040, 152593,
-          152287, 151677, 151670, 198, 53660, 155808, 151669, 151727, 152092, 152680, 153331, 151699, 152316, 152938,
-          152289, 152433, 153384, 151781, 153137, 153259, 152175, 153213, 152291, 151869, 152691, 152489, 151941,
-          152049, 152034, 153053, 152179, 153160, 151676, 153367, 151670, 198, 268, 4123, 480, 155821, 151669, 152350,
-          152173, 152536, 151991, 151960, 153144, 153013, 152358, 152234, 153135, 152291, 153235, 152143, 152583,
-          152402, 153483, 152678, 152192, 152533, 152946, 151797, 153103, 152310, 152293, 151825, 152548, 153442,
-          152109, 152659, 153325, 152781, 152570, 152957, 151752, 152265, 153381, 152515, 151670, 198, 437, 155787,
-          151669, 152957, 152659, 151975, 152709, 152402, 152836, 152174, 151792, 153409, 153327, 152990, 151670, 198,
-          275, 155781, 151669, 152520, 153038, 152067, 153273, 153185, 152265, 152974, 151670, 198, 94273, 155799,
-          151669, 152953, 152938, 153427, 152244, 151920, 153423, 152929, 152367, 153052, 152129, 152331, 152257,
-          152987, 152777, 153448, 152408, 151696, 152408, 152326, 152699, 151670, 198, 385, 16239, 155828, 151669,
-          152306, 152268, 153438, 153228, 152978, 152957, 153153, 153393, 152795, 152110, 152918, 152923, 152467,
-          152331, 153053, 153330, 151889, 153444, 152234, 152624, 151779, 152801, 152784, 152139, 152222, 152751,
-          152512, 153287, 153141, 153052, 151840, 152589, 152508, 153499, 152109, 152255, 151739, 152267, 152759,
-          153318, 153165, 153349, 151670, ]
-
-response = requests.post(
-    host_llm + "/completion",
-    json={
-        "prompt": [prefix + words, *suffix],
-        "n_predict": 1024,
-        "cache_prompt": True,
-        "return_tokens": True,
-        "samplers": ["top_k"],
-        "top_k": 16,
-        "seed": 1003,
-    }
-)
-
-response_json = response.json()
-
-#print(json.dumps(response_json, indent=4))
-#print(json.dumps(response_json["prompt"], indent=4).replace("\\n", "\n"))
-#print(json.dumps(response_json["timings"], indent=4))
-#print(json.dumps(response_json["tokens"], indent=4))
-
-codes = response_json["tokens"]
-
-codes = [t - 151672 for t in codes if t >= 151672 and t <= 155772]
-
-response = requests.post(
-    host_dec + "/embeddings",
-    json={
-        "input": [*codes],
-    }
-)
-
-response_json = response.json()
-
-#print(json.dumps(response_json, indent=4))
-
-# spectrogram
-embd = response_json[0]["embedding"]
-
-n_codes = len(embd)
-n_embd = len(embd[0])
-
-print('spectrogram generated: n_codes: %d, n_embd: %d' % (n_codes, n_embd))
-
-# post-process the spectrogram to convert to audio
-print('converting to audio ...')
-audio = embd_to_audio(embd, n_codes, n_embd)
-print('audio generated: %d samples' % len(audio))
-
-filename = "output.wav"
-sample_rate = 24000 # sampling rate
-
-# zero out first 0.25 seconds
-audio[:24000 // 4] = 0.0
-
-save_wav(filename, audio, sample_rate)
-print('audio written to file "%s"' % filename)
diff --git a/tools/tts/tts.cpp b/tools/tts/tts.cpp
index 2a1bdccc9..fd7522f8d 100644
--- a/tools/tts/tts.cpp
+++ b/tools/tts/tts.cpp
@@ -1,1096 +1,213 @@
-#define _USE_MATH_DEFINES // For M_PI on MSVC
-
 #include "arg.h"
 #include "common.h"
 #include "sampling.h"
 #include "log.h"
 #include "llama.h"
+#include "mtmd.h"
+#include "mtmd-helper.h"
 
-#define JSON_ASSERT GGML_ASSERT
-#include <nlohmann/json.hpp>
-
-#include <algorithm>
-#include <clocale>
-#include <cmath>
 #include <cstdio>
-#include <fstream>
-#include <map>
-#include <regex>
+#include <cstring>
 #include <string>
-#include <thread>
-#include <vector>
-
-using json = nlohmann::ordered_json;
-
-enum outetts_version {
-    OUTETTS_V0_2,
-    OUTETTS_V0_3,
-};
-
-//
-// Terminal utils
-//
-
-#define SQR(X)    ((X) * (X))
-#define UNCUBE(x) x < 48 ? 0 : x < 115 ? 1 : (x - 35) / 40
 
 /**
- * Quantizes 24-bit RGB to xterm256 code range [16,256).
+ * Please note that this is NOT a production-ready binary.
+ * It is a playground for trying TTS support in llama.cpp.
+ * For contributors: please keep this code simple and easy to understand. Do not add unnecessary complexity. The goal is to have a simple CLI for testing TTS support.
  */
-static int rgb2xterm256(int r, int g, int b) {
-    unsigned char cube[] = {0, 0137, 0207, 0257, 0327, 0377};
-    int av, ir, ig, ib, il, qr, qg, qb, ql;
-    av = r * .299 + g * .587 + b * .114 + .5;
-    ql = (il = av > 238 ? 23 : (av - 3) / 10) * 10 + 8;
-    qr = cube[(ir = UNCUBE(r))];
-    qg = cube[(ig = UNCUBE(g))];
-    qb = cube[(ib = UNCUBE(b))];
-    if (SQR(qr - r) + SQR(qg - g) + SQR(qb - b) <=
-        SQR(ql - r) + SQR(ql - g) + SQR(ql - b))
-        return ir * 36 + ig * 6 + ib + 020;
-    return il + 0350;
-}
-
-static std::string set_xterm256_foreground(int r, int g, int b) {
-    int x = rgb2xterm256(r, g, b);
-    std::ostringstream oss;
-    oss << "\033[38;5;" << x << "m";
-    return oss.str();
-}
-
-const std::vector<std::string> k_colors = {
-    set_xterm256_foreground(220,   5,  12),
-    set_xterm256_foreground(232,  96,  28),
-    set_xterm256_foreground(241, 147,  45),
-    set_xterm256_foreground(246, 193,  65),
-    set_xterm256_foreground(247, 240,  86),
-    set_xterm256_foreground(144, 201, 135),
-    set_xterm256_foreground( 78, 178, 101),
-};
-
-static void print_usage(int, char ** argv) {
-    LOG("\nexample usage:\n");
-    LOG("\n    %s -m model.gguf -p \"Hello!\"\n", argv[0]);
-    LOG("\n");
-}
-
-struct wav_header {
-    char riff[4] = {'R', 'I', 'F', 'F'};
-    uint32_t chunk_size;
-    char wave[4] = {'W', 'A', 'V', 'E'};
-    char fmt[4] = {'f', 'm', 't', ' '};
-    uint32_t fmt_chunk_size = 16;
-    uint16_t audio_format = 1; // PCM
-    uint16_t num_channels = 1; // Mono
-    uint32_t sample_rate;
-    uint32_t byte_rate;
-    uint16_t block_align;
-    uint16_t bits_per_sample = 16;
-    char data[4] = {'d', 'a', 't', 'a'};
-    uint32_t data_size;
-};
-
-static bool save_wav16(const std::string & fname, const std::vector<float> & data, int sample_rate) {
-    std::ofstream file(fname, std::ios::binary);
-    if (!file) {
-        LOG_ERR("%s: Failed to open file '%s' for writing.\n", __func__, fname.c_str());
-        return false;
-    }
-
-    wav_header header;
-    header.sample_rate = sample_rate;
-    header.byte_rate = header.sample_rate * header.num_channels * (header.bits_per_sample / 8);
-    header.block_align = header.num_channels * (header.bits_per_sample / 8);
-    header.data_size = data.size() * (header.bits_per_sample / 8);
-    header.chunk_size = 36 + header.data_size;
-
-    file.write(reinterpret_cast<const char*>(&header), sizeof(header));
-
-    for (const auto & sample : data) {
-        int16_t pcm_sample = static_cast<int16_t>(std::clamp(sample * 32767.0, -32768.0, 32767.0));
-        file.write(reinterpret_cast<const char*>(&pcm_sample), sizeof(pcm_sample));
-    }
-
-    return file.good();
-}
 
-static void fill_hann_window(int length, bool periodic, float * output) {
-    int offset = -1;
-    if (periodic) {
-        offset = 0;
-    }
-    for (int i = 0; i < length; i++) {
-        output[i] = 0.5 * (1.0 - cosf((2.0 * M_PI * i) / (length + offset)));
-    }
-}
-
-// very poor-man fft
-static void twiddle(float * real, float * imag, int k, int N) {
-    float angle = 2 * M_PI * k / N;
-    *real = cos(angle);
-    *imag = sin(angle);
-}
-
-static void irfft(int n, const float * inp_cplx, float * out_real) {
-    int N = n / 2 + 1;
-
-    std::vector<float> real_input(N);
-    std::vector<float> imag_input(N);
-    for (int i = 0; i < N; ++i) {
-        real_input[i] = inp_cplx[2 * i];
-        imag_input[i] = inp_cplx[2 * i + 1];
-    }
+struct tts_timings {
+    int64_t t_start_us = ggml_time_us();
+    int64_t t_last_us  = t_start_us;
 
-    std::vector<float> real_output(n);
-    std::vector<float> imag_output(n);
-
-    for (int k = 0; k < n; ++k) {
-        real_output[k] = 0.0f;
-        imag_output[k] = 0.0f;
-        for (int m = 0; m < N; ++m) {
-            float twiddle_real;
-            float twiddle_imag;
-
-            twiddle(&twiddle_real, &twiddle_imag, k * m, n);
-
-            real_output[k] += real_input[m] * twiddle_real - imag_input[m] * twiddle_imag;
-            imag_output[k] += real_input[m] * twiddle_imag + imag_input[m] * twiddle_real;
+    void report(int n_frames) {
+        const int64_t t_now_us = ggml_time_us();
+        if (t_now_us - t_last_us < 2000000) {
+            return;
         }
+        t_last_us = t_now_us;
+        const double t_elapsed_s = (t_now_us - t_start_us) / 1e6;
+        const double fps = t_elapsed_s > 0 ? n_frames / t_elapsed_s : 0.0;
+        LOG_INF("frames generated: %d, speed: %.2f frames/s\n", n_frames, fps);
     }
-
-    for (int i = 0; i < n; ++i) {
-        out_real[i] = real_output[i] / N;
-    }
-}
-
-//
-//  y = torch.nn.functional.fold(
-//       data, output_size=(1, output_size), kernel_size=(1, self.win_length), stride=(1, self.hop_length),
-//  )[:, 0, 0, pad:-pad]
-//
-// data.shape =  torch.Size([1, 1280, 261])
-// output_size =  84480
-// win_length =  1280
-// hop_length =  320
-// pad =  480
-//
-static void fold(const std::vector<float> & data, int64_t n_out, int64_t n_win, int64_t n_hop, int64_t n_pad, std::vector<float> & output) {
-    int64_t output_height = n_out;
-    int64_t kernel_w = n_win;
-    int64_t stride_w = n_hop;
-    int64_t width    = n_out;
-
-    output.resize(width, 0.0f);
-
-    int64_t col_idx = 0;
-    for (int64_t w_col = 0; w_col < width; ++w_col) {
-        int64_t start = w_col * stride_w - n_pad;
-        int64_t end   = start + kernel_w;
-
-        for (int64_t w_im = start; w_im < end; ++w_im) {
-            if (w_im >= 0 && w_im < output_height && col_idx < (int64_t) data.size()) {
-                output[w_im] += data[col_idx];
-            }
-            col_idx++;
-        }
-    }
-
-    output.resize(n_out - 2 * n_pad);
-}
-
-// TODO: not optimized at all
-static std::vector<float> embd_to_audio(
-        const float * embd,
-        const int n_codes,
-        const int n_embd,
-        const int n_thread) {
-    const int n_fft = 1280;
-    const int n_hop = 320;
-    const int n_win = 1280;
-    const int n_pad = (n_win - n_hop)/2;
-    const int n_out = (n_codes - 1)*n_hop + n_win;
-
-    std::vector<float> hann(n_fft);
-
-    fill_hann_window(hann.size(), true, hann.data());
-
-    int n_spec = n_embd*n_codes;
-
-    std::vector<float> E (n_spec);
-    std::vector<float> S (n_spec);
-    std::vector<float> ST(n_spec);
-
-    for (int l = 0; l < n_codes; ++l) {
-        for (int k = 0; k < n_embd; ++k) {
-            E[k*n_codes + l] = embd[l*n_embd + k];
-        }
-    }
-
-    for (int k = 0; k < n_embd/2; ++k) {
-        for (int l = 0; l < n_codes; ++l) {
-            float mag = E[(k           )*n_codes + l];
-            float phi = E[(k + n_embd/2)*n_codes + l];
-
-            mag = exp(mag);
-
-            if (mag > 1e2) {
-                mag = 1e2;
-            }
-            S[2*(k*n_codes + l) + 0] = mag*cosf(phi);
-            S[2*(k*n_codes + l) + 1] = mag*sinf(phi);
-        }
-    }
-
-    for (int l = 0; l < n_codes; ++l) {
-        for (int k = 0; k < n_embd/2; ++k) {
-            ST[l*n_embd + 2*k + 0] = S[2*(k*n_codes + l) + 0];
-            ST[l*n_embd + 2*k + 1] = S[2*(k*n_codes + l) + 1];
-        }
-    }
-
-    std::vector<float> res  (n_codes*n_fft);
-    std::vector<float> hann2(n_codes*n_fft);
-
-    std::vector<std::thread> workers(n_thread);
-    for (int i = 0; i < n_thread; ++i) {
-        workers[i] = std::thread([&, i]() {
-            for (int l = i; l < n_codes; l += n_thread) {
-                irfft(n_fft, ST.data() + l*n_embd, res.data() + l*n_fft);
-                for (int j = 0; j < n_fft; ++j) {
-                    res  [l*n_fft + j] *= hann[j];
-                    hann2[l*n_fft + j]  = hann[j] * hann[j];
-                }
-            }
-        });
-    }
-    for (int i = 0; i < n_thread; ++i) {
-        workers[i].join();
-    }
-
-    std::vector<float> audio;
-    std::vector<float> env;
-
-    fold(res,   n_out, n_win, n_hop, n_pad, audio);
-    fold(hann2, n_out, n_win, n_hop, n_pad, env); // TODO: can be done once
-
-    for (size_t i = 0; i < audio.size(); ++i) {
-        audio[i] /= env[i];
-    }
-
-    return audio;
-}
-
-static const std::map<int, std::string> ones = {
-    {0, "zero"}, {1, "one"}, {2, "two"}, {3, "three"}, {4, "four"},
-    {5, "five"}, {6, "six"}, {7, "seven"}, {8, "eight"}, {9, "nine"},
-    {10, "ten"}, {11, "eleven"}, {12, "twelve"}, {13, "thirteen"}, {14, "fourteen"},
-    {15, "fifteen"}, {16, "sixteen"}, {17, "seventeen"}, {18, "eighteen"}, {19, "nineteen"}
 };
 
-static const std::map<int, std::string> tens = {
-    {2, "twenty"}, {3, "thirty"}, {4, "forty"}, {5, "fifty"},
-    {6, "sixty"}, {7, "seventy"}, {8, "eighty"}, {9, "ninety"}
-};
-
-// Convert a number less than 1000 to words
-static std::string convert_less_than_thousand(int num) {
-    std::string result;
-
-    if (num >= 100) {
-        result += ones.at(num / 100) + " hundred ";
-        num %= 100;
-    }
-
-    if (num >= 20) {
-        result += tens.at(num / 10);
-        if (num % 10 > 0) {
-            result += "-" + ones.at(num % 10);
-        }
-    } else if (num > 0) {
-        result += ones.at(num);
-    }
-
-    return result;
-}
-
-static std::string number_to_words(const std::string & number_str) {
-    try {
-        size_t decimal_pos = number_str.find('.');
-        std::string integer_part = number_str.substr(0, decimal_pos);
-
-        int int_number = std::stoi(integer_part);
-        std::string result;
-
-        if (int_number == 0) {
-            result = "zero";
-        } else {
-            if (int_number >= 1000000000) {
-                int billions = int_number / 1000000000;
-                result += convert_less_than_thousand(billions) + " billion ";
-                int_number %= 1000000000;
-            }
-
-            if (int_number >= 1000000) {
-                int millions = int_number / 1000000;
-                result += convert_less_than_thousand(millions) + " million ";
-                int_number %= 1000000;
-            }
-
-            if (int_number >= 1000) {
-                int thousands = int_number / 1000;
-                result += convert_less_than_thousand(thousands) + " thousand ";
-                int_number %= 1000;
-            }
-
-            if (int_number > 0) {
-                result += convert_less_than_thousand(int_number);
-            }
-        }
-
-        // Handle decimal part
-        if (decimal_pos != std::string::npos) {
-            result += " point";
-            std::string decimal_part = number_str.substr(decimal_pos + 1);
-            for (char digit : decimal_part) {
-                result += " " + ones.at(digit - '0');
-            }
-        }
-
-        return result;
-    } catch (const std::exception& e) {
-        // Skip if fails
-        return " ";
-    }
-}
-
-static std::string replace_numbers_with_words(const std::string & input_text) {
-    std::regex number_pattern(R"(\d+(\.\d+)?)");
-    std::string result;
-    auto it = std::sregex_iterator(input_text.begin(), input_text.end(), number_pattern);
-    auto end = std::sregex_iterator();
-
-    size_t last_pos = 0;
-    for (std::sregex_iterator i = it; i != end; ++i) {
-        const std::smatch& match = *i;
-        result.append(input_text, last_pos, match.position() - last_pos);
-        result.append(number_to_words(match.str()));
-        last_pos = match.position() + match.length();
-    }
-    result.append(input_text, last_pos);
-
-    return result;
-}
-
-// Based on: https://github.com/edwko/OuteTTS/blob/a613e79c489d8256dd657ea9168d78de75895d82/outetts/version/v1/prompt_processor.py#L39
-static std::string process_text(const std::string & text, const outetts_version tts_version = OUTETTS_V0_2) {
-
-    // For now I skipped text romanization as I am unsure how to handle
-    // uroman and MeCab implementations in C++
-    // maybe something like https://github.com/anyascii/anyascii/ could work.
-    // currently only English would be supported in this function
-
-    std::string processed_text = replace_numbers_with_words(text);
-
-    std::transform(processed_text.begin(), processed_text.end(),
-                  processed_text.begin(), ::tolower);
-
-    std::regex special_chars(R"([-_/,\.\\])");
-    processed_text = std::regex_replace(processed_text, special_chars, " ");
-
-    std::regex non_alpha(R"([^a-z\s])");
-    processed_text = std::regex_replace(processed_text, non_alpha, "");
-
-    std::regex multiple_spaces(R"(\s+)");
-    processed_text = std::regex_replace(processed_text, multiple_spaces, " ");
-
-    processed_text = std::regex_replace(processed_text, std::regex(R"(^\s+|\s+$)"), "");
-
-    /*
-        Replace spaces with the separator token same as in line 365
-
-        for (auto & c : prompt_user) {
-        if (c == ' ') {
-            prompt_clean += "<|text_sep|>";
-    */
-    std::string separator = (tts_version == OUTETTS_V0_3) ? "<|space|>" : "<|text_sep|>";
-    processed_text = std::regex_replace(processed_text, std::regex(R"(\s)"), separator);
-
-    return processed_text;
-}
-
-static void prompt_add(llama_tokens & prompt, llama_token token) {
-    prompt.push_back(token);
-}
-
-static void prompt_add(llama_tokens & prompt, const llama_tokens & tokens) {
-    prompt.insert(prompt.end(), tokens.begin(), tokens.end());
-}
-
-static void prompt_add(llama_tokens & prompt, const llama_vocab * vocab, const std::string & txt, bool add_special, bool parse_special) {
-    auto tmp = common_tokenize(vocab, txt, add_special, parse_special);
-    prompt_add(prompt, tmp);
-}
-
-static void prompt_init(llama_tokens & prompt, const llama_vocab * vocab) {
-    prompt.clear();
-
-    prompt_add(prompt, vocab, "<|im_start|>\n", true, true);
-}
-
-static std::vector<llama_token> prepare_guide_tokens(const llama_vocab * vocab, const std::string & str, const outetts_version tts_version = OUTETTS_V0_2) {
-    const std::string& delimiter = (tts_version == OUTETTS_V0_3 ? "<|space|>" : "<|text_sep|>");
-
-    std::vector<llama_token> result;
-    size_t start = 0;
-    size_t end = str.find(delimiter);
-
-    //first token is always a newline, as it was not previously added
-    result.push_back(common_tokenize(vocab, "\n", false, true)[0]);
-
-    while (end != std::string::npos) {
-        std::string current_word = str.substr(start, end - start);
-        auto tmp = common_tokenize(vocab, current_word, false, true);
-        result.push_back(tmp[0]);
-        start = end + delimiter.length();
-        end = str.find(delimiter, start);
-    }
-
-    // Add the last part
-    std::string current_word = str.substr(start);
-    auto tmp = common_tokenize(vocab, current_word, false, true);
-    if (tmp.size() > 0) {
-        result.push_back(tmp[0]);
-    }
-    return result;
-}
-
-static json speaker_from_file(const std::string & speaker_file) {
-    std::ifstream file(speaker_file);
-    if (!file) {
-        LOG_ERR("%s: Failed to open file '%s' for reading\n", __func__, speaker_file.c_str());
-        return json();
-    }
-
-    json speaker = json::parse(file);
-    return speaker;
-}
-
-static outetts_version get_tts_version(llama_model *model, json speaker = json::object()) {
-    if (speaker.contains("version")) {
-        std::string version = speaker["version"].get<std::string>();
-        if (version == "0.2") {
-            return OUTETTS_V0_2;
-        } else if (version == "0.3") {
-            return OUTETTS_V0_3;
-        } else {
-            LOG_ERR("%s: Unsupported speaker version '%s'\n", __func__, version.c_str());
-        }
-    }
-
-    // Also could get version from model itself
-    const char *chat_template = llama_model_chat_template(model, nullptr);
-    if (chat_template && std::string(chat_template) == "outetts-0.3") {
-        return OUTETTS_V0_3;
-    }
-
-    // Use 0.2 as the default version
-    return OUTETTS_V0_2;
-}
-
-static std::string audio_text_from_speaker(json speaker, const outetts_version tts_version = OUTETTS_V0_2) {
-    std::string audio_text = "<|text_start|>";
-
-    if (tts_version == OUTETTS_V0_2 || tts_version == OUTETTS_V0_3) {
-        std::string separator = (tts_version == OUTETTS_V0_3) ? "<|space|>" : "<|text_sep|>";
-        for (const auto &word : speaker["words"]) {
-            audio_text += word["word"].get<std::string>() + separator;
-        }
-    }
-
-    return audio_text;
-}
-
-static std::string audio_data_from_speaker(json speaker, const outetts_version tts_version = OUTETTS_V0_2) {
-    std::string audio_data = "<|audio_start|>\n";
-
-    if (tts_version == OUTETTS_V0_2 || tts_version == OUTETTS_V0_3) {
-        std::string code_start = (tts_version == OUTETTS_V0_3) ? "" : "<|code_start|>";
-        std::string code_end = (tts_version == OUTETTS_V0_3) ? "<|space|>" : "<|code_end|>";
-        for (const auto &word : speaker["words"]) {
-            std::string word_text = word["word"].get<std::string>();
-            double duration = word["duration"].get<double>();
-            std::vector<int> codes = word["codes"].get<std::vector<int>>();
-
-            // Create the audio output entry
-            std::ostringstream word_entry;
-            word_entry << word_text << "<|t_" << std::fixed << std::setprecision(2)
-                       << duration << "|>" + code_start;
-            for (const auto &Code : codes) {
-                word_entry << "<|" << Code << "|>";
-            }
-            word_entry << code_end << "\n";
-            audio_data += word_entry.str();
-        }
-    }
-
-    return audio_data;
+static void print_usage(int, char ** argv) {
+    LOG("\nexample usage:\n");
+    LOG("\n    %s -m backbone.gguf -mm mmproj.gguf -p \"text to speak\" -o output.wav", argv[0]);
+    LOG("\n    %s -hf user/model -p \"text to speak\" -o output.wav\n", argv[0]);
+    LOG("\nnote: --tts-lang and --tts-speaker-file may not be supported in all models");
+    LOG("\n      use -n to limit the output length");
+    LOG("\n      see tts/README.md for per-model usage notes");
+    LOG("\n\n");
 }
 
 int main(int argc, char ** argv) {
-    std::setlocale(LC_NUMERIC, "C");
-
     common_params params;
 
-    params.out_file = "output.wav";
-    params.prompt = "";
-
-    params.n_predict = 4096;
-    params.n_batch   = 8192;
-    params.n_ctx     = 8192;
-
-    params.sampling.top_k = 4;
-    params.sampling.samplers = { COMMON_SAMPLER_TYPE_TOP_K, };
-
     common_init();
 
     if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_TTS, print_usage)) {
         return 1;
     }
 
-    const int n_parallel = params.n_parallel;
-    const int n_predict  = params.n_predict;
-
-    // init LLM
+    mtmd_helper_log_set(common_log_default_callback, nullptr);
 
-    llama_backend_init();
-    llama_numa_init(params.numa);
-
-    llama_model * model_ttc = NULL; // text-to-codes
-    llama_model * model_cts = NULL; // codes-to-speech
-
-    llama_context * ctx_ttc = NULL;
-    llama_context * ctx_cts = NULL;
-
-    auto llama_init_ttc = common_init_from_params(params);
-
-    model_ttc = llama_init_ttc->model();
-    ctx_ttc   = llama_init_ttc->context();
-
-    if (model_ttc == nullptr || ctx_ttc == nullptr) {
-        return ENOENT;
+    if (params.prompt.empty()) {
+        LOG_ERR("no prompt provided, use -p \"text\"\n");
+        return 1;
+    }
+    if (params.mmproj.path.empty()) {
+        LOG_ERR("no mmproj provided, use --mmproj\n");
+        return 1;
     }
 
-    const llama_vocab * vocab = llama_model_get_vocab(model_ttc);
+    // important: keep this file as generic as possible
+    //            model-specific logic should be in mtmd-helper-gen or mtmd API
 
-    params.model = params.vocoder.model;
+    // always enable embd, so that we can pass hidden states to the audio generation helper
     params.embedding = true;
-    params.n_ubatch = params.n_batch;
 
-    auto llama_init_cts = common_init_from_params(params);
+    llama_backend_init();
+    llama_numa_init(params.numa);
 
-    model_cts = llama_init_cts->model();
-    ctx_cts   = llama_init_cts->context();
+    //
+    // load backbone model and mmproj
+    //
 
-    if (model_cts == nullptr || ctx_cts == nullptr) {
-        return ENOENT;
+    auto llama_init = common_init_from_params(params);
+    llama_model    * model = llama_init->model();
+    llama_context  * lctx  = llama_init->context();
+    common_sampler * smpl  = llama_init->sampler(0);
+    if (!model || !lctx) {
+        LOG_ERR("failed to init model/context\n");
+        return 1;
     }
 
-    std::vector<common_sampler *> smpl(n_parallel);
-    for (int i = 0; i < n_parallel; ++i) {
-        params.sampling.no_perf = (i != 0);
-        params.sampling.seed = params.sampling.seed + 1;
-
-        smpl[i] = common_sampler_init(model_ttc, params.sampling);
+    mtmd_context_params mtmd_params = mtmd_context_params_default();
+    mtmd_params.use_gpu = params.mmproj_use_gpu;
+    mtmd::context_ptr mctx(mtmd_init_from_file(params.mmproj.path.c_str(), model, mtmd_params));
+    if (!mctx) {
+        LOG_ERR("failed to load mmproj %s\n", params.mmproj.path.c_str());
+        return 1;
     }
-
-    LOG_INF("sampler seed: %u\n",     common_sampler_get_seed(smpl[0]));
-    LOG_INF("sampler chain: %s\n",    common_sampler_print(smpl[0]).c_str());
-    LOG_INF("sampler params: \n%s\n", params.sampling.print().c_str());
-
-    LOG_INF("%s: loading done\n", __func__);
-
-    const auto t_main_start = ggml_time_us();
-
-    std::vector<llama_token> codes;
-    std::vector<llama_token> guide_tokens;
-
-    // the default speaker profile is from: https://github.com/edwko/OuteTTS/blob/main/outetts/version/v1/default_speakers/en_male_1.json
-    std::string audio_text = "<|text_start|>the<|text_sep|>overall<|text_sep|>package<|text_sep|>from<|text_sep|>just<|text_sep|>two<|text_sep|>people<|text_sep|>is<|text_sep|>pretty<|text_sep|>remarkable<|text_sep|>sure<|text_sep|>i<|text_sep|>have<|text_sep|>some<|text_sep|>critiques<|text_sep|>about<|text_sep|>some<|text_sep|>of<|text_sep|>the<|text_sep|>gameplay<|text_sep|>aspects<|text_sep|>but<|text_sep|>its<|text_sep|>still<|text_sep|>really<|text_sep|>enjoyable<|text_sep|>and<|text_sep|>it<|text_sep|>looks<|text_sep|>lovely<|text_sep|>";
-    std::string audio_data = R"(<|audio_start|>
-the<|t_0.08|><|code_start|><|257|><|740|><|636|><|913|><|788|><|1703|><|code_end|>
-overall<|t_0.36|><|code_start|><|127|><|201|><|191|><|774|><|700|><|532|><|1056|><|557|><|798|><|298|><|1741|><|747|><|1662|><|1617|><|1702|><|1527|><|368|><|1588|><|1049|><|1008|><|1625|><|747|><|1576|><|728|><|1019|><|1696|><|1765|><|code_end|>
-package<|t_0.56|><|code_start|><|935|><|584|><|1319|><|627|><|1016|><|1491|><|1344|><|1117|><|1526|><|1040|><|239|><|1435|><|951|><|498|><|723|><|1180|><|535|><|789|><|1649|><|1637|><|78|><|465|><|1668|><|901|><|595|><|1675|><|117|><|1009|><|1667|><|320|><|840|><|79|><|507|><|1762|><|1508|><|1228|><|1768|><|802|><|1450|><|1457|><|232|><|639|><|code_end|>
-from<|t_0.19|><|code_start|><|604|><|782|><|1682|><|872|><|1532|><|1600|><|1036|><|1761|><|647|><|1554|><|1371|><|653|><|1595|><|950|><|code_end|>
-just<|t_0.25|><|code_start|><|1782|><|1670|><|317|><|786|><|1748|><|631|><|599|><|1155|><|1364|><|1524|><|36|><|1591|><|889|><|1535|><|541|><|440|><|1532|><|50|><|870|><|code_end|>
-two<|t_0.24|><|code_start|><|1681|><|1510|><|673|><|799|><|805|><|1342|><|330|><|519|><|62|><|640|><|1138|><|565|><|1552|><|1497|><|1552|><|572|><|1715|><|1732|><|code_end|>
-people<|t_0.39|><|code_start|><|593|><|274|><|136|><|740|><|691|><|633|><|1484|><|1061|><|1138|><|1485|><|344|><|428|><|397|><|1562|><|645|><|917|><|1035|><|1449|><|1669|><|487|><|442|><|1484|><|1329|><|1832|><|1704|><|600|><|761|><|653|><|269|><|code_end|>
-is<|t_0.16|><|code_start|><|566|><|583|><|1755|><|646|><|1337|><|709|><|802|><|1008|><|485|><|1583|><|652|><|10|><|code_end|>
-pretty<|t_0.32|><|code_start|><|1818|><|1747|><|692|><|733|><|1010|><|534|><|406|><|1697|><|1053|><|1521|><|1355|><|1274|><|816|><|1398|><|211|><|1218|><|817|><|1472|><|1703|><|686|><|13|><|822|><|445|><|1068|><|code_end|>
-remarkable<|t_0.68|><|code_start|><|230|><|1048|><|1705|><|355|><|706|><|1149|><|1535|><|1787|><|1356|><|1396|><|835|><|1583|><|486|><|1249|><|286|><|937|><|1076|><|1150|><|614|><|42|><|1058|><|705|><|681|><|798|><|934|><|490|><|514|><|1399|><|572|><|1446|><|1703|><|1346|><|1040|><|1426|><|1304|><|664|><|171|><|1530|><|625|><|64|><|1708|><|1830|><|1030|><|443|><|1509|><|1063|><|1605|><|1785|><|721|><|1440|><|923|><|code_end|>
-sure<|t_0.36|><|code_start|><|792|><|1780|><|923|><|1640|><|265|><|261|><|1525|><|567|><|1491|><|1250|><|1730|><|362|><|919|><|1766|><|543|><|1|><|333|><|113|><|970|><|252|><|1606|><|133|><|302|><|1810|><|1046|><|1190|><|1675|><|code_end|>
-i<|t_0.08|><|code_start|><|123|><|439|><|1074|><|705|><|1799|><|637|><|code_end|>
-have<|t_0.16|><|code_start|><|1509|><|599|><|518|><|1170|><|552|><|1029|><|1267|><|864|><|419|><|143|><|1061|><|0|><|code_end|>
-some<|t_0.16|><|code_start|><|619|><|400|><|1270|><|62|><|1370|><|1832|><|917|><|1661|><|167|><|269|><|1366|><|1508|><|code_end|>
-critiques<|t_0.60|><|code_start|><|559|><|584|><|1163|><|1129|><|1313|><|1728|><|721|><|1146|><|1093|><|577|><|928|><|27|><|630|><|1080|><|1346|><|1337|><|320|><|1382|><|1175|><|1682|><|1556|><|990|><|1683|><|860|><|1721|><|110|><|786|><|376|><|1085|><|756|><|1523|><|234|><|1334|><|1506|><|1578|><|659|><|612|><|1108|><|1466|><|1647|><|308|><|1470|><|746|><|556|><|1061|><|code_end|>
-about<|t_0.29|><|code_start|><|26|><|1649|><|545|><|1367|><|1263|><|1728|><|450|><|859|><|1434|><|497|><|1220|><|1285|><|179|><|755|><|1154|><|779|><|179|><|1229|><|1213|><|922|><|1774|><|1408|><|code_end|>
-some<|t_0.23|><|code_start|><|986|><|28|><|1649|><|778|><|858|><|1519|><|1|><|18|><|26|><|1042|><|1174|><|1309|><|1499|><|1712|><|1692|><|1516|><|1574|><|code_end|>
-of<|t_0.07|><|code_start|><|197|><|716|><|1039|><|1662|><|64|><|code_end|>
-the<|t_0.08|><|code_start|><|1811|><|1568|><|569|><|886|><|1025|><|1374|><|code_end|>
-gameplay<|t_0.48|><|code_start|><|1269|><|1092|><|933|><|1362|><|1762|><|1700|><|1675|><|215|><|781|><|1086|><|461|><|838|><|1022|><|759|><|649|><|1416|><|1004|><|551|><|909|><|787|><|343|><|830|><|1391|><|1040|><|1622|><|1779|><|1360|><|1231|><|1187|><|1317|><|76|><|997|><|989|><|978|><|737|><|189|><|code_end|>
-aspects<|t_0.56|><|code_start|><|1423|><|797|><|1316|><|1222|><|147|><|719|><|1347|><|386|><|1390|><|1558|><|154|><|440|><|634|><|592|><|1097|><|1718|><|712|><|763|><|1118|><|1721|><|1311|><|868|><|580|><|362|><|1435|><|868|><|247|><|221|><|886|><|1145|><|1274|><|1284|><|457|><|1043|><|1459|><|1818|><|62|><|599|><|1035|><|62|><|1649|><|778|><|code_end|>
-but<|t_0.20|><|code_start|><|780|><|1825|><|1681|><|1007|><|861|><|710|><|702|><|939|><|1669|><|1491|><|613|><|1739|><|823|><|1469|><|648|><|code_end|>
-its<|t_0.09|><|code_start|><|92|><|688|><|1623|><|962|><|1670|><|527|><|599|><|code_end|>
-still<|t_0.27|><|code_start|><|636|><|10|><|1217|><|344|><|713|><|957|><|823|><|154|><|1649|><|1286|><|508|><|214|><|1760|><|1250|><|456|><|1352|><|1368|><|921|><|615|><|5|><|code_end|>
-really<|t_0.36|><|code_start|><|55|><|420|><|1008|><|1659|><|27|><|644|><|1266|><|617|><|761|><|1712|><|109|><|1465|><|1587|><|503|><|1541|><|619|><|197|><|1019|><|817|><|269|><|377|><|362|><|1381|><|507|><|1488|><|4|><|1695|><|code_end|>
-enjoyable<|t_0.49|><|code_start|><|678|><|501|><|864|><|319|><|288|><|1472|><|1341|><|686|><|562|><|1463|><|619|><|1563|><|471|><|911|><|730|><|1811|><|1006|><|520|><|861|><|1274|><|125|><|1431|><|638|><|621|><|153|><|876|><|1770|><|437|><|987|><|1653|><|1109|><|898|><|1285|><|80|><|593|><|1709|><|843|><|code_end|>
-and<|t_0.15|><|code_start|><|1285|><|987|><|303|><|1037|><|730|><|1164|><|502|><|120|><|1737|><|1655|><|1318|><|code_end|>
-it<|t_0.09|><|code_start|><|848|><|1366|><|395|><|1601|><|1513|><|593|><|1302|><|code_end|>
-looks<|t_0.27|><|code_start|><|1281|><|1266|><|1755|><|572|><|248|><|1751|><|1257|><|695|><|1380|><|457|><|659|><|585|><|1315|><|1105|><|1776|><|736|><|24|><|736|><|654|><|1027|><|code_end|>
-lovely<|t_0.56|><|code_start|><|634|><|596|><|1766|><|1556|><|1306|><|1285|><|1481|><|1721|><|1123|><|438|><|1246|><|1251|><|795|><|659|><|1381|><|1658|><|217|><|1772|><|562|><|952|><|107|><|1129|><|1112|><|467|><|550|><|1079|><|840|><|1615|><|1469|><|1380|><|168|><|917|><|836|><|1827|><|437|><|583|><|67|><|595|><|1087|><|1646|><|1493|><|1677|><|code_end|>)";
-
-    // audio data for 0.3 version
-    outetts_version tts_version = get_tts_version(model_ttc);
-    if (tts_version == OUTETTS_V0_3) {
-        audio_text = std::regex_replace(audio_text, std::regex(R"(<\|text_sep\|>)"), "<|space|>");
-        audio_data = std::regex_replace(audio_data, std::regex(R"(<\|code_start\|>)"), "");
-        audio_data = std::regex_replace(audio_data, std::regex(R"(<\|code_end\|>)"), "<|space|>");
+    if (mtmd_gen_audio_get_info(mctx.get()).type == MTMD_GEN_AUDIO_TYPE_NONE) {
+        LOG_ERR("mmproj does not support audio generation\n");
+        return 1;
     }
 
-    // load speaker if given
-    if (!params.vocoder.speaker_file.empty()) {
-        LOG_INF("%s: loading speaker ..\n", __func__);
-        json speaker = speaker_from_file(params.vocoder.speaker_file);
-        if (speaker.empty()) {
-            LOG_ERR("%s: Failed to load speaker file '%s'\n", __func__, params.vocoder.speaker_file.c_str());
+    //
+    // stage 0: process speaker reference file, if any
+    //
+
+    mtmd::bitmap_ptr speaker_bitmap;
+    if (!params.tts_speaker_file.empty()) {
+        auto wrapper = mtmd_helper_bitmap_init_from_file(mctx.get(), params.tts_speaker_file.c_str(), false);
+        if (!wrapper.bitmap) {
+            LOG_ERR("failed to load speaker file %s\n", params.tts_speaker_file.c_str());
             return 1;
         }
-        audio_text = audio_text_from_speaker(speaker, tts_version);
-        audio_data = audio_data_from_speaker(speaker, tts_version);
+        speaker_bitmap.reset(wrapper.bitmap);
     }
 
-    // process prompt and generate voice codes
-    {
-        LOG_INF("%s: constructing prompt ..\n", __func__);
-
-        std::vector<llama_token> prompt_inp;
-
-        prompt_init(prompt_inp, vocab);
-
-        prompt_add(prompt_inp, vocab, audio_text, false, true);
-
-        // convert the input text into the necessary format expected by OuteTTS
-        {
-            std::string prompt_clean = process_text(params.prompt, tts_version);
-            if (params.vocoder.use_guide_tokens) {
-                guide_tokens = prepare_guide_tokens(vocab, prompt_clean, tts_version);
-            }
-
-            LOG_INF("%s: prompt: '%s'\n", __func__, prompt_clean.c_str());
-
-            prompt_add(prompt_inp, vocab, prompt_clean, false, true);
-        }
-
-        prompt_add(prompt_inp, vocab, "<|text_end|>\n", false, true);
-
-        if (!params.vocoder.speaker_file.empty()) {
-            prompt_add(prompt_inp, vocab, audio_data, false, true);
-        } else {
-            // disabled to save time on tokenizing each time
-#if 1
-            const std::string voice_data = audio_data;
-
-            auto tmp = common_tokenize(vocab, voice_data, false, true);
-
-            std::ostringstream tokens_oss;
-            for (size_t i = 0; i < tmp.size(); ++i) {
-                tokens_oss << tmp[i] << ", ";
-            }
-            LOG_INF("\n\n%s: llama tokens: %s\n\n", __func__, tokens_oss.str().c_str());
-
-            prompt_add(prompt_inp, tmp);
-#else
-            prompt_add(prompt_inp, llama_tokens {
-                151667, 198, 1782, 155780, 151669, 151929, 152412, 152308, 152585,
-                152460, 153375, 151670, 198, 74455, 155808, 151669, 151799,
-                151873, 151863, 152446, 152372, 152204, 152728, 152229, 152470,
-                151970, 153413, 152419, 153334, 153289, 153374, 153199, 152040,
-                153260, 152721, 152680, 153297, 152419, 153248, 152400, 152691,
-                153368, 153437, 151670, 198, 1722, 155828, 151669, 152607,
-                152256, 152991, 152299, 152688, 153163, 153016, 152789, 153198,
-                152712, 151911, 153107, 152623, 152170, 152395, 152852, 152207,
-                152461, 153321, 153309, 151750, 152137, 153340, 152573, 152267,
-                153347, 151789, 152681, 153339, 151992, 152512, 151751, 152179,
-                153434, 153180, 152900, 153440, 152474, 153122, 153129, 151904,
-                152311, 151670, 198, 1499, 155791, 151669, 152276, 152454,
-                153354, 152544, 153204, 153272, 152708, 153433, 152319, 153226,
-                153043, 152325, 153267, 152622, 151670, 198, 4250, 155797,
-                151669, 153454, 153342, 151989, 152458, 153420, 152303, 152271,
-                152827, 153036, 153196, 151708, 153263, 152561, 153207, 152213,
-                152112, 153204, 151722, 152542, 151670, 198, 19789, 155796,
-                151669, 153353, 153182, 152345, 152471, 152477, 153014, 152002,
-                152191, 151734, 152312, 152810, 152237, 153224, 153169, 153224,
-                152244, 153387, 153404, 151670, 198, 16069, 155811, 151669,
-                152265, 151946, 151808, 152412, 152363, 152305, 153156, 152733,
-                152810, 153157, 152016, 152100, 152069, 153234, 152317, 152589,
-                152707, 153121, 153341, 152159, 152114, 153156, 153001, 153504,
-                153376, 152272, 152433, 152325, 151941, 151670, 198, 285,
-                155788, 151669, 152238, 152255, 153427, 152318, 153009, 152381,
-                152474, 152680, 152157, 153255, 152324, 151682, 151670, 198,
-                32955, 155804, 151669, 153490, 153419, 152364, 152405, 152682,
-                152206, 152078, 153369, 152725, 153193, 153027, 152946, 152488,
-                153070, 151883, 152890, 152489, 153144, 153375, 152358, 151685,
-                152494, 152117, 152740, 151670, 198, 37448, 480, 155840, 151669,
-                151902, 152720, 153377, 152027, 152378, 152821, 153207, 153459,
-                153028, 153068, 152507, 153255, 152158, 152921, 151958, 152609,
-                152748, 152822, 152286, 151714, 152730, 152377, 152353, 152470,
-                152606, 152162, 152186, 153071, 152244, 153118, 153375, 153018,
-                152712, 153098, 152976, 152336, 151843, 153202, 152297, 151736,
-                153380, 153502, 152702, 152115, 153181, 152735, 153277, 153457,
-                152393, 153112, 152595, 151670, 198, 19098, 155808, 151669,
-                152464, 153452, 152595, 153312, 151937, 151933, 153197, 152239,
-                153163, 152922, 153402, 152034, 152591, 153438, 152215, 151673,
-                152005, 151785, 152642, 151924, 153278, 151805, 151974, 153482,
-                152718, 152862, 153347, 151670, 198, 72, 155780, 151669, 151795,
-                152111, 152746, 152377, 153471, 152309, 151670, 198, 19016,
-                155788, 151669, 153181, 152271, 152190, 152842, 152224, 152701,
-                152939, 152536, 152091, 151815, 152733, 151672, 151670, 198,
-                14689, 155788, 151669, 152291, 152072, 152942, 151734, 153042,
-                153504, 152589, 153333, 151839, 151941, 153038, 153180, 151670,
-                198, 36996, 8303, 155832, 151669, 152231, 152256, 152835,
-                152801, 152985, 153400, 152393, 152818, 152765, 152249, 152600,
-                151699, 152302, 152752, 153018, 153009, 151992, 153054, 152847,
-                153354, 153228, 152662, 153355, 152532, 153393, 151782, 152458,
-                152048, 152757, 152428, 153195, 151906, 153006, 153178, 153250,
-                152331, 152284, 152780, 153138, 153319, 151980, 153142, 152418,
-                152228, 152733, 151670, 198, 9096, 155801, 151669, 151698,
-                153321, 152217, 153039, 152935, 153400, 152122, 152531, 153106,
-                152169, 152892, 152957, 151851, 152427, 152826, 152451, 151851,
-                152901, 152885, 152594, 153446, 153080, 151670, 198, 14689,
-                155795, 151669, 152658, 151700, 153321, 152450, 152530, 153191,
-                151673, 151690, 151698, 152714, 152846, 152981, 153171, 153384,
-                153364, 153188, 153246, 151670, 198, 1055, 155779, 151669,
-                151869, 152388, 152711, 153334, 151736, 151670, 198, 1782,
-                155780, 151669, 153483, 153240, 152241, 152558, 152697, 153046,
-                151670, 198, 5804, 1363, 155820, 151669, 152941, 152764, 152605,
-                153034, 153434, 153372, 153347, 151887, 152453, 152758, 152133,
-                152510, 152694, 152431, 152321, 153088, 152676, 152223, 152581,
-                152459, 152015, 152502, 153063, 152712, 153294, 153451, 153032,
-                152903, 152859, 152989, 151748, 152669, 152661, 152650, 152409,
-                151861, 151670, 198, 300, 7973, 155828, 151669, 153095, 152469,
-                152988, 152894, 151819, 152391, 153019, 152058, 153062, 153230,
-                151826, 152112, 152306, 152264, 152769, 153390, 152384, 152435,
-                152790, 153393, 152983, 152540, 152252, 152034, 153107, 152540,
-                151919, 151893, 152558, 152817, 152946, 152956, 152129, 152715,
-                153131, 153490, 151734, 152271, 152707, 151734, 153321, 152450,
-                151670, 198, 8088, 155792, 151669, 152452, 153497, 153353,
-                152679, 152533, 152382, 152374, 152611, 153341, 153163, 152285,
-                153411, 152495, 153141, 152320, 151670, 198, 1199, 155781,
-                151669, 151764, 152360, 153295, 152634, 153342, 152199, 152271,
-                151670, 198, 43366, 155799, 151669, 152308, 151682, 152889,
-                152016, 152385, 152629, 152495, 151826, 153321, 152958, 152180,
-                151886, 153432, 152922, 152128, 153024, 153040, 152593, 152287,
-                151677, 151670, 198, 53660, 155808, 151669, 151727, 152092,
-                152680, 153331, 151699, 152316, 152938, 152289, 152433, 153384,
-                151781, 153137, 153259, 152175, 153213, 152291, 151869, 152691,
-                152489, 151941, 152049, 152034, 153053, 152179, 153160, 151676,
-                153367, 151670, 198, 268, 4123, 480, 155821, 151669, 152350,
-                152173, 152536, 151991, 151960, 153144, 153013, 152358, 152234,
-                153135, 152291, 153235, 152143, 152583, 152402, 153483, 152678,
-                152192, 152533, 152946, 151797, 153103, 152310, 152293, 151825,
-                152548, 153442, 152109, 152659, 153325, 152781, 152570, 152957,
-                151752, 152265, 153381, 152515, 151670, 198, 437, 155787,
-                151669, 152957, 152659, 151975, 152709, 152402, 152836, 152174,
-                151792, 153409, 153327, 152990, 151670, 198, 275, 155781,
-                151669, 152520, 153038, 152067, 153273, 153185, 152265, 152974,
-                151670, 198, 94273, 155799, 151669, 152953, 152938, 153427,
-                152244, 151920, 153423, 152929, 152367, 153052, 152129, 152331,
-                152257, 152987, 152777, 153448, 152408, 151696, 152408, 152326,
-                152699, 151670, 198, 385, 16239, 155828, 151669, 152306, 152268,
-                153438, 153228, 152978, 152957, 153153, 153393, 152795, 152110,
-                152918, 152923, 152467, 152331, 153053, 153330, 151889, 153444,
-                152234, 152624, 151779, 152801, 152784, 152139, 152222, 152751,
-                152512, 153287, 153141, 153052, 151840, 152589, 152508, 153499,
-                152109, 152255, 151739, 152267, 152759, 153318, 153165, 153349,
-                151670,});
-#endif
-        }
-
-        // print the prompt token-by-token
-
-        LOG("\n");
-
-        for (auto id : prompt_inp) {
-            LOG("%s", common_token_to_piece(ctx_ttc, id).c_str());
-        }
-
-        LOG_INF("%s: prompt size: %d\n", __func__, (int) prompt_inp.size());
+    mtmd_helper::gen_audio gen(lctx, mctx.get());
+    mtmd_helper_gen_audio_inp inp{};
+    inp.seq_id      = 0;
+    inp.prompt      = params.prompt.c_str();
+    inp.prompt_len  = params.prompt.size();
+    inp.speaker_ref = speaker_bitmap.get();
+    inp.lang        = params.tts_lang.c_str();
+    inp.top_k       = params.sampling.top_k;
+    inp.top_p       = params.sampling.top_p;
+    inp.seed        = params.sampling.seed;
+    inp.out_type    = MTMD_HELPER_GEN_AUDIO_OUTTYPE_WAV;
 
-        LOG("\n");
+    //
+    // stage 1: process prompt via backbone model, generate semantic representation
+    //
 
-        // create a llama_batch
-        // we use this object to submit token data for decoding
-        llama_batch batch = llama_batch_init(std::max(prompt_inp.size(), (size_t) n_parallel), 0, n_parallel);
-
-        std::vector<llama_seq_id> seq_ids(n_parallel, 0);
-        for (int32_t i = 0; i < n_parallel; ++i) {
-            seq_ids[i] = i;
-        }
-
-        // evaluate the initial prompt
-        for (size_t i = 0; i < prompt_inp.size(); ++i) {
-            common_batch_add(batch, prompt_inp[i], i, seq_ids, false);
-        }
-        GGML_ASSERT(batch.n_tokens == (int) prompt_inp.size());
+    if (gen.set_input(&inp) != 0) {
+        LOG_ERR("set_input failed\n");
+        return 1;
+    }
 
-        // llama_decode will output logits only for the last token of the prompt
-        batch.logits[batch.n_tokens - 1] = true;
+    const int64_t t_prompt_start_us = ggml_time_us();
 
-        if (llama_decode(ctx_ttc, batch) != 0) {
-            LOG_ERR("%s: llama_decode() failed\n", __func__);
+    for (;;) {
+        int32_t ret = gen.step_prompt(params.n_batch);
+        if (ret < 0) {
+            LOG_ERR("prompt processing failed\n");
             return 1;
         }
-
-        if (n_parallel > 1) {
-            LOG_INF("\n\n%s: generating %d sequences ...\n", __func__, n_parallel);
+        if (ret == 0) {
+            break;
         }
-
-        llama_synchronize(ctx_ttc);
-
-        LOG_INF("%s: time for prompt: %.3f ms\n\n", __func__, (ggml_time_us() - t_main_start) / 1000.0f);
-
-        const auto t_dec_start = ggml_time_us();
-
-        // main loop
-
-        // remember the batch index of the last token for each parallel sequence
-        // we need this to determine which logits to sample from
-        std::vector<int32_t> i_batch(n_parallel, batch.n_tokens - 1);
-
-        int n_past   = batch.n_tokens;
-        int n_decode = 0;
-
-        bool next_token_uses_guide_token = true;
-
-        while (n_decode <= n_predict) {
-            // prepare the next batch
-            common_batch_clear(batch);
-
-            // sample the next token for each parallel sequence / stream
-            for (int32_t i = 0; i < n_parallel; ++i) {
-                if (i_batch[i] < 0) {
-                    // the stream has already finished
-                    continue;
-                }
-
-                llama_token new_token_id = common_sampler_sample(smpl[i], ctx_ttc, i_batch[i]);
-
-                //guide tokens help prevent hallucinations by forcing the TTS to use the correct word
-                if (!guide_tokens.empty() && next_token_uses_guide_token && !llama_vocab_is_control(vocab, new_token_id) && !llama_vocab_is_eog(vocab, new_token_id)) {
-                    llama_token guide_token = guide_tokens[0];
-                    guide_tokens.erase(guide_tokens.begin());
-                    new_token_id = guide_token; //ensure correct word fragment is used
-                }
-
-                //this is the token id that always precedes a new word
-                next_token_uses_guide_token = (new_token_id == 198);
-
-                common_sampler_accept(smpl[i], new_token_id, true);
-
-                codes.push_back(new_token_id);
-
-                const auto * cands = common_sampler_get_candidates(smpl[i], false);
-
-                // is it an end of generation? -> mark the stream as finished
-                if (llama_vocab_is_eog(vocab, new_token_id) || n_decode == n_predict) {
-                    std::string reason;
-                    if (llama_vocab_is_eog(vocab, new_token_id)) {
-                        reason = "eos";
-                    } else {
-                        reason = "n_predict";
-                    }
-
-                    i_batch[i] = -1;
-
-                    LOG("\n");
-                    if (n_parallel > 1) {
-                        LOG_CNT("\n");
-                        LOG_INF("%s: stream %d finished at n_past = %d, reason = '%s'\n", __func__, i, n_past, reason.c_str());
-                    }
-
-                    continue;
-                }
-
-                {
-                    const float p = cands->data[cands->selected].p;
-
-                    const int col = std::max(0, std::min((int) k_colors.size() - 1, (int) ((3*p)*float(k_colors.size()))));
-
-                    LOG_CNT("%s%d%s", k_colors[col].c_str(), i, "\033[0m");
-                    //LOG_CNT("%d", i);
-                }
-
-                i_batch[i] = batch.n_tokens;
-
-                // push this new token for next evaluation
-                common_batch_add(batch, new_token_id, n_past, { i }, true);
-            }
-
-            // all streams are finished
-            if (batch.n_tokens == 0) {
-                break;
-            }
-
-            n_decode += 1;
-            n_past += 1;
-
-            // evaluate the current batch with the transformer model
-            if (llama_decode(ctx_ttc, batch)) {
-                LOG_ERR("%s : failed to eval, return code %d\n", __func__, 1);
-                return 1;
-            }
-        }
-
-        llama_batch_free(batch);
-
-        LOG("\n");
-        LOG_INF("%s: time for decoder:       %.3f ms\n", __func__, (ggml_time_us() - t_dec_start) / 1000.0f);
     }
 
-    common_perf_print(ctx_ttc, smpl[0]);
+    // note: some pipelines ignore this token and use the hidden state instead
+    auto sample_semantic_code = [&]() -> llama_token {
+        llama_token t = common_sampler_sample(smpl, lctx, -1);
+        common_sampler_accept(smpl, t, true);
+        return t;
+    };
 
-    //std::vector<llama_token> codes = {198, 88225, 155856, 151669, 152205,
-    //    153064, 152537, 153421, 153209, 152524, 151689, 152993, 152438, 152695,
-    //    153091, 152945, 152829, 152534, 152934, 153020, 151997, 152263, 153010,
-    //    153146, 152399, 153208, 152496, 151793, 152848, 152263, 152571, 153286,
-    //    152227, 153300, 152934, 152263, 153208, 152263, 152965, 152430, 152296,
-    //    153146, 152920, 152376, 152556, 153363, 151775, 152044, 152972, 152690,
-    //    153379, 152368, 152233, 153422, 152490, 151996, 152022, 151694, 152061,
-    //    153238, 152539, 153356, 152640, 153021, 153123, 151962, 153094, 151670,
-    //    198, 20339, 13189, 155824, 151669, 152070, 152007, 152910, 151683,
-    //    152000, 152373, 152760, 152046, 151735, 152334, 152394, 153073, 152908,
-    //    151856, 151953, 153247, 153293, 151903, 153480, 153168, 152478, 153359,
-    //    153429, 151905, 151678, 152567, 152411, 152165, 152556, 153075, 153424,
-    //    151993, 152999, 153078, 152151, 152088, 153389, 152484, 151874, 151670,
-    //    198, 285, 155784, 151669, 152226, 152126, 152638, 153215, 151729,
-    //    152959, 153479, 153059, 151838, 151670, 198, 1782, 155783, 151669,
-    //    153288, 153055, 153314, 152497, 152962, 152741, 152076, 153253, 151670,
-    //    198, 471, 16488, 155825, 151669, 152060, 152916, 151893, 153469, 152501,
-    //    152080, 152743, 151932, 153161, 152096, 152761, 152698, 153401, 153242,
-    //    153336, 152441, 152838, 153467, 152706, 153496, 153310, 152422, 153360,
-    //    153115, 152763, 151998, 152373, 153450, 152554, 151968, 153323, 152055,
-    //    152468, 153111, 153358, 152813, 152010, 151770, 152823, 152960, 151670,
-    //    198, 22627, 155823, 151669, 152814, 152366, 153484, 152931, 153441,
-    //    152164, 152877, 152915, 153463, 151692, 152911, 152747, 152776, 151831,
-    //    153449, 151882, 152975, 152031, 152513, 153150, 152448, 152667, 153133,
-    //    153189, 152619, 153466, 152054, 152106, 153119, 152277, 152439, 153109,
-    //    152997, 152141, 153154, 153256, 153311, 151922, 151670, 198, 1055,
-    //    155781, 151669, 152633, 151850, 153060, 153270, 152560, 153348, 152729,
-    //    151670, 198, 25312, 155803, 151669, 152521, 153403, 152561, 153337,
-    //    153383, 152199, 153493, 153326, 151830, 152254, 152248, 152349, 152153,
-    //    153007, 151823, 153037, 152575, 152457, 152406, 152592, 153116, 153365,
-    //    153456, 151670, 198, 88225, 155817, 151669, 153271, 151925, 152218,
-    //    152418, 152253, 153140, 151903, 153151, 152626, 152338, 152647, 153464,
-    //    152785, 152768, 151711, 152037, 152033, 151804, 152216, 151701, 151855,
-    //    152348, 152995, 152955, 152905, 152342, 152340, 153391, 153453, 152418,
-    //    153415, 151990, 153083, 152884, 151670, 198, 151668, 198, 151645};
+    const int max_new = params.n_predict > 0 ? params.n_predict : 512;
+    int n_frames = 0;
+    llama_token sampled = sample_semantic_code();
+    const float * h_state = llama_get_embeddings_ith(lctx, -1);
 
-    {
-        const std::string inp_txt = common_detokenize(ctx_ttc, codes, true);
-
-        LOG("\n");
-        LOG_INF("codes: '%s'\n", inp_txt.c_str());
-        LOG_INF("%s: codes size: %d\n", __func__, (int) codes.size());
-    }
+    tts_timings timings;
+    const int64_t t_gen_start_us = ggml_time_us();
 
-    // remove all non-audio tokens (i.e. < 151672 || > 155772)
-    codes.erase(std::remove_if(codes.begin(), codes.end(), [](llama_token t) { return t < 151672 || t > 155772; }), codes.end());
-
-    {
-        const std::string inp_txt = common_detokenize(ctx_ttc, codes, true);
-        LOG_INF("codes audio: '%s'\n", inp_txt.c_str());
-        LOG_INF("%s: codes audio size: %d\n", __func__, (int) codes.size());
-    }
-
-    for (auto & token : codes) {
-        token -= 151672;
-    }
-
-    const auto t_voc_start = ggml_time_us();
-
-    const int n_codes = codes.size();
-
-    llama_batch batch = llama_batch_init(n_codes, 0, 1);
-
-    for (size_t i = 0; i < codes.size(); ++i) {
-        common_batch_add(batch, codes[i], i, { 0 }, true); // TODO: all logits?
-    }
-    GGML_ASSERT(batch.n_tokens == n_codes);
-
-    if (llama_encode(ctx_cts, batch) != 0) {
-        LOG_ERR("%s: llama_encode() failed\n", __func__);
-        return 1;
-    }
+    bool stop = false;
+    while (!stop && n_frames < max_new) {
+        const float * h_next = nullptr;
 
-    llama_synchronize(ctx_cts);
-
-    LOG_INF("%s: time for vocoder:      %.3f ms\n", __func__, (ggml_time_us() - t_voc_start) / 1000.0f);
-
-    const auto t_spec_start = ggml_time_us();
-
-#if 1
-    // spectral operations
-    const int n_embd = llama_model_n_embd_out(model_cts);
-    const float * embd = llama_get_embeddings(ctx_cts);
-
-    auto audio = embd_to_audio(embd, n_codes, n_embd, params.cpuparams.n_threads);
-
-#else
-    // read the spectrogram from a file for debugging purposes
-    std::vector<float> audio;
-    {
-        std::ifstream fin("out.bin", std::ios::binary);
-        if (!fin) {
-            LOG_ERR("%s: failed to open file '%s'\n", __func__, "out.bin");
+        // stage 2+3: semantic --> acoustic details --> audio waveform
+        //            step_gen() runs both stages and returns new h_state for next step
+        if (gen.step_gen(sampled, h_state, &h_next, &stop) != 0) {
+            LOG_ERR("step_gen failed at frame %d\n", n_frames);
             return 1;
         }
+        if (!h_next) {
+            break; // stopped without generating a frame
+        }
 
-        std::vector<float> embd;
-
-        int n_codes;
-        int n_embd;
-
-        fin.read(reinterpret_cast<char *>(&n_codes), sizeof(int));
-        fin.read(reinterpret_cast<char *>(&n_embd), sizeof(int));
-
-        embd.resize(n_codes * n_embd);
-        fin.read(reinterpret_cast<char *>(embd.data()), n_codes * n_embd * sizeof(float));
-        fin.close();
-
-        LOG_INF("%s: n_codes: %d, n_embd: %d\n", __func__, n_codes, n_embd);
-
-        audio = embd_to_audio(embd.data(), n_codes, n_embd, params.cpuparams.n_threads);
+        n_frames++;
+        h_state = h_next;
+        sampled = sample_semantic_code();
+        timings.report(n_frames);
     }
-#endif
-
-    const int n_sr = 24000; // sampling rate
+    const double t_gen_s = (ggml_time_us() - t_gen_start_us) / 1e6;
 
-    // zero out first 0.25 seconds
-    for (int i = 0; i < 24000/4; ++i) {
-        audio[i] = 0.0f;
+    int32_t      sample_rate = 0;
+    const char * data        = nullptr;
+    size_t       data_len    = 0;
+    int64_t      n_samples   = 0;
+    const int64_t t_wav_start_us = ggml_time_us();
+    if (gen.get_output(&sample_rate, &data, &data_len, &n_samples) != 0) {
+        LOG_ERR("get_output failed\n");
+        return 1;
     }
+    const double t_wav_s = (ggml_time_us() - t_wav_start_us) / 1e6;
 
-    LOG_INF("%s: time for spectral ops: %.3f ms\n", __func__, (ggml_time_us() - t_spec_start) / 1000.0f);
-    LOG_INF("%s: total time:            %.3f ms\n", __func__, (ggml_time_us() - t_main_start) / 1000.0f);
-
-    int retval = 0;
+    LOG_INF("generated %d frames, %zu bytes of WAV audio (%d Hz)\n", n_frames, data_len, sample_rate);
 
-    if (save_wav16(params.out_file, audio, n_sr)) {
-        LOG_INF("%s: audio written to file '%s'\n", __func__, params.out_file.c_str());
-    } else {
-        retval = ENOENT;
+    const double t_prompt_s = (t_gen_start_us - t_prompt_start_us) / 1e6;
+    const double t_total_s  = t_prompt_s + t_gen_s + t_wav_s;
+    const double audio_s    = sample_rate > 0 ? (double) n_samples / sample_rate : 0.0;
+    LOG_INF("timings: prompt eval %.2fs + generation %.2fs + vocoder %.2fs = total %.2fs\n",
+            t_prompt_s, t_gen_s, t_wav_s, t_total_s);
+    LOG_INF("         output audio = %.2fs (audio time = %.2fx process time)\n", audio_s, t_total_s > 0 ? audio_s / t_total_s : 0.0);
+    FILE * f = fopen(params.out_file.c_str(), "wb");
+    if (!f) {
+        LOG_ERR("failed to open %s\n", params.out_file.c_str());
+        return 1;
     }
+    fwrite(data, 1, data_len, f);
+    fclose(f);
+    LOG_INF("wrote %s\n", params.out_file.c_str());
 
     llama_backend_free();
-
-    return retval;
+    return 0;
 }
diff --git a/tools/ui/.npmrc b/tools/ui/.npmrc
index 32e601270..0a690322a 100644
--- a/tools/ui/.npmrc
+++ b/tools/ui/.npmrc
@@ -1,2 +1,3 @@
 engine-strict=true
 ignore-scripts=true
+min-release-age=7
diff --git a/tools/ui/.storybook/main.ts b/tools/ui/.storybook/main.ts
index 4f6945f21..b02ecc5d5 100644
--- a/tools/ui/.storybook/main.ts
+++ b/tools/ui/.storybook/main.ts
@@ -11,7 +11,8 @@ const config: StorybookConfig = {
 		'@chromatic-com/storybook',
 		'@storybook/addon-vitest',
 		'@storybook/addon-a11y',
-		'@storybook/addon-docs'
+		'@storybook/addon-docs',
+		'@storybook/addon-mcp'
 	],
 	framework: '@storybook/sveltekit',
 	viteFinal: async (config) => {
diff --git a/tools/ui/.storybook/vitest.setup.ts b/tools/ui/.storybook/vitest.setup.ts
deleted file mode 100644
index 147157289..000000000
--- a/tools/ui/.storybook/vitest.setup.ts
+++ /dev/null
@@ -1,12 +0,0 @@
-import * as a11yAddonAnnotations from '@storybook/addon-a11y/preview';
-import { setProjectAnnotations } from '@storybook/sveltekit';
-import * as previewAnnotations from './preview';
-import { beforeAll } from 'vitest';
-
-const project = setProjectAnnotations([a11yAddonAnnotations, previewAnnotations]);
-
-beforeAll(async () => {
-	if (project.beforeAll) {
-		await project.beforeAll();
-	}
-});
diff --git a/tools/ui/README.md b/tools/ui/README.md
index 1b99ebbfe..53b5925e2 100644
--- a/tools/ui/README.md
+++ b/tools/ui/README.md
@@ -89,7 +89,7 @@ Llama UI supports two server operation modes:
 
 ```bash
 cd tools/ui
-npm install
+npm ci
 ```
 
 ### 2. Start llama-server
diff --git a/tools/ui/eslint.config.js b/tools/ui/eslint.config.js
index fcbf7ee95..c65484048 100644
--- a/tools/ui/eslint.config.js
+++ b/tools/ui/eslint.config.js
@@ -1,14 +1,15 @@
 // For more info, see https://github.com/storybookjs/eslint-plugin-storybook#configuration-flat-config-format
-import storybook from 'eslint-plugin-storybook';
-
-import prettier from 'eslint-config-prettier';
+import svelteConfig from './svelte.config.js';
 import { includeIgnoreFile } from '@eslint/compat';
 import js from '@eslint/js';
+import prettier from 'eslint-config-prettier';
+import perfectionist from 'eslint-plugin-perfectionist';
+import simpleImportSort from 'eslint-plugin-simple-import-sort';
+import storybook from 'eslint-plugin-storybook';
 import svelte from 'eslint-plugin-svelte';
 import globals from 'globals';
 import { fileURLToPath } from 'node:url';
 import ts from 'typescript-eslint';
-import svelteConfig from './svelte.config.js';
 
 const gitignorePath = fileURLToPath(new URL('./.gitignore', import.meta.url));
 
@@ -21,32 +22,67 @@ export default ts.config(
 	...svelte.configs.prettier,
 	{
 		languageOptions: { globals: { ...globals.browser, ...globals.node } },
+		plugins: { perfectionist, 'simple-import-sort': simpleImportSort },
 		rules: {
-			// typescript-eslint strongly recommend that you do not use the no-undef lint rule on TypeScript projects.
-			// see: https://typescript-eslint.io/troubleshooting/faqs/eslint/#i-get-errors-from-the-no-undef-rule-about-global-variables-not-being-defined-even-though-there-are-no-typescript-errors
-			'no-undef': 'off',
-			'svelte/no-at-html-tags': 'off',
-			// This app uses hash-based routing (#/) where resolve() from $app/paths does not apply
-			'svelte/no-navigation-without-resolve': 'off',
-
 			// Snippet bodies often ignore one or more of the parent's params
 			// (e.g. `{#snippet children(_meta, ctx)}` when only ctx is read).
 			'@typescript-eslint/no-unused-vars': [
 				'error',
 				{ argsIgnorePattern: '^_', varsIgnorePattern: '^_' }
 			],
-
 			// Enforce empty line at end of file
-			'eol-last': 'error'
+			'eol-last': 'error',
+			// typescript-eslint strongly recommend that you do not use the no-undef lint rule on TypeScript projects.
+			// see: https://typescript-eslint.io/troubleshooting/faqs/eslint/#i-get-errors-from-the-no-undef-rule-about-global-variables-not-being-defined-even-though-there-are-no-typescript-errors
+			'no-undef': 'off',
+
+			'padding-line-between-statements': [
+				'error',
+				// Blank line between function/class declarations.
+				{ blankLine: 'always', next: ['function', 'class'], prev: ['function', 'class'] },
+				// Blank line around if blocks (if/else and else if stay one statement).
+				{ blankLine: 'always', next: '*', prev: 'if' },
+				{ blankLine: 'always', next: 'if', prev: '*' },
+				// Blank line after the last declaration in a group. Because the 'never'
+				// rules below are scoped per declaration kind, a const group and a let
+				// group get separated by a blank line, while same-kind declarations stay
+				// together.
+				{ blankLine: 'always', next: '*', prev: ['const', 'let', 'var'] },
+				// No blank line between consecutive declarations of the same kind (kept
+				// last so each takes precedence over the always rule above for matching
+				// declaration pairs).
+				{ blankLine: 'never', next: 'const', prev: 'const' },
+				{ blankLine: 'never', next: 'let', prev: 'let' },
+				{ blankLine: 'never', next: 'var', prev: 'var' },
+				// Blank line before a statement that follows another statement in the block
+				// (works for return/throw/break/continue). A blank line for a terminal
+				// statement that opens a block body can't be enforced here: Prettier removes
+				// the leading blank line of a block, so the two formatters would fight.
+				{ blankLine: 'always', next: ['return', 'throw', 'break', 'continue'], prev: '*' }
+			],
+
+			'perfectionist/sort-objects': ['error', { type: 'natural' }],
+
+			// Alphabetical order for variable declarations and object keys
+			'perfectionist/sort-variable-declarations': ['error', { type: 'natural' }],
+
+			// Sort imports alphabetically by module path, and sort named members within
+			// each statement. A single catch-all group keeps the list flat (no blank-line
+			// grouping); Prettier normalizes comma spacing afterwards.
+			'simple-import-sort/imports': ['error', { groups: [['.*']] }],
+			'svelte/no-at-html-tags': 'off',
+
+			// This app uses hash-based routing (#/) where resolve() from $app/paths does not apply
+			'svelte/no-navigation-without-resolve': 'off'
 		}
 	},
 	{
 		files: ['**/*.svelte', '**/*.svelte.ts', '**/*.svelte.js'],
 		languageOptions: {
 			parserOptions: {
-				projectService: true,
 				extraFileExtensions: ['.svelte'],
 				parser: ts.parser,
+				projectService: true,
 				svelteConfig
 			}
 		}
diff --git a/tools/ui/package-lock.json b/tools/ui/package-lock.json
index 2fe44f4c3..f9b793b29 100644
--- a/tools/ui/package-lock.json
+++ b/tools/ui/package-lock.json
@@ -8,20 +8,21 @@
 			"name": "llama-ui",
 			"version": "1.0.0",
 			"devDependencies": {
-				"@chromatic-com/storybook": "5.0.0",
+				"@chromatic-com/storybook": "5.2.1",
 				"@eslint/compat": "1.4.1",
 				"@eslint/js": "9.39.2",
 				"@internationalized/date": "3.12.2",
 				"@lucide/svelte": "1.25.0",
-				"@modelcontextprotocol/sdk": "1.26.0",
+				"@modelcontextprotocol/sdk": "1.30.0",
 				"@playwright/test": "1.56.1",
-				"@storybook/addon-a11y": "10.2.4",
-				"@storybook/addon-docs": "10.2.4",
-				"@storybook/addon-svelte-csf": "5.0.10",
-				"@storybook/addon-vitest": "10.2.4",
-				"@storybook/sveltekit": "10.2.4",
+				"@storybook/addon-a11y": "10.5.6",
+				"@storybook/addon-docs": "10.5.6",
+				"@storybook/addon-mcp": "0.7.0",
+				"@storybook/addon-svelte-csf": "5.1.2",
+				"@storybook/addon-vitest": "10.5.6",
+				"@storybook/sveltekit": "10.5.6",
 				"@sveltejs/adapter-static": "3.0.10",
-				"@sveltejs/kit": "2.60.1",
+				"@sveltejs/kit": "2.70.2",
 				"@sveltejs/vite-plugin-svelte": "6.2.1",
 				"@tailwindcss/forms": "0.5.10",
 				"@tailwindcss/typography": "0.5.16",
@@ -29,16 +30,18 @@
 				"@types/node": "24.13.0",
 				"@vite-pwa/assets-generator": "1.0.2",
 				"@vite-pwa/sveltekit": "1.1.0",
-				"@vitest/browser": "4.1.8",
-				"@vitest/browser-playwright": "4.1.8",
-				"@vitest/coverage-v8": "4.1.8",
+				"@vitest/browser": "4.1.10",
+				"@vitest/browser-playwright": "4.1.10",
+				"@vitest/coverage-v8": "4.1.10",
 				"bits-ui": "2.18.1",
 				"clsx": "2.1.1",
 				"dexie": "4.4.3",
-				"dompurify": "3.4.11",
+				"dompurify": "3.4.13",
 				"eslint": "9.39.4",
 				"eslint-config-prettier": "10.1.8",
-				"eslint-plugin-storybook": "10.4.2",
+				"eslint-plugin-perfectionist": "^5.10.1",
+				"eslint-plugin-simple-import-sort": "^14.0.0",
+				"eslint-plugin-storybook": "10.5.6",
 				"eslint-plugin-svelte": "3.19.0",
 				"fflate": "0.8.3",
 				"globals": "16.5.0",
@@ -63,7 +66,7 @@
 				"remark-math": "6.0.0",
 				"remark-rehype": "11.1.2",
 				"sass": "1.100.0",
-				"storybook": "10.4.2",
+				"storybook": "10.5.6",
 				"svelte": "5.56.1",
 				"svelte-check": "4.6.0",
 				"svelte-sonner": "1.1.1",
@@ -76,9 +79,9 @@
 				"unified": "11.0.5",
 				"unist-util-visit": "5.1.0",
 				"uuid": "13.0.2",
-				"vite": "7.3.5",
+				"vite": "7.3.6",
 				"vite-plugin-devtools-json": "0.2.1",
-				"vitest": "4.1.8",
+				"vitest": "4.1.10",
 				"vitest-browser-svelte": "2.1.1",
 				"workbox-window": "7.4.1"
 			}
@@ -1776,15 +1779,14 @@
 			"license": "Apache-2.0"
 		},
 		"node_modules/@chromatic-com/storybook": {
-			"version": "5.0.0",
-			"resolved": "https://registry.npmjs.org/@chromatic-com/storybook/-/storybook-5.0.0.tgz",
-			"integrity": "sha512-8wUsqL8kg6R5ue8XNE7Jv/iD1SuE4+6EXMIGIuE+T2loBITEACLfC3V8W44NJviCLusZRMWbzICddz0nU0bFaw==",
+			"version": "5.2.1",
+			"resolved": "https://registry.npmjs.org/@chromatic-com/storybook/-/storybook-5.2.1.tgz",
+			"integrity": "sha512-z6I7NJk/0VngA64y5TNYaB4Hc2X8+90n4op6lBt9PvWk5TmIlFLDqdX33rlrwbNRkkYijVgA/wO04rVYXi5Mlg==",
 			"dev": true,
 			"license": "MIT",
 			"dependencies": {
 				"@neoconfetti/react": "^1.0.0",
-				"chromatic": "^13.3.4",
-				"filesize": "^10.0.12",
+				"chromatic": "16.10.0",
 				"jsonfile": "^6.1.0",
 				"strip-ansi": "^7.1.0"
 			},
@@ -1793,7 +1795,7 @@
 				"yarn": ">=1.22.18"
 			},
 			"peerDependencies": {
-				"storybook": "^0.0.0-0 || ^10.1.0 || ^10.1.0-0 || ^10.2.0-0 || ^10.3.0-0"
+				"storybook": "^0.0.0-0 || ^10.1.0 || ^10.1.0-0 || ^10.2.0-0 || ^10.3.0-0 || ^10.4.0-0 || ^10.5.0-0 || ^10.6.0-0"
 			}
 		},
 		"node_modules/@emnapi/core": {
@@ -1831,9 +1833,9 @@
 			}
 		},
 		"node_modules/@esbuild/aix-ppc64": {
-			"version": "0.27.7",
-			"resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.27.7.tgz",
-			"integrity": "sha512-EKX3Qwmhz1eMdEJokhALr0YiD0lhQNwDqkPYyPhiSwKrh7/4KRjQc04sZ8db+5DVVnZ1LmbNDI1uAMPEUBnQPg==",
+			"version": "0.28.1",
+			"resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.28.1.tgz",
+			"integrity": "sha512-Svl7tq8k/08+p6CXPpRjQ1fKX+1odH/BQbb48fV6fj3CWHhsoIOoY87w1oHXm0qEpkIK3ZfVgp0hed3XBXzXMQ==",
 			"cpu": [
 				"ppc64"
 			],
@@ -1848,9 +1850,9 @@
 			}
 		},
 		"node_modules/@esbuild/android-arm": {
-			"version": "0.27.7",
-			"resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.27.7.tgz",
-			"integrity": "sha512-jbPXvB4Yj2yBV7HUfE2KHe4GJX51QplCN1pGbYjvsyCZbQmies29EoJbkEc+vYuU5o45AfQn37vZlyXy4YJ8RQ==",
+			"version": "0.28.1",
+			"resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.28.1.tgz",
+			"integrity": "sha512-0k2F129Xdio1TdJfzJ8sy1Q47vUD2NnwdhiAf7drUN1EBTfPf4hsFCtmMgu/6m8JSzsBrlmVjudMBQqOfG8usQ==",
 			"cpu": [
 				"arm"
 			],
@@ -1865,9 +1867,9 @@
 			}
 		},
 		"node_modules/@esbuild/android-arm64": {
-			"version": "0.27.7",
-			"resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.27.7.tgz",
-			"integrity": "sha512-62dPZHpIXzvChfvfLJow3q5dDtiNMkwiRzPylSCfriLvZeq0a1bWChrGx/BbUbPwOrsWKMn8idSllklzBy+dgQ==",
+			"version": "0.28.1",
+			"resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.28.1.tgz",
+			"integrity": "sha512-34EGEbCIAgosYz6goLcopX6Mo7NyGv9tfwEM2/7Ce2VcVRk568iSvniGWcUXIy7wEDR1wzolcxcriFVrWYcwBg==",
 			"cpu": [
 				"arm64"
 			],
@@ -1882,9 +1884,9 @@
 			}
 		},
 		"node_modules/@esbuild/android-x64": {
-			"version": "0.27.7",
-			"resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.27.7.tgz",
-			"integrity": "sha512-x5VpMODneVDb70PYV2VQOmIUUiBtY3D3mPBG8NxVk5CogneYhkR7MmM3yR/uMdITLrC1ml/NV1rj4bMJuy9MCg==",
+			"version": "0.28.1",
+			"resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.28.1.tgz",
+			"integrity": "sha512-dbwY7ltSMDWsRatcRpCnES4F+im88OCUgGZjy52shC7GqHRE/cYlxNbB4Z4UpJswpcc4Qxd2oE/ufM0p61IKng==",
 			"cpu": [
 				"x64"
 			],
@@ -1899,9 +1901,9 @@
 			}
 		},
 		"node_modules/@esbuild/darwin-arm64": {
-			"version": "0.27.7",
-			"resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.27.7.tgz",
-			"integrity": "sha512-5lckdqeuBPlKUwvoCXIgI2D9/ABmPq3Rdp7IfL70393YgaASt7tbju3Ac+ePVi3KDH6N2RqePfHnXkaDtY9fkw==",
+			"version": "0.28.1",
+			"resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.28.1.tgz",
+			"integrity": "sha512-TZbWkQY7kvTAXbXUT7uVACR5cMHsDiSz9z7ZKAX/RTq/WJEk3QyRr0wZpNhBDX+/0CtdqUIJlOiodQcta6tY3Q==",
 			"cpu": [
 				"arm64"
 			],
@@ -1916,9 +1918,9 @@
 			}
 		},
 		"node_modules/@esbuild/darwin-x64": {
-			"version": "0.27.7",
-			"resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.27.7.tgz",
-			"integrity": "sha512-rYnXrKcXuT7Z+WL5K980jVFdvVKhCHhUwid+dDYQpH+qu+TefcomiMAJpIiC2EM3Rjtq0sO3StMV/+3w3MyyqQ==",
+			"version": "0.28.1",
+			"resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.28.1.tgz",
+			"integrity": "sha512-zfdzgK9ACBNZLI/CyHTOx81SyNbM6YXn7rxSgX97VjyiPl9W1i4Ka4fgKECEoFCKGpvBj5qArWIGgQjOwkgskQ==",
 			"cpu": [
 				"x64"
 			],
@@ -1933,9 +1935,9 @@
 			}
 		},
 		"node_modules/@esbuild/freebsd-arm64": {
-			"version": "0.27.7",
-			"resolved": "https://registry.npmjs.org/@esbuild/freebsd-arm64/-/freebsd-arm64-0.27.7.tgz",
-			"integrity": "sha512-B48PqeCsEgOtzME2GbNM2roU29AMTuOIN91dsMO30t+Ydis3z/3Ngoj5hhnsOSSwNzS+6JppqWsuhTp6E82l2w==",
+			"version": "0.28.1",
+			"resolved": "https://registry.npmjs.org/@esbuild/freebsd-arm64/-/freebsd-arm64-0.28.1.tgz",
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 		"node_modules/@img/sharp-libvips-darwin-arm64": {
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 				"url": "https://opencollective.com/libvips"
 			}
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+			],
+			"funding": {
+				"url": "https://opencollective.com/libvips"
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+		"node_modules/@img/sharp-libvips-linux-riscv64": {
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+			"license": "LGPL-3.0-or-later",
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+			],
+			"funding": {
+				"url": "https://opencollective.com/libvips"
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 		"node_modules/@img/sharp-libvips-linux-s390x": {
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@@ -2749,9 +2815,9 @@
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@@ -2766,9 +2832,9 @@
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@@ -2783,9 +2849,9 @@
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@@ -2796,19 +2862,19 @@
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-				"@img/sharp-libvips-linux-arm": "1.0.5"
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@@ -2819,19 +2885,65 @@
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+			"cpu": [
+				"ppc64"
+			],
+			"dev": true,
+			"license": "Apache-2.0",
+			"optional": true,
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 			},
 			"optionalDependencies": {
-				"@img/sharp-libvips-linux-arm64": "1.0.4"
+				"@img/sharp-libvips-linux-ppc64": "1.3.2"
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+		"node_modules/@img/sharp-linux-riscv64": {
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+			"optionalDependencies": {
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 		"node_modules/@img/sharp-linux-s390x": {
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@@ -2842,19 +2954,19 @@
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 			"optionalDependencies": {
-				"@img/sharp-libvips-linux-s390x": "1.0.4"
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@@ -2865,19 +2977,19 @@
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@@ -2888,19 +3000,19 @@
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@@ -2911,39 +3023,87 @@
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@@ -15545,6 +16023,19 @@
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+			"license": "MIT",
+			"engines": {
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+			},
+			"funding": {
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@@ -15753,6 +16244,20 @@
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+			"license": "MIT",
+			"peerDependencies": {
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+			},
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-				"@vitest/coverage-v8": "4.1.8",
-				"@vitest/ui": "4.1.8",
+				"@vitest/browser-playwright": "4.1.10",
+				"@vitest/browser-preview": "4.1.10",
+				"@vitest/browser-webdriverio": "4.1.10",
+				"@vitest/coverage-istanbul": "4.1.10",
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+			"version": "4.1.10",
+			"resolved": "https://registry.npmjs.org/@vitest/expect/-/expect-4.1.10.tgz",
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 			"resolved": "https://registry.npmjs.org/web-namespaces/-/web-namespaces-2.0.1.tgz",
@@ -17156,16 +17673,16 @@
 			}
 		},
 		"node_modules/workbox-build/node_modules/brace-expansion": {
-			"version": "5.0.6",
-			"resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-5.0.6.tgz",
-			"integrity": "sha512-kLpxurY4Z4r9sgMsyG0Z9uzsBlgiU/EFKhj/h91/8yHu0edo7XuixOIH3VcJ8kkxs6/jPzoI6U9Vj3WqbMQ94g==",
+			"version": "5.0.9",
+			"resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-5.0.9.tgz",
+			"integrity": "sha512-ScQ4IuvIEF1TMlP7Zt+vjJ//9zlPb2SDcxWxM3bk8s6t6GGdJ7KO1dCcTidOPJKePW30LE/2cT7wCyPho9/Wxg==",
 			"dev": true,
 			"license": "MIT",
 			"dependencies": {
 				"balanced-match": "^4.0.2"
 			},
 			"engines": {
-				"node": "18 || 20 || >=22"
+				"node": "20 || >=22"
 			}
 		},
 		"node_modules/workbox-build/node_modules/glob": {
@@ -17424,9 +17941,9 @@
 			"license": "ISC"
 		},
 		"node_modules/ws": {
-			"version": "8.21.0",
-			"resolved": "https://registry.npmjs.org/ws/-/ws-8.21.0.tgz",
-			"integrity": "sha512-Vsp28b7DRcimFQvrqu2Wek3z1iYxDCWqHYB8Qsnk/S4RfaCQzPGPyBNuVjJV3cd6UiKtUtp6sNM77gWvzcCH+g==",
+			"version": "8.21.2",
+			"resolved": "https://registry.npmjs.org/ws/-/ws-8.21.2.tgz",
+			"integrity": "sha512-54dMVAo4WIe6SKy3vBgN+9bJZqqQ8IMRevAkOLQALhi49qkkQDQfWdAZ8KQlXiEabw88ARXXdUrlvtbKQX+aKw==",
 			"dev": true,
 			"license": "MIT",
 			"engines": {
diff --git a/tools/ui/package.json b/tools/ui/package.json
index 4ea2bf703..f6d6880d7 100644
--- a/tools/ui/package.json
+++ b/tools/ui/package.json
@@ -12,7 +12,7 @@
 		"check": "svelte-kit sync && svelte-check --tsconfig ./tsconfig.json",
 		"check:watch": "svelte-kit sync && svelte-check --tsconfig ./tsconfig.json --watch",
 		"reset": "rm -rf .svelte-kit node_modules",
-		"format": "prettier --write .",
+		"format": "eslint --fix . && prettier --write .",
 		"lint": "prettier --check . && eslint .",
 		"test": "npm run test:ui -- --run && npm run test:client -- --run && npm run test:unit -- --run && npm run test:e2e",
 		"test:e2e": "playwright test",
@@ -27,20 +27,21 @@
 		"cleanup": "rm -rf .svelte-kit build node_modules test-results dist dev-dist debug-storybook.log static/pwa-*.png static/maskable-icon-*.png static/apple-touch-icon-*.png static/apple-splash-*.png static/favicon*.ico"
 	},
 	"devDependencies": {
-		"@chromatic-com/storybook": "5.0.0",
+		"@chromatic-com/storybook": "5.2.1",
 		"@eslint/compat": "1.4.1",
 		"@eslint/js": "9.39.2",
 		"@internationalized/date": "3.12.2",
 		"@lucide/svelte": "1.25.0",
-		"@modelcontextprotocol/sdk": "1.26.0",
+		"@modelcontextprotocol/sdk": "1.30.0",
 		"@playwright/test": "1.56.1",
-		"@storybook/addon-a11y": "10.2.4",
-		"@storybook/addon-docs": "10.2.4",
-		"@storybook/addon-svelte-csf": "5.0.10",
-		"@storybook/addon-vitest": "10.2.4",
-		"@storybook/sveltekit": "10.2.4",
+		"@storybook/addon-a11y": "10.5.6",
+		"@storybook/addon-docs": "10.5.6",
+		"@storybook/addon-mcp": "0.7.0",
+		"@storybook/addon-svelte-csf": "5.1.2",
+		"@storybook/addon-vitest": "10.5.6",
+		"@storybook/sveltekit": "10.5.6",
 		"@sveltejs/adapter-static": "3.0.10",
-		"@sveltejs/kit": "2.60.1",
+		"@sveltejs/kit": "2.70.2",
 		"@sveltejs/vite-plugin-svelte": "6.2.1",
 		"@tailwindcss/forms": "0.5.10",
 		"@tailwindcss/typography": "0.5.16",
@@ -48,16 +49,18 @@
 		"@types/node": "24.13.0",
 		"@vite-pwa/assets-generator": "1.0.2",
 		"@vite-pwa/sveltekit": "1.1.0",
-		"@vitest/browser": "4.1.8",
-		"@vitest/browser-playwright": "4.1.8",
-		"@vitest/coverage-v8": "4.1.8",
+		"@vitest/browser": "4.1.10",
+		"@vitest/browser-playwright": "4.1.10",
+		"@vitest/coverage-v8": "4.1.10",
 		"bits-ui": "2.18.1",
 		"clsx": "2.1.1",
 		"dexie": "4.4.3",
-		"dompurify": "3.4.11",
+		"dompurify": "3.4.13",
 		"eslint": "9.39.4",
 		"eslint-config-prettier": "10.1.8",
-		"eslint-plugin-storybook": "10.4.2",
+		"eslint-plugin-perfectionist": "^5.10.1",
+		"eslint-plugin-simple-import-sort": "^14.0.0",
+		"eslint-plugin-storybook": "10.5.6",
 		"eslint-plugin-svelte": "3.19.0",
 		"fflate": "0.8.3",
 		"globals": "16.5.0",
@@ -82,7 +85,7 @@
 		"remark-math": "6.0.0",
 		"remark-rehype": "11.1.2",
 		"sass": "1.100.0",
-		"storybook": "10.4.2",
+		"storybook": "10.5.6",
 		"svelte": "5.56.1",
 		"svelte-check": "4.6.0",
 		"svelte-sonner": "1.1.1",
@@ -95,13 +98,15 @@
 		"unified": "11.0.5",
 		"unist-util-visit": "5.1.0",
 		"uuid": "13.0.2",
-		"vite": "7.3.5",
+		"vite": "7.3.6",
 		"vite-plugin-devtools-json": "0.2.1",
-		"vitest": "4.1.8",
+		"vitest": "4.1.10",
 		"vitest-browser-svelte": "2.1.1",
 		"workbox-window": "7.4.1"
 	},
 	"overrides": {
-		"cookie": "1.1.1"
+		"cookie": "1.1.1",
+		"sharp": "0.35.3",
+		"valibot": "1.4.2"
 	}
 }
diff --git a/tools/ui/playwright.config.ts b/tools/ui/playwright.config.ts
index 55bf38514..057ed416d 100644
--- a/tools/ui/playwright.config.ts
+++ b/tools/ui/playwright.config.ts
@@ -1,31 +1,31 @@
 import { defineConfig, devices } from '@playwright/test';
 
 export default defineConfig({
-	testDir: 'tests/e2e',
-	testMatch: ['**/*.e2e.ts'],
-	timeout: 30000,
 	expect: {
 		timeout: 5000
 	},
-	fullyParallel: true,
 	forbidOnly: !!process.env.CI,
-	retries: process.env.CI ? 2 : 0,
-	workers: process.env.CI ? 1 : undefined,
-	reporter: 'line',
-	use: {
-		baseURL: 'http://localhost:8181',
-		trace: 'on-first-retry'
-	},
+	fullyParallel: true,
 	projects: [
 		{
 			name: 'chromium',
 			use: { ...devices['Desktop Chrome'] }
 		}
 	],
+	reporter: 'line',
+	retries: process.env.CI ? 2 : 0,
+	testDir: 'tests/e2e',
+	testMatch: ['**/*.e2e.ts'],
+	timeout: 30000,
+	use: {
+		baseURL: 'http://localhost:8181',
+		trace: 'on-first-retry'
+	},
 	webServer: {
 		command: 'npm run build && npx http-server ./dist -p 8181',
 		port: 8181,
-		timeout: 120000,
-		reuseExistingServer: !process.env.CI
-	}
+		reuseExistingServer: !process.env.CI,
+		timeout: 120000
+	},
+	workers: process.env.CI ? 1 : undefined
 });
diff --git a/tools/ui/pwa-assets-dark.config.ts b/tools/ui/pwa-assets-dark.config.ts
index 358c0ebc0..1446b47a8 100644
--- a/tools/ui/pwa-assets-dark.config.ts
+++ b/tools/ui/pwa-assets-dark.config.ts
@@ -1,6 +1,6 @@
-import { defineConfig } from '@vite-pwa/assets-generator/config';
-import { FAVICON_COLORS, PWA_ASSET_GENERATOR } from './src/lib/constants/pwa';
 import { writeThemeFavicons } from './scripts/favicon-colorize';
+import { FAVICON_COLORS, PWA_ASSET_GENERATOR } from './src/lib/constants/pwa';
+import { defineConfig } from '@vite-pwa/assets-generator/config';
 
 writeThemeFavicons(FAVICON_COLORS.LIGHT, FAVICON_COLORS.DARK, {
 	padding: PWA_ASSET_GENERATOR.FAVICON_PADDING
@@ -10,18 +10,18 @@ export default defineConfig({
 	headLinkOptions: {
 		preset: '2023'
 	},
+	images: ['static/favicon-dark.svg'],
 	preset: {
-		transparent: {
-			sizes: [],
-			favicons: [[48, 'favicon-dark.ico']],
-			padding: PWA_ASSET_GENERATOR.FAVICON_PADDING
+		apple: {
+			sizes: []
 		},
 		maskable: {
 			sizes: []
 		},
-		apple: {
+		transparent: {
+			favicons: [[48, 'favicon-dark.ico']],
+			padding: PWA_ASSET_GENERATOR.FAVICON_PADDING,
 			sizes: []
 		}
-	},
-	images: ['static/favicon-dark.svg']
+	}
 });
diff --git a/tools/ui/pwa-assets.config.ts b/tools/ui/pwa-assets.config.ts
index b69884d94..5fed0a595 100644
--- a/tools/ui/pwa-assets.config.ts
+++ b/tools/ui/pwa-assets.config.ts
@@ -1,3 +1,11 @@
+import { writeThemeFavicons } from './scripts/favicon-colorize';
+import {
+	FAVICON_COLORS,
+	PWA_ASSET_GENERATOR,
+	PWA_GENERATOR_DEVICES,
+	THEME_COLORS
+} from './src/lib/constants/pwa';
+import { SplashOrientation } from './src/lib/enums/splash.enums';
 import {
 	combinePresetAndAppleSplashScreens,
 	defineConfig,
@@ -5,14 +13,6 @@ import {
 } from '@vite-pwa/assets-generator/config';
 import { readFileSync } from 'node:fs';
 import { resolve } from 'node:path';
-import {
-	THEME_COLORS,
-	PWA_GENERATOR_DEVICES,
-	PWA_ASSET_GENERATOR,
-	FAVICON_COLORS
-} from './src/lib/constants/pwa';
-import { SplashOrientation } from './src/lib/enums/splash.enums';
-import { writeThemeFavicons } from './scripts/favicon-colorize';
 
 writeThemeFavicons(FAVICON_COLORS.LIGHT, FAVICON_COLORS.DARK, {
 	padding: PWA_ASSET_GENERATOR.FAVICON_PADDING
@@ -22,6 +22,7 @@ export default defineConfig({
 	headLinkOptions: {
 		preset: PWA_ASSET_GENERATOR.LINK_PRESET
 	},
+	images: ['static/favicon.svg'],
 	preset: combinePresetAndAppleSplashScreens(
 		{
 			...minimal2023Preset,
@@ -32,37 +33,37 @@ export default defineConfig({
 			}
 		},
 		{
-			padding: PWA_ASSET_GENERATOR.SPLASH_PADDING,
-			resizeOptions: {
-				background: THEME_COLORS.BACKGROUND_LIGHT,
-				fit: PWA_ASSET_GENERATOR.FIT_MODE
-			},
-			darkResizeOptions: {
-				background: THEME_COLORS.BACKGROUND_DARK,
-				fit: PWA_ASSET_GENERATOR.FIT_MODE
-			},
 			darkImageResolver: async (imageName: string) => {
 				if (imageName.endsWith('favicon.svg')) {
 					return readFileSync(resolve('static/favicon-dark.svg'));
 				}
 			},
+			darkResizeOptions: {
+				background: THEME_COLORS.BACKGROUND_DARK,
+				fit: PWA_ASSET_GENERATOR.FIT_MODE
+			},
 			linkMediaOptions: {
-				log: true,
 				addMediaScreen: PWA_ASSET_GENERATOR.ADD_MEDIA_SCREEN,
 				basePath: PWA_ASSET_GENERATOR.BASE_PATH,
+				log: true,
 				xhtml: PWA_ASSET_GENERATOR.XHTML
 			},
-			png: {
-				compressionLevel: PWA_ASSET_GENERATOR.PNG_COMPRESSION_LEVEL,
-				quality: PWA_ASSET_GENERATOR.PNG_QUALITY
-			},
 			name: (landscape, size, dark) => {
 				const orientation = landscape ? SplashOrientation.LANDSCAPE : SplashOrientation.PORTRAIT;
 				const darkPrefix = dark ? PWA_ASSET_GENERATOR.DARK_PREFIX : '';
+
 				return `apple-splash-${orientation}-${darkPrefix}${size.width}x${size.height}.png`;
+			},
+			padding: PWA_ASSET_GENERATOR.SPLASH_PADDING,
+			png: {
+				compressionLevel: PWA_ASSET_GENERATOR.PNG_COMPRESSION_LEVEL,
+				quality: PWA_ASSET_GENERATOR.PNG_QUALITY
+			},
+			resizeOptions: {
+				background: THEME_COLORS.BACKGROUND_LIGHT,
+				fit: PWA_ASSET_GENERATOR.FIT_MODE
 			}
 		},
 		PWA_GENERATOR_DEVICES
-	),
-	images: ['static/favicon.svg']
+	)
 });
diff --git a/tools/ui/scripts/dev.sh b/tools/ui/scripts/dev.sh
index 7e1d3c15e..d14186630 100644
--- a/tools/ui/scripts/dev.sh
+++ b/tools/ui/scripts/dev.sh
@@ -14,7 +14,7 @@ cd ../../
 # Ensure node_modules are installed
 if [ ! -d "tools/ui/node_modules" ]; then
     echo "📦 Installing npm dependencies..."
-    cd tools/ui && npm install && cd ../../
+    cd tools/ui && npm ci && cd ../../
 fi
 
 # Check and install git hooks if missing
diff --git a/tools/ui/scripts/favicon-colorize.ts b/tools/ui/scripts/favicon-colorize.ts
index e1872b777..54a951296 100644
--- a/tools/ui/scripts/favicon-colorize.ts
+++ b/tools/ui/scripts/favicon-colorize.ts
@@ -4,12 +4,10 @@ import { fileURLToPath } from 'node:url';
 
 const HERE = dirname(fileURLToPath(import.meta.url));
 const PROJECT_ROOT = resolve(HERE, '..');
-
 const DEFAULT_LOGO = resolve(PROJECT_ROOT, 'src/lib/assets/logo.svg');
 const DEFAULT_OUT_DIR = resolve(PROJECT_ROOT, 'static');
 const DEFAULT_OUT_LIGHT = resolve(DEFAULT_OUT_DIR, 'favicon.svg');
 const DEFAULT_OUT_DARK = resolve(DEFAULT_OUT_DIR, 'favicon-dark.svg');
-
 const CURRENT_COLOR = 'currentColor';
 
 export interface ColorizedFavicon {
@@ -39,8 +37,8 @@ export function colorizeFaviconSvg(
 	darkColor: string
 ): ColorizedFavicon {
 	return {
-		light: svg.replaceAll(CURRENT_COLOR, lightColor),
-		dark: svg.replaceAll(CURRENT_COLOR, darkColor)
+		dark: svg.replaceAll(CURRENT_COLOR, darkColor),
+		light: svg.replaceAll(CURRENT_COLOR, lightColor)
 	};
 }
 
@@ -54,33 +52,40 @@ export function padFaviconSvg(svg: string, padding: number): string {
 	if (!(padding > 0) || padding >= 1) return svg;
 
 	const viewBoxMatch = svg.match(/viewBox\s*=\s*["']([^"']+)["']/i);
+
 	if (!viewBoxMatch) return svg;
 
 	const parts = viewBoxMatch[1]
 		.trim()
 		.split(/[\s,]+/)
 		.map(Number);
+
 	if (parts.length !== 4 || parts.some((n) => !Number.isFinite(n))) return svg;
 
 	const [, , width, height] = parts;
+
 	if (width <= 0 || height <= 0) return svg;
 
 	const scale = 1 - padding;
 	const translateX = (padding * width) / 2;
 	const translateY = (padding * height) / 2;
-
 	const openTagStart = svg.search(/<svg\b/i);
+
 	if (openTagStart === -1) return svg;
+
 	const openTagEnd = svg.indexOf('>', openTagStart);
+
 	if (openTagEnd === -1) return svg;
+
 	const closeStart = svg.lastIndexOf('</svg');
+
 	if (closeStart === -1 || closeStart <= openTagEnd) return svg;
 
 	const openTag = svg.slice(0, openTagEnd + 1);
 	const inner = svg.slice(openTagEnd + 1, closeStart);
 	const closeTag = svg.slice(closeStart);
-
 	const group = `<g transform="translate(${translateX} ${translateY}) scale(${scale})">`;
+
 	return `${openTag}${group}${inner}</g>${closeTag}`;
 }
 
@@ -93,14 +98,15 @@ export function writeThemeFavicons(
 	lightColor: string,
 	darkColor: string,
 	{
-		sourcePath = DEFAULT_LOGO,
-		lightOutPath = DEFAULT_OUT_LIGHT,
 		darkOutPath = DEFAULT_OUT_DARK,
-		padding = 0
+		lightOutPath = DEFAULT_OUT_LIGHT,
+		padding = 0,
+		sourcePath = DEFAULT_LOGO
 	}: WriteThemeFaviconsOptions = {}
 ): void {
 	const source = readFileSync(sourcePath, 'utf-8');
-	const { light, dark } = colorizeFaviconSvg(source, lightColor, darkColor);
+	const { dark, light } = colorizeFaviconSvg(source, lightColor, darkColor);
+
 	mkdirSync(dirname(lightOutPath), { recursive: true });
 	writeFileSync(lightOutPath, padFaviconSvg(light, padding));
 	writeFileSync(darkOutPath, padFaviconSvg(dark, padding));
diff --git a/tools/ui/scripts/git-hooks/pre-commit.sh b/tools/ui/scripts/git-hooks/pre-commit.sh
index 208ef56fc..31c23ed51 100755
--- a/tools/ui/scripts/git-hooks/pre-commit.sh
+++ b/tools/ui/scripts/git-hooks/pre-commit.sh
@@ -14,7 +14,7 @@ cd "$REPO_ROOT/tools/ui"
 
 # Check that node_modules exists
 if [ ! -d "node_modules" ]; then
-    echo "❌ node_modules not found. Run 'npm install' first."
+    echo "❌ node_modules not found. Run 'npm ci' first."
     exit 1
 fi
 
diff --git a/tools/ui/scripts/git-hooks/pre-push.sh b/tools/ui/scripts/git-hooks/pre-push.sh
index 66d79b950..d5598fb17 100755
--- a/tools/ui/scripts/git-hooks/pre-push.sh
+++ b/tools/ui/scripts/git-hooks/pre-push.sh
@@ -30,7 +30,7 @@ cd "$REPO_ROOT/tools/ui"
 
 # Check that node_modules exists
 if [ ! -d "node_modules" ]; then
-    echo "❌ node_modules not found. Run 'npm install' first."
+    echo "❌ node_modules not found. Run 'npm ci' first."
     exit 1
 fi
 
diff --git a/tools/ui/scripts/make-icons-circular.js b/tools/ui/scripts/make-icons-circular.js
index 7dfd6521e..b4763c625 100644
--- a/tools/ui/scripts/make-icons-circular.js
+++ b/tools/ui/scripts/make-icons-circular.js
@@ -13,31 +13,28 @@
  * maskable-icon and apple-touch-icon are left untouched.
  */
 
-import sharp from 'sharp';
 import fs from 'fs';
 import path from 'path';
+import sharp from 'sharp';
 import { fileURLToPath } from 'url';
 
 const __filename = fileURLToPath(import.meta.url);
 const __dirname = path.dirname(__filename);
-
 const STATIC_DIR = path.resolve(__dirname, '..', 'static');
-
 const paddingPct = process.argv.reduce((acc, arg, i, args) => {
 	if (arg === '--padding-pct' && args[i + 1]) return parseFloat(args[i + 1]);
+
 	return acc;
 }, 0);
-
 // Scale down the source image before cropping to circle
 const scalePct = process.argv.reduce((acc, arg, i, args) => {
 	if (arg === '--scale-pct' && args[i + 1]) return parseFloat(args[i + 1]);
+
 	return acc;
 }, 85); // default 85% - icon fills 85% of the circular area
-
 // Source for circular icons: the maskable icon (white bg, full logo)
 const sourceIcon = 'maskable-icon-512x512.png';
 const targetIcons = ['pwa-64x64.png', 'pwa-192x192.png', 'pwa-512x512.png'];
-
 // maskable-icon and apple-touch-icon stay square
 const untouchedIcons = ['maskable-icon-512x512.png', 'apple-touch-icon-180x180.png'];
 
@@ -47,10 +44,13 @@ async function makeCircle(targetFilename) {
 
 	if (!fs.existsSync(sourcePath)) {
 		console.log(`⏭️  ${sourceIcon} not found, skipping`);
+
 		return;
 	}
+
 	if (!fs.existsSync(targetPath)) {
 		console.log(`⏭️  ${targetFilename} not found, skipping`);
+
 		return;
 	}
 
@@ -58,16 +58,18 @@ async function makeCircle(targetFilename) {
 	const size = Math.max(metadata.width, metadata.height);
 	const radius = Math.floor((size * (1 - paddingPct / 100)) / 2);
 	const center = Math.floor(size / 2);
-
 	// Build circular mask as RGBA buffer: white opaque circle on transparent bg
 	const maskBuf = Buffer.alloc(size * size * 4, 0);
+
 	for (let y = 0; y < size; y++) {
 		for (let x = 0; x < size; x++) {
 			const dx = x - center;
 			const dy = y - center;
 			const dist = Math.sqrt(dx * dx + dy * dy);
+
 			if (dist < radius) {
 				const i = (y * size + x) * 4;
+
 				maskBuf[i] = 255;
 				maskBuf[i + 1] = 255;
 				maskBuf[i + 2] = 255;
@@ -77,8 +79,9 @@ async function makeCircle(targetFilename) {
 	}
 
 	const tmpMask = path.join(STATIC_DIR, '.mask-tmp.png');
+
 	await sharp(maskBuf, {
-		raw: { width: size, height: size, channels: 4 }
+		raw: { channels: 4, height: size, width: size }
 	})
 		.png()
 		.toFile(tmpMask);
@@ -87,28 +90,26 @@ async function makeCircle(targetFilename) {
 	const circleDiameter = Math.floor(size * (1 - paddingPct / 100));
 	const scaledSize = Math.floor((circleDiameter * scalePct) / 100);
 	const offset = Math.floor((size - scaledSize) / 2);
-
 	const scaledBuf = await sharp(sourcePath)
 		.resize(scaledSize, scaledSize, {
-			fit: 'cover',
-			background: { r: 255, g: 255, b: 255, alpha: 1 }
+			background: { alpha: 1, b: 255, g: 255, r: 255 },
+			fit: 'cover'
 		})
 		.ensureAlpha()
 		.png()
 		.toBuffer();
-
 	// Step 2: Composite scaled image onto white background, then apply circular mask
 	const output = await sharp({
 		create: {
-			width: size,
-			height: size,
+			background: { alpha: 1, b: 255, g: 255, r: 255 },
 			channels: 4,
-			background: { r: 255, g: 255, b: 255, alpha: 1 }
+			height: size,
+			width: size
 		}
 	})
 		.composite([
-			{ input: scaledBuf, top: offset, left: offset },
-			{ input: tmpMask, top: 0, left: 0, blend: 'dest-in' }
+			{ input: scaledBuf, left: offset, top: offset },
+			{ blend: 'dest-in', input: tmpMask, left: 0, top: 0 }
 		])
 		.png()
 		.toBuffer();
@@ -130,6 +131,7 @@ async function main() {
 	console.log('\nUnchanged:');
 	for (const icon of untouchedIcons) {
 		const fp = path.join(STATIC_DIR, icon);
+
 		console.log(`  ${icon} (${fs.existsSync(fp) ? fs.statSync(fp).size + ' bytes' : 'missing'})`);
 	}
 }
diff --git a/tools/ui/scripts/vite-plugin-build-info.ts b/tools/ui/scripts/vite-plugin-build-info.ts
index 972ba3b66..800238630 100644
--- a/tools/ui/scripts/vite-plugin-build-info.ts
+++ b/tools/ui/scripts/vite-plugin-build-info.ts
@@ -1,7 +1,7 @@
-import { writeFileSync, existsSync } from 'node:fs';
+import { BUILD_CONFIG } from '../src/lib/constants/pwa';
+import { existsSync, writeFileSync } from 'node:fs';
 import { resolve } from 'path';
 import type { Plugin } from 'vite';
-import { BUILD_CONFIG } from '../src/lib/constants/pwa';
 
 let processed = false;
 
@@ -15,27 +15,29 @@ const OUTPUT_DIR = process.env.LLAMA_UI_OUT_DIR ?? BUILD_CONFIG.OUTPUT_DIR;
  */
 export function buildInfoPlugin(): Plugin {
 	return {
-		name: 'llamacpp:build-info',
 		apply: 'build',
 		closeBundle() {
 			setTimeout(() => {
 				try {
 					if (processed) return;
+
 					processed = true;
 
 					const buildNumber = process.env.LLAMA_BUILD_NUMBER || 'b0000';
-
 					const outDir = resolve(OUTPUT_DIR);
 					const indexPath = resolve(outDir, 'index.html');
+
 					if (!existsSync(indexPath)) return;
 
 					const buildJsonPath = resolve(outDir, 'build.json');
+
 					writeFileSync(buildJsonPath, JSON.stringify({ version: buildNumber }), 'utf-8');
 					console.log(`Created build.json (version: ${buildNumber})`);
 				} catch (error) {
 					console.error('Failed to write build.json:', error);
 				}
 			}, 100);
-		}
+		},
+		name: 'llamacpp:build-info'
 	};
 }
diff --git a/tools/ui/scripts/vite-plugin-nerdamer.ts b/tools/ui/scripts/vite-plugin-nerdamer.ts
index 218c2fa23..84e463c6d 100644
--- a/tools/ui/scripts/vite-plugin-nerdamer.ts
+++ b/tools/ui/scripts/vite-plugin-nerdamer.ts
@@ -4,7 +4,6 @@ import { fileURLToPath } from 'url';
 import type { Plugin } from 'vite';
 
 const __dirname = dirname(fileURLToPath(import.meta.url));
-
 const VENDORS_DIR = resolve(__dirname, '../src/lib/vendors');
 const VIRTUAL_ID = 'virtual:nerdamer';
 const RESOLVED_ID = '\0' + VIRTUAL_ID;
@@ -21,29 +20,32 @@ export function nerdamerPlugin(): Plugin {
 	let bundled: string | null = null;
 
 	return {
-		name: 'llamacpp:nerdamer',
-		resolveId(id) {
-			return id === VIRTUAL_ID ? RESOLVED_ID : undefined;
-		},
 		async load(id) {
 			if (id !== RESOLVED_ID) return undefined;
+
 			if (bundled === null) {
 				const result = await build({
-					entryPoints: [resolve(VENDORS_DIR, 'nerdamer-prime/all.js')],
-					bundle: true,
-					minify: true,
-					format: 'iife',
-					globalName: 'nerdamer',
 					alias: {
 						'big-integer': resolve(VENDORS_DIR, 'big-integer/BigInteger.js'),
 						'decimal.js': resolve(VENDORS_DIR, 'decimal.js/decimal.js')
 					},
-					write: false,
-					logLevel: 'silent'
+					bundle: true,
+					entryPoints: [resolve(VENDORS_DIR, 'nerdamer-prime/all.js')],
+					format: 'iife',
+					globalName: 'nerdamer',
+					logLevel: 'silent',
+					minify: true,
+					write: false
 				});
+
 				bundled = result.outputFiles[0].text;
 			}
+
 			return `export default ${JSON.stringify(bundled)};`;
+		},
+		name: 'llamacpp:nerdamer',
+		resolveId(id) {
+			return id === VIRTUAL_ID ? RESOLVED_ID : undefined;
 		}
 	};
 }
diff --git a/tools/ui/scripts/vite-plugin-relativize-base.ts b/tools/ui/scripts/vite-plugin-relativize-base.ts
index ce2f1b6e9..f8eac1d66 100644
--- a/tools/ui/scripts/vite-plugin-relativize-base.ts
+++ b/tools/ui/scripts/vite-plugin-relativize-base.ts
@@ -1,7 +1,7 @@
-import { readFileSync, writeFileSync, existsSync } from 'node:fs';
+import { BUILD_CONFIG } from '../src/lib/constants/pwa';
+import { existsSync, readFileSync, writeFileSync } from 'node:fs';
 import { resolve } from 'path';
 import type { Plugin } from 'vite';
-import { BUILD_CONFIG } from '../src/lib/constants/pwa';
 
 let processed = false;
 
@@ -11,11 +11,15 @@ function rewrite(path: string, pairs: [string, string][]): void {
 	if (!existsSync(path)) {
 		return;
 	}
+
 	const text = readFileSync(path, 'utf-8');
+
 	let out = text;
+
 	for (const [from, to] of pairs) {
 		out = out.split(from).join(to);
 	}
+
 	if (out !== text) {
 		writeFileSync(path, out, 'utf-8');
 	}
@@ -32,12 +36,12 @@ function rewrite(path: string, pairs: [string, string][]): void {
  */
 export function relativizeBasePlugin(): Plugin {
 	return {
-		name: 'llamacpp:relativize-base',
 		apply: 'build',
 		closeBundle() {
 			setTimeout(() => {
 				try {
 					if (processed) return;
+
 					processed = true;
 
 					const outDir = resolve(OUTPUT_DIR);
@@ -56,6 +60,7 @@ export function relativizeBasePlugin(): Plugin {
 					console.error('Failed to relativize base refs:', error);
 				}
 			}, 100);
-		}
+		},
+		name: 'llamacpp:relativize-base'
 	};
 }
diff --git a/tools/ui/scripts/vite-plugin-splash-screen.ts b/tools/ui/scripts/vite-plugin-splash-screen.ts
index 059ce4920..45d931bab 100644
--- a/tools/ui/scripts/vite-plugin-splash-screen.ts
+++ b/tools/ui/scripts/vite-plugin-splash-screen.ts
@@ -1,10 +1,10 @@
-import { readdirSync, readFileSync, writeFileSync, existsSync } from 'node:fs';
-import { resolve } from 'path';
-import type { Plugin } from 'vite';
-import { TAB, NEWLINE } from '../src/lib/constants/code';
+import { NEWLINE, TAB } from '../src/lib/constants/code';
 import { APPLE_DEVICES, BUILD_CONFIG, REGEX_PATTERNS, SPLASH_LINK } from '../src/lib/constants/pwa';
-import type { SplashDimensions } from '../src/lib/types';
 import { SplashOrientation } from '../src/lib/enums/splash.enums';
+import type { SplashDimensions } from '../src/lib/types';
+import { existsSync, readdirSync, readFileSync, writeFileSync } from 'node:fs';
+import { resolve } from 'path';
+import type { Plugin } from 'vite';
 
 let processed = false;
 
@@ -16,23 +16,26 @@ const OUTPUT_DIR = process.env.LLAMA_UI_OUT_DIR ?? BUILD_CONFIG.OUTPUT_DIR;
  */
 export function generateSplashScreenLinks(outDir: string): string[] {
 	const files = readdirSync(outDir).filter((f) => f.match(REGEX_PATTERNS.SPLASH_FILE));
+
 	if (files.length === 0) return [];
 
 	const dimMap = new Map<string, SplashDimensions>();
+
 	for (const [dims, spec] of Object.entries(APPLE_DEVICES)) {
 		const [w, h] = dims.split('x').map(Number);
+
 		// logical-point dimensions
-		dimMap.set(`${w}x${h}`, { deviceW: spec.width, deviceH: spec.height, dpr: spec.dpr });
-		dimMap.set(`${h}x${w}`, { deviceW: spec.width, deviceH: spec.height, dpr: spec.dpr });
+		dimMap.set(`${w}x${h}`, { deviceH: spec.height, deviceW: spec.width, dpr: spec.dpr });
+		dimMap.set(`${h}x${w}`, { deviceH: spec.height, deviceW: spec.width, dpr: spec.dpr });
 		// pixel dimensions (used by actual generated splash files)
 		dimMap.set(`${w * spec.dpr}x${h * spec.dpr}`, {
-			deviceW: spec.width,
 			deviceH: spec.height,
+			deviceW: spec.width,
 			dpr: spec.dpr
 		});
 		dimMap.set(`${h * spec.dpr}x${w * spec.dpr}`, {
-			deviceW: spec.width,
 			deviceH: spec.height,
+			deviceW: spec.width,
 			dpr: spec.dpr
 		});
 	}
@@ -42,20 +45,23 @@ export function generateSplashScreenLinks(outDir: string): string[] {
 
 	for (const file of files) {
 		const match = file.match(REGEX_PATTERNS.SPLASH_FILE);
+
 		if (!match) continue;
+
 		const orientation = match[1] as SplashOrientation;
 		const isDark = !!match[2];
 		const pixelW = parseInt(match[3]);
 		const pixelH = parseInt(match[4]);
-
 		const key = `${pixelW}x${pixelH}`;
 		const spec = dimMap.get(key);
+
 		if (!spec) {
 			console.warn(`Unknown splash screen dimensions: ${key} (${file})`);
+
 			continue;
 		}
 
-		const { deviceW, deviceH, dpr } = spec;
+		const { deviceH, deviceW, dpr } = spec;
 		const media = `screen and (device-width: ${deviceW}px) and (device-height: ${deviceH}px) and (-webkit-device-pixel-ratio: ${dpr}) and (orientation: ${orientation})`;
 		const href = `./${file}`;
 
@@ -73,16 +79,17 @@ export function generateSplashScreenLinks(outDir: string): string[] {
 
 export function splashScreenPlugin(): Plugin {
 	return {
-		name: 'llamacpp:splash-screen',
 		apply: 'build',
 		closeBundle() {
 			setTimeout(() => {
 				try {
 					if (processed) return;
+
 					processed = true;
 
 					const outDir = resolve(OUTPUT_DIR);
 					const indexPath = resolve(outDir, 'index.html');
+
 					if (!existsSync(indexPath)) return;
 
 					let content = readFileSync(indexPath, 'utf-8');
@@ -91,9 +98,11 @@ export function splashScreenPlugin(): Plugin {
 					// The @vite-pwa/assets-generator generates apple-splash-*.png files;
 					// this scans them and creates the <link> tags SvelteKit needs.
 					const splashLinks = generateSplashScreenLinks(outDir);
+
 					if (splashLinks.length > 0) {
 						console.log(`Generated ${splashLinks.length} apple-splash link tags`);
 						const splashHtml = splashLinks.map((l) => TAB + TAB + l).join(NEWLINE);
+
 						content = content.replace(
 							REGEX_PATTERNS.HEAD_CLOSE,
 							splashHtml + NEWLINE + TAB + TAB + '</head>'
@@ -110,6 +119,7 @@ export function splashScreenPlugin(): Plugin {
 					console.error('Failed to process build output:', error);
 				}
 			}, 100);
-		}
+		},
+		name: 'llamacpp:splash-screen'
 	};
 }
diff --git a/tools/ui/src/app.d.ts b/tools/ui/src/app.d.ts
index 5264e5cc4..6f26214e1 100644
--- a/tools/ui/src/app.d.ts
+++ b/tools/ui/src/app.d.ts
@@ -3,9 +3,8 @@
 
 import 'vite-plugin-pwa/pwa-assets';
 import 'vite-plugin-pwa/svelte';
-
+import { ModelModality, ServerModelStatus, ServerRole } from '$lib/enums';
 // Import chat types from dedicated module
-
 import type {
 	// API types
 	ApiChatCompletionRequest,
@@ -13,59 +12,57 @@ import type {
 	ApiChatCompletionStreamChunk,
 	ApiChatCompletionToolCall,
 	ApiChatCompletionToolCallDelta,
-	ApiChatMessageData,
 	ApiChatMessageContentPart,
+	ApiChatMessageData,
 	ApiContextSizeError,
 	ApiErrorResponse,
 	ApiLlamaCppServerProps,
 	ApiModelDataEntry,
+	ApiModelListResponse,
 	ApiModelLoadStage,
-	ApiModelsSseProgress,
 	ApiModelsSseData,
 	ApiModelsSseEvent,
-	ApiModelListResponse,
+	ApiModelsSseProgress,
 	ApiProcessingState,
 	ApiRouterModelMeta,
+	ApiRouterModelsListResponse,
 	ApiRouterModelsLoadRequest,
 	ApiRouterModelsLoadResponse,
 	ApiRouterModelsStatusRequest,
 	ApiRouterModelsStatusResponse,
-	ApiRouterModelsListResponse,
 	ApiRouterModelsUnloadRequest,
 	ApiRouterModelsUnloadResponse,
 	// Chat types
 	ChatAttachmentDisplayItem,
+	ChatMessagePromptProgress,
+	ChatMessageSiblingInfo,
+	ChatMessageTimings,
 	ChatMessageType,
 	ChatRole,
 	ChatUploadedFile,
-	ChatMessageSiblingInfo,
-	ChatMessagePromptProgress,
-	ChatMessageTimings,
 	// Database types
 	DatabaseConversation,
 	DatabaseMessage,
 	DatabaseMessageExtra,
 	DatabaseMessageExtraAudioFile,
-	DatabaseMessageExtraVideoFile,
 	DatabaseMessageExtraImageFile,
-	DatabaseMessageExtraTextFile,
-	DatabaseMessageExtraPdfFile,
 	DatabaseMessageExtraLegacyContext,
+	DatabaseMessageExtraPdfFile,
+	DatabaseMessageExtraTextFile,
+	DatabaseMessageExtraVideoFile,
 	ExportedConversation,
 	ExportedConversations,
+	ModelLoadProgress,
 	// Model types
 	ModelModalities,
 	ModelOption,
-	ModelLoadProgress,
 	// Settings types
 	SettingsChatServiceOptions,
+	SettingsConfigType,
 	SettingsConfigValue,
-	SettingsFieldConfig,
-	SettingsConfigType
+	SettingsFieldConfig
 } from '$lib/types';
 
-import { ServerRole, ServerModelStatus, ModelModality } from '$lib/enums';
-
 declare global {
 	// namespace App {
 	// interface Error {}
@@ -142,5 +139,12 @@ declare global {
 	interface Window {
 		idxThemeStyle?: number;
 		idxCodeBlock?: number;
+
+		// File System Access API - not in the DOM lib and unavailable in some browsers
+		showDirectoryPicker?: (options?: {
+			id?: string;
+			mode?: 'read' | 'readwrite';
+			startIn?: FileSystemHandle | string;
+		}) => Promise<FileSystemDirectoryHandle>;
 	}
 }
diff --git a/tools/ui/src/lib/components/app/actions/ActionIcon.svelte b/tools/ui/src/lib/components/app/actions/ActionIcon.svelte
index 608ff6fab..e29b5ad67 100644
--- a/tools/ui/src/lib/components/app/actions/ActionIcon.svelte
+++ b/tools/ui/src/lib/components/app/actions/ActionIcon.svelte
@@ -1,8 +1,8 @@
 <script lang="ts">
-	import { Button, type ButtonVariant, type ButtonSize } from '$lib/components/ui/button';
+	import { Button, type ButtonSize, type ButtonVariant } from '$lib/components/ui/button';
 	import * as Tooltip from '$lib/components/ui/tooltip';
-	import type { Component } from 'svelte';
 	import { TooltipSide } from '$lib/enums';
+	import type { Component } from 'svelte';
 
 	interface Props {
 		ariaLabel?: string;
@@ -20,18 +20,18 @@
 	}
 
 	let {
-		icon,
-		tooltip,
-		variant = 'ghost',
-		href = '',
-		size = 'sm',
+		ariaLabel,
 		class: className = '',
 		disabled = false,
+		href = '',
+		icon,
 		iconSize = 'h-3 w-3',
-		tooltipSide = TooltipSide.TOP,
-		stopPropagationOnClick = false,
 		onclick,
-		ariaLabel
+		size = 'sm',
+		stopPropagationOnClick = false,
+		tooltip,
+		tooltipSide = TooltipSide.TOP,
+		variant = 'ghost'
 	}: Props = $props();
 
 	let innerWidth = $state(0);
diff --git a/tools/ui/src/lib/components/app/actions/ActionIconCopyToClipboard.svelte b/tools/ui/src/lib/components/app/actions/ActionIconCopyToClipboard.svelte
index 9b7b370ad..7655f18e8 100644
--- a/tools/ui/src/lib/components/app/actions/ActionIconCopyToClipboard.svelte
+++ b/tools/ui/src/lib/components/app/actions/ActionIconCopyToClipboard.svelte
@@ -1,8 +1,8 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
+	import ActionIcon from './ActionIcon.svelte';
 	import { Copy } from '@lucide/svelte';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { copyToClipboard } from '$lib/utils';
-	import ActionIcon from './ActionIcon.svelte';
 
 	export let ariaLabel: string = 'Copy to clipboard';
 	export let canCopy: boolean = true;
diff --git a/tools/ui/src/lib/components/app/badges/BadgesModality.svelte b/tools/ui/src/lib/components/app/badges/BadgesModality.svelte
index d87184ea9..4eb3e7838 100644
--- a/tools/ui/src/lib/components/app/badges/BadgesModality.svelte
+++ b/tools/ui/src/lib/components/app/badges/BadgesModality.svelte
@@ -7,7 +7,7 @@
 		class?: string;
 	}
 
-	let { modalities, class: className = '' }: Props = $props();
+	let { class: className = '', modalities }: Props = $props();
 </script>
 
 {#each modalities as modality (modality)}
diff --git a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsList.svelte b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsList.svelte
index e74bd8456..36895c8e7 100644
--- a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsList.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsList.svelte
@@ -28,18 +28,18 @@
 	}
 
 	let {
-		class: className = '',
-		style = '',
+		activeModelId,
 		attachments = [],
-		readonly = false,
-		onFileRemove,
-		uploadedFiles = $bindable([]),
+		class: className = '',
 		// Default to small size for form previews
 		imageClass = '',
 		imageHeight = 'h-24',
 		imageWidth = 'w-auto',
 		limitToSingleRow = false,
-		activeModelId
+		onFileRemove,
+		readonly = false,
+		style = '',
+		uploadedFiles = $bindable([])
 	}: Props = $props();
 
 	let carouselRef: HorizontalScrollCarousel | undefined = $state();
@@ -48,7 +48,7 @@
 	let previewFocusIndex = $state(0);
 	let viewAllDialogOpen = $state(false);
 
-	let displayItems = $derived(getAttachmentDisplayItems({ uploadedFiles, attachments }));
+	let displayItems = $derived(getAttachmentDisplayItems({ attachments, uploadedFiles }));
 
 	function openPreview(item: ChatAttachmentDisplayItem, event?: MouseEvent) {
 		event?.stopPropagation();
diff --git a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItem.svelte b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItem.svelte
index 143621cd9..ba06e1815 100644
--- a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItem.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItem.svelte
@@ -2,8 +2,8 @@
 	import {
 		ChatAttachmentsListItemMcpPrompt,
 		ChatAttachmentsListItemMcpResource,
-		ChatAttachmentsListItemThumbnailImage,
-		ChatAttachmentsListItemThumbnailFile
+		ChatAttachmentsListItemThumbnailFile,
+		ChatAttachmentsListItemThumbnailImage
 	} from '$lib/components/app';
 	import { AttachmentType } from '$lib/enums';
 	import type {
@@ -49,10 +49,10 @@
 		return {
 			id,
 			resource: {
-				uri: extra.uri,
 				name: extra.name,
+				serverName: extra.serverName,
 				title: extra.name,
-				serverName: extra.serverName
+				uri: extra.uri
 			}
 		};
 	}
@@ -64,12 +64,12 @@
 			? (item.attachment as DatabaseMessageExtraMcpPrompt)
 			: item.uploadedFile?.mcpPrompt
 				? {
-						type: AttachmentType.MCP_PROMPT as const,
+						arguments: item.uploadedFile.mcpPrompt.arguments,
+						content: item.textContent ?? '',
 						name: item.name,
-						serverName: item.uploadedFile.mcpPrompt.serverName,
 						promptName: item.uploadedFile.mcpPrompt.promptName,
-						content: item.textContent ?? '',
-						arguments: item.uploadedFile.mcpPrompt.arguments
+						serverName: item.uploadedFile.mcpPrompt.serverName,
+						type: AttachmentType.MCP_PROMPT as const
 					}
 				: null}
 	{#if mcpPrompt}
diff --git a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItemMcpPrompt.svelte b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItemMcpPrompt.svelte
index 636e93f22..f5452aade 100644
--- a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItemMcpPrompt.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItemMcpPrompt.svelte
@@ -1,8 +1,8 @@
 <script lang="ts">
-	import { ChatMessageMcpPromptContent, ActionIcon } from '$lib/components/app';
 	import { X } from '@lucide/svelte';
-	import type { DatabaseMessageExtraMcpPrompt } from '$lib/types';
+	import { ActionIcon, ChatMessageMcpPromptContent } from '$lib/components/app';
 	import { McpPromptVariant } from '$lib/enums';
+	import type { DatabaseMessageExtraMcpPrompt } from '$lib/types';
 
 	interface Props {
 		class?: string;
diff --git a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItemMcpResource.svelte b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItemMcpResource.svelte
index 6e1f639fa..486b15b3b 100644
--- a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItemMcpResource.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItemMcpResource.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import { Loader2, AlertCircle } from '@lucide/svelte';
+	import { AlertCircle, Loader2 } from '@lucide/svelte';
+	import { X } from '@lucide/svelte';
+	import { ActionIcon } from '$lib/components/app';
+	import * as Tooltip from '$lib/components/ui/tooltip';
 	import { mcpStore } from '$lib/stores/mcp.svelte';
 	import type { MCPResourceAttachment } from '$lib/types';
-	import * as Tooltip from '$lib/components/ui/tooltip';
-	import { ActionIcon } from '$lib/components/app';
-	import { X } from '@lucide/svelte';
-	import { getResourceIcon, getResourceDisplayName } from '$lib/utils';
+	import { getResourceDisplayName, getResourceIcon } from '$lib/utils';
 
 	interface Props {
 		attachment: MCPResourceAttachment;
@@ -24,6 +24,7 @@
 
 	function getStatusClass(attachment: MCPResourceAttachment): string {
 		if (attachment.error) return 'border-red-500/50 bg-red-500/10';
+
 		if (attachment.loading) return 'border-border/50 bg-muted/30';
 
 		return 'border-border/50 bg-muted/30';
diff --git a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItemThumbnailFile.svelte b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItemThumbnailFile.svelte
index 63d0a715a..da8dd3b86 100644
--- a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItemThumbnailFile.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItemThumbnailFile.svelte
@@ -1,17 +1,17 @@
 <script lang="ts">
+	import { Music, Video, X } from '@lucide/svelte';
+	import { ActionIcon } from '$lib/components/app';
 	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import { X, Music, Video } from '@lucide/svelte';
+	import { AttachmentType } from '$lib/enums';
 	import {
 		formatFileSize,
 		getFileTypeLabel,
 		getPreviewText,
-		isPdfFile,
 		isAudioFile,
-		isVideoFile,
-		isTextFile
+		isPdfFile,
+		isTextFile,
+		isVideoFile
 	} from '$lib/utils';
-	import { ActionIcon } from '$lib/components/app';
-	import { AttachmentType } from '$lib/enums';
 
 	interface Props {
 		attachment?: DatabaseMessageExtra;
@@ -31,9 +31,9 @@
 		attachment,
 		class: className = '',
 		id,
+		name,
 		onclick,
 		onRemove,
-		name,
 		readonly = false,
 		size,
 		textContent,
diff --git a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItemThumbnailImage.svelte b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItemThumbnailImage.svelte
index de080f5b7..a71e23a83 100644
--- a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItemThumbnailImage.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList/ChatAttachmentsListItem/ChatAttachmentsListItemThumbnailImage.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
-	import { ActionIcon } from '$lib/components/app';
 	import { X } from '@lucide/svelte';
+	import { ActionIcon } from '$lib/components/app';
 
 	interface Props {
 		class?: string;
@@ -20,9 +20,9 @@
 		height = 'h-16',
 		id,
 		imageClass = '',
+		name,
 		onclick,
 		onRemove,
-		name,
 		preview,
 		readonly = false,
 		width = 'w-auto'
diff --git a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview.svelte b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview.svelte
index cba323f2c..c161e5524 100644
--- a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview.svelte
@@ -12,12 +12,12 @@
 		getAttachmentDisplayItems,
 		getLanguageFromFilename,
 		isAudioFile,
-		isVideoFile,
 		isImageFile,
 		isMcpPrompt,
 		isMcpResource,
 		isPdfFile,
-		isTextFile
+		isTextFile,
+		isVideoFile
 	} from '$lib/utils';
 
 	interface PreviewItem {
@@ -42,21 +42,21 @@
 	}
 
 	let {
-		uploadedFiles = [],
-		attachments = [],
 		activeModelId,
+		attachments = [],
 		class: className = '',
-		previewFocusIndex = 0
+		previewFocusIndex = 0,
+		uploadedFiles = []
 	}: Props = $props();
 
 	let allItems = $derived(
-		getAttachmentDisplayItems({ uploadedFiles, attachments })
+		getAttachmentDisplayItems({ attachments, uploadedFiles })
 			.filter((item) => !isMcpPrompt(item) && !isMcpResource(item))
 			.map(
 				(item): PreviewItem => ({
 					...item,
-					isImage: isImageFile(item.attachment, item.uploadedFile),
 					isAudio: isAudioFile(item.attachment, item.uploadedFile),
+					isImage: isImageFile(item.attachment, item.uploadedFile),
 					isVideo: isVideoFile(item.attachment, item.uploadedFile)
 				})
 			)
@@ -88,10 +88,11 @@
 
 	$effect(() => {
 		const index = currentIndex;
+
 		setTimeout(() => {
 			const thumbnail = document.querySelector(`[data-thumbnail-index="${index}"]`);
 
-			thumbnail?.scrollIntoView({ behavior: 'smooth', inline: 'center', block: 'nearest' });
+			thumbnail?.scrollIntoView({ behavior: 'smooth', block: 'nearest', inline: 'center' });
 		}, 0);
 	});
 
diff --git a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewCurrentItem/ChatAttachmentsPreviewCurrentItem.svelte b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewCurrentItem/ChatAttachmentsPreviewCurrentItem.svelte
index 30e84812a..c0d7cbd30 100644
--- a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewCurrentItem/ChatAttachmentsPreviewCurrentItem.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewCurrentItem/ChatAttachmentsPreviewCurrentItem.svelte
@@ -1,12 +1,12 @@
 <script lang="ts">
-	import type { ChatAttachmentDisplayItem } from '$lib/types';
-	import { Image, Music, Video, FileText, FileIcon } from '@lucide/svelte';
-	import ChatAttachmentsPreviewCurrentItemPdf from './ChatAttachmentsPreviewCurrentItemPdf.svelte';
-	import ChatAttachmentsPreviewCurrentItemImage from './ChatAttachmentsPreviewCurrentItemImage.svelte';
 	import ChatAttachmentsPreviewCurrentItemAudio from './ChatAttachmentsPreviewCurrentItemAudio.svelte';
-	import ChatAttachmentsPreviewCurrentItemVideo from './ChatAttachmentsPreviewCurrentItemVideo.svelte';
+	import ChatAttachmentsPreviewCurrentItemImage from './ChatAttachmentsPreviewCurrentItemImage.svelte';
+	import ChatAttachmentsPreviewCurrentItemPdf from './ChatAttachmentsPreviewCurrentItemPdf.svelte';
 	import ChatAttachmentsPreviewCurrentItemText from './ChatAttachmentsPreviewCurrentItemText.svelte';
 	import ChatAttachmentsPreviewCurrentItemUnavailable from './ChatAttachmentsPreviewCurrentItemUnavailable.svelte';
+	import ChatAttachmentsPreviewCurrentItemVideo from './ChatAttachmentsPreviewCurrentItemVideo.svelte';
+	import { FileIcon, FileText, Image, Music, Video } from '@lucide/svelte';
+	import type { ChatAttachmentDisplayItem } from '$lib/types';
 
 	interface Props {
 		currentItem: ChatAttachmentDisplayItem | null;
@@ -25,19 +25,19 @@
 	}
 
 	let {
+		activeModelId,
+		audioSrc,
 		currentItem,
-		isImage,
+		displayPreview,
+		displayTextContent,
+		hasVisionModality,
 		isAudio,
-		isVideo,
+		isImage,
 		isPdf,
 		isText,
-		displayPreview,
-		displayTextContent,
-		audioSrc,
-		videoSrc,
+		isVideo,
 		language,
-		hasVisionModality,
-		activeModelId
+		videoSrc
 	}: Props = $props();
 
 	let IconComponent = $derived(
diff --git a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewCurrentItem/ChatAttachmentsPreviewCurrentItemAudio.svelte b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewCurrentItem/ChatAttachmentsPreviewCurrentItemAudio.svelte
index 06e1f5928..ace69b818 100644
--- a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewCurrentItem/ChatAttachmentsPreviewCurrentItemAudio.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewCurrentItem/ChatAttachmentsPreviewCurrentItemAudio.svelte
@@ -6,7 +6,7 @@
 		audioSrc: string | null;
 	}
 
-	let { currentItem, audioSrc }: Props = $props();
+	let { audioSrc, currentItem }: Props = $props();
 </script>
 
 <div class="flex flex-1 items-center justify-center p-8">
diff --git a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewCurrentItem/ChatAttachmentsPreviewCurrentItemPdf.svelte b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewCurrentItem/ChatAttachmentsPreviewCurrentItemPdf.svelte
index 7c7cf5120..69b1724fb 100644
--- a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewCurrentItem/ChatAttachmentsPreviewCurrentItemPdf.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewCurrentItem/ChatAttachmentsPreviewCurrentItemPdf.svelte
@@ -1,13 +1,13 @@
 <script lang="ts">
+	import { Eye, FileText, Info } from '@lucide/svelte';
+	import { SyntaxHighlightedCode } from '$lib/components/app';
+	import * as Alert from '$lib/components/ui/alert';
+	import { Button } from '$lib/components/ui/button';
 	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
+	import { PdfViewMode } from '$lib/enums';
 	import type { ChatAttachmentDisplayItem } from '$lib/types';
-	import { FileText, Eye, Info } from '@lucide/svelte';
-	import { Button } from '$lib/components/ui/button';
-	import * as Alert from '$lib/components/ui/alert';
-	import { SyntaxHighlightedCode } from '$lib/components/app';
 	import { getLanguageFromFilename } from '$lib/utils';
 	import { convertPDFToImage } from '$lib/utils/browser-only';
-	import { PdfViewMode } from '$lib/enums';
 
 	interface Props {
 		currentItem: ChatAttachmentDisplayItem | null;
@@ -17,7 +17,7 @@
 		activeModelId?: string;
 	}
 
-	let { currentItem, displayName, displayTextContent, hasVisionModality, activeModelId }: Props =
+	let { activeModelId, currentItem, displayName, displayTextContent, hasVisionModality }: Props =
 		$props();
 
 	let pdfViewMode = $state<PdfViewMode>(PdfViewMode.PAGES);
@@ -47,6 +47,7 @@
 					currentItem.attachment.images.length > 0
 				) {
 					pdfImages = currentItem.attachment.images;
+
 					return;
 				}
 
@@ -55,10 +56,12 @@
 					const base64Data = currentItem.attachment.base64Data;
 					const byteCharacters = atob(base64Data);
 					const byteNumbers = new Array(byteCharacters.length);
+
 					for (let i = 0; i < byteCharacters.length; i++) {
 						byteNumbers[i] = byteCharacters.charCodeAt(i);
 					}
 					const byteArray = new Uint8Array(byteNumbers);
+
 					file = new File([byteArray], displayName, { type: 'application/pdf' });
 				}
 			}
diff --git a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewNavButtons.svelte b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewNavButtons.svelte
index a57e3145a..375a67168 100644
--- a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewNavButtons.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewNavButtons.svelte
@@ -8,7 +8,7 @@
 		show: boolean;
 	}
 
-	let { onPrev, onNext, show }: Props = $props();
+	let { onNext, onPrev, show }: Props = $props();
 </script>
 
 {#if show}
diff --git a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewThumbnailStrip.svelte b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewThumbnailStrip.svelte
index 8a85df7d0..994a35f20 100644
--- a/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewThumbnailStrip.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsPreview/ChatAttachmentsPreviewThumbnailStrip.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import { Music, Video, FileText } from '@lucide/svelte';
+	import { FileText, Music, Video } from '@lucide/svelte';
 	import { HorizontalScrollCarousel } from '$lib/components/app/misc';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 
 	interface PreviewItem {
 		id: string;
@@ -18,13 +18,15 @@
 		onNavigate: (index: number) => void;
 	}
 
-	let { items, currentIndex, onNavigate }: Props = $props();
+	let { currentIndex, items, onNavigate }: Props = $props();
 
 	function getFileExtension(name: string): string {
 		const parts = name.split('.');
+
 		if (parts.length > 1) {
 			return parts.pop()?.toUpperCase() ?? '';
 		}
+
 		return '';
 	}
 </script>
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatForm.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatForm.svelte
index 85683908c..bc1befd63 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatForm.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatForm.svelte
@@ -1,21 +1,22 @@
 <script lang="ts">
+	import ContextGaugePopup from './ChatFormContextGauge/ContextGaugePopup.svelte';
 	import {
 		ChatAttachmentsList,
 		ChatFormActions,
+		ChatFormContenteditable,
 		ChatFormFileInputInvisible,
 		ChatFormMcpResourcesList,
 		ChatFormPickers,
 		ChatFormTextarea,
+		ChatFormWorkingDirectory,
 		DialogMcpResourcesBrowser
 	} from '$lib/components/app';
 	import {
 		CLIPBOARD_CONTENT_QUOTE_PREFIX,
-		INPUT_CLASSES,
-		SETTING_CONFIG_DEFAULT,
 		INITIAL_FILE_SIZE,
+		INPUT_CLASSES,
 		PROMPT_CONTENT_SEPARATOR,
-		PROMPT_TRIGGER_PREFIX,
-		RESOURCE_TRIGGER_PREFIX
+		SETTING_CONFIG_DEFAULT
 	} from '$lib/constants';
 	import {
 		ContentPartType,
@@ -24,16 +25,38 @@
 		MimeTypeText,
 		SpecialFileType
 	} from '$lib/enums';
-	import { config } from '$lib/stores/settings.svelte';
-	import ContextGaugePopup from './ChatFormContextGauge/ContextGaugePopup.svelte';
-	import { modelOptions, selectedModelId } from '$lib/stores/models.svelte';
-	import { isRouterMode } from '$lib/stores/server.svelte';
+	import { useChatFormPickers } from '$lib/hooks/use-chat-form-pickers.svelte';
 	import { chatStore } from '$lib/stores/chat.svelte';
+	import {
+		activeConversation,
+		activeMessages,
+		conversationsStore,
+		pendingCwd
+	} from '$lib/stores/conversations.svelte';
 	import { mcpStore } from '$lib/stores/mcp.svelte';
 	import { mcpHasResourceAttachments } from '$lib/stores/mcp-resources.svelte';
-	import { conversationsStore, activeMessages } from '$lib/stores/conversations.svelte';
-	import type { GetPromptResult, MCPPromptInfo, MCPResourceInfo, PromptMessage } from '$lib/types';
-	import { isIMEComposing, parseClipboardContent, uuid } from '$lib/utils';
+	import { modelOptions, selectedModelId } from '$lib/stores/models.svelte';
+	import { isRouterMode } from '$lib/stores/server.svelte';
+	import { config } from '$lib/stores/settings.svelte';
+	import { toolsStore } from '$lib/stores/tools.svelte';
+	import type {
+		FileMentionEntry,
+		GetPromptResult,
+		MCPPromptInfo,
+		MCPResourceInfo,
+		PromptMessage
+	} from '$lib/types';
+	import {
+		buildMentionInsertion,
+		containsCodeSpan,
+		containsFileMentionLink,
+		findCommandToken,
+		findMentionToken,
+		isIMEComposing,
+		isOffsetInCodeBlock,
+		parseClipboardContent,
+		uuid
+	} from '$lib/utils';
 	import {
 		AudioRecorder,
 		convertToWav,
@@ -73,12 +96,6 @@
 		class: className = '',
 		disabled = false,
 		isLoading = false,
-		placeholder = 'Type a message...',
-		showMcpPromptButton = false,
-		showAddButton = true,
-		showModelSelector = true,
-		uploadedFiles = $bindable([]),
-		value = $bindable(''),
 		onAttachmentRemove,
 		onFilesAdd,
 		onStop,
@@ -86,26 +103,82 @@
 		onSystemPromptClick,
 		onUploadedFileRemove,
 		onUploadedFilesChange,
-		onValueChange
+		onValueChange,
+		placeholder = 'Type a message...',
+		showAddButton = true,
+		showMcpPromptButton = false,
+		showModelSelector = true,
+		uploadedFiles = $bindable([]),
+		value = $bindable('')
 	}: Props = $props();
 
 	// Component References
+	// Shared handle of the two input renderers (textarea + contenteditable).
+	type ChatInputHandle = {
+		focus(): void;
+		resetHeight(): void;
+		getElement(): HTMLElement | undefined;
+		getCaretOffset(): number;
+		setCaretOffset(offset: number): void;
+	};
+
 	let audioRecorder: AudioRecorder | undefined;
 	let chatFormActionsRef: ChatFormActions | undefined = $state(undefined);
 	let fileInputRef: ChatFormFileInputInvisible | undefined = $state(undefined);
 	let pickersRef: { handleKeydown: (event: KeyboardEvent) => boolean } | undefined =
 		$state(undefined);
-	let textareaRef: ChatFormTextarea | undefined = $state(undefined);
+	let inputRef: ChatInputHandle | undefined = $state(undefined);
+
+	// Render-mode gate: the plain textarea by default, the contenteditable
+	// while the buffer carries a `file://` mention link or a complete code
+	// span (badges and code chips need a DOM the textarea cannot provide).
+	// Demotes back once neither remains.
+	let useContenteditable = $state(false);
 
 	// Audio Recording State
 	let isRecording = $state(false);
 	let recordingSupported = $state(false);
 
-	// Picker State
-	let isPromptPickerOpen = $state(false);
-	let promptSearchQuery = $state('');
-	let isInlineResourcePickerOpen = $state(false);
-	let resourceSearchQuery = $state('');
+	// Invisible anchor at the form's top edge so the mention/WD popovers
+	// float above the box.
+	let mentionAnchor: HTMLDivElement | null = $state(null);
+
+	let cwd = $derived(activeConversation()?.cwd ?? pendingCwd());
+
+	const pickers = useChatFormPickers({
+		focusInput: refocusInput,
+		getCaretOffset: () => inputRef?.getCaretOffset(),
+		getCwd: () => cwd,
+		getPickersRef: () => pickersRef,
+		getServerHome: () => toolsStore.serverHome ?? null,
+		getShowModelSelector: () => showModelSelector,
+		getValue: () => value,
+		hasCwdTools: () => toolsStore.hasEnabledCwdTools,
+		hasPrompts: () => mcpStore.hasPromptsCapability(conversationsStore.getAllMcpServerOverrides()),
+		openModelSelector: () => chatFormActionsRef?.openModelSelector(),
+		setCaretOffset: (offset) => inputRef?.setCaretOffset(offset),
+		setValue: (v) => {
+			value = v;
+			onValueChange?.(v);
+		}
+	});
+
+	async function handleWorkingDirectoryChange(newDir: string | null) {
+		// Committing a directory consumes the `/cwd` token; the chip's
+		// clear-X path has no token to consume.
+		const token = findCommandToken(value);
+
+		if (token && token.name === 'cwd') {
+			value = '';
+			onValueChange?.('');
+		}
+
+		await conversationsStore.setCwd(newDir);
+
+		if (conversationsStore.activeConversation) {
+			await chatStore.recordCwdChange(newDir?.trim() || null);
+		}
+	}
 
 	// Resource Dialog State
 	let isResourceDialogOpen = $state(false);
@@ -115,6 +188,7 @@
 
 	let pasteLongTextToFileLength = $derived.by(() => {
 		const n = Number(currentConfig.pasteLongTextToFileLen);
+
 		return Number.isNaN(n) ? Number(SETTING_CONFIG_DEFAULT.pasteLongTextToFileLen) : n;
 	});
 
@@ -130,13 +204,16 @@
 		}
 
 		const selectedId = selectedModelId();
+
 		if (selectedId) {
 			const model = options.find((m) => m.id === selectedId);
+
 			if (model) return model.model;
 		}
 
 		if (conversationModel) {
 			const model = options.find((m) => m.model === conversationModel);
+
 			if (model) return model.model;
 		}
 
@@ -150,17 +227,46 @@
 	);
 	let canSubmit = $derived(value.trim().length > 0 || hasAttachments);
 
+	// Caret offset restored after a renderer swap. Callers that mutate
+	// `value` themselves (e.g. the mention picker) pin the target offset
+	// BEFORE the assignment; otherwise the swap effect snapshots the
+	// current caret.
+	let pendingCaretOffset = 0;
+	let caretOffsetPinned = false;
+
+	function queueCaretRestore() {
+		queueMicrotask(() => {
+			inputRef?.focus();
+			inputRef?.setCaretOffset(pendingCaretOffset);
+			caretOffsetPinned = false;
+		});
+	}
+
+	$effect(() => {
+		const wantContenteditable =
+			containsFileMentionLink(value ?? '') || containsCodeSpan(value ?? '');
+
+		if (useContenteditable === wantContenteditable) return;
+
+		if (!caretOffsetPinned) {
+			pendingCaretOffset = inputRef?.getCaretOffset() ?? (value ?? '').length;
+		}
+
+		useContenteditable = wantContenteditable;
+		queueCaretRestore();
+	});
+
 	onMount(() => {
 		recordingSupported = isAudioRecordingSupported();
 		audioRecorder = new AudioRecorder();
 	});
 
 	export function focus() {
-		textareaRef?.focus();
+		inputRef?.focus();
 	}
 
 	export function resetTextareaHeight() {
-		textareaRef?.resetHeight();
+		inputRef?.resetHeight();
 	}
 
 	export function openModelSelector() {
@@ -170,8 +276,10 @@
 	export function checkModelSelected(): boolean {
 		if (!hasModelSelected) {
 			chatFormActionsRef?.openModelSelector();
+
 			return false;
 		}
+
 		return true;
 	}
 
@@ -186,6 +294,7 @@
 	function handleFileRemove(fileId: string) {
 		if (fileId.startsWith('attachment-')) {
 			const index = parseInt(fileId.replace('attachment-', ''), 10);
+
 			if (!isNaN(index) && index >= 0 && index < attachments.length) {
 				onAttachmentRemove?.(index);
 			}
@@ -194,46 +303,10 @@
 		}
 	}
 
-	function handleInput() {
-		const perChatOverrides = conversationsStore.getAllMcpServerOverrides();
-		const hasServers = mcpStore.hasEnabledServers(perChatOverrides);
-
-		if (value.startsWith(PROMPT_TRIGGER_PREFIX) && hasServers) {
-			isPromptPickerOpen = true;
-			promptSearchQuery = value.slice(1);
-			isInlineResourcePickerOpen = false;
-			resourceSearchQuery = '';
-		} else if (
-			value.startsWith(RESOURCE_TRIGGER_PREFIX) &&
-			hasServers &&
-			mcpStore.hasResourcesCapability(perChatOverrides)
-		) {
-			isInlineResourcePickerOpen = true;
-			resourceSearchQuery = value.slice(1);
-			isPromptPickerOpen = false;
-			promptSearchQuery = '';
-		} else {
-			isPromptPickerOpen = false;
-			promptSearchQuery = '';
-			isInlineResourcePickerOpen = false;
-			resourceSearchQuery = '';
-		}
-	}
-
 	function handleKeydown(event: KeyboardEvent) {
-		if (pickersRef?.handleKeydown(event)) {
-			return;
-		}
-
-		if (event.key === KeyboardKey.ESCAPE && isPromptPickerOpen) {
-			isPromptPickerOpen = false;
-			promptSearchQuery = '';
-			return;
-		}
-
-		if (event.key === KeyboardKey.ESCAPE && isInlineResourcePickerOpen) {
-			isInlineResourcePickerOpen = false;
-			resourceSearchQuery = '';
+		// Pickers consume navigation/escape keys first; when consumed, skip
+		// the enter-to-submit logic below.
+		if (pickers.handleKeydown(event)) {
 			return;
 		}
 
@@ -241,6 +314,15 @@
 			const isModifier = event.ctrlKey || event.metaKey;
 			const sendOnEnter = currentConfig.sendOnEnter !== false;
 
+			// Caret inside a fenced code block (closed, or still open
+			// while being typed): Enter adds a line, never submits. The
+			// contenteditable consumes this case locally; this gate
+			// covers the plain textarea, where skipping submit lets the
+			// native newline through.
+			if (!isModifier && isOffsetInCodeBlock(value ?? '', inputRef?.getCaretOffset() ?? 0)) {
+				return;
+			}
+
 			if (sendOnEnter || isModifier) {
 				event.preventDefault();
 
@@ -262,6 +344,7 @@
 		if (files.length > 0) {
 			event.preventDefault();
 			onFilesAdd?.(files);
+
 			return;
 		}
 
@@ -283,26 +366,27 @@
 								type: MimeTypeText.PLAIN
 							})
 					);
+
 					onFilesAdd?.(attachmentFiles);
 				}
 
 				// Handle MCP prompt attachments as ChatUploadedFile with mcpPrompt data
 				if (parsed.mcpPromptAttachments.length > 0) {
 					const mcpPromptFiles: ChatUploadedFile[] = parsed.mcpPromptAttachments.map((att) => ({
-						id: uuid(),
-						name: att.name,
-						size: att.content.length,
-						type: SpecialFileType.MCP_PROMPT,
 						file: new File([att.content], `${att.name}${FileExtensionText.TXT}`, {
 							type: MimeTypeText.PLAIN
 						}),
+						id: uuid(),
 						isLoading: false,
-						textContent: att.content,
 						mcpPrompt: {
-							serverName: att.serverName,
+							arguments: att.arguments,
 							promptName: att.promptName,
-							arguments: att.arguments
-						}
+							serverName: att.serverName
+						},
+						name: att.name,
+						size: att.content.length,
+						textContent: att.content,
+						type: SpecialFileType.MCP_PROMPT
 					}));
 
 					uploadedFiles = [...uploadedFiles, ...mcpPromptFiles];
@@ -310,7 +394,7 @@
 				}
 
 				setTimeout(() => {
-					textareaRef?.focus();
+					inputRef?.focus();
 				}, 10);
 
 				return;
@@ -337,32 +421,26 @@
 		promptInfo: MCPPromptInfo,
 		args?: Record<string, string>
 	) {
-		// Only clear the value if the prompt was triggered by typing '/'
-		if (value.startsWith(PROMPT_TRIGGER_PREFIX)) {
-			value = '';
-			onValueChange?.('');
-		}
-		isPromptPickerOpen = false;
-		promptSearchQuery = '';
+		pickers.closePromptPicker();
 
 		const promptName = promptInfo.title || promptInfo.name;
 		const placeholder: ChatUploadedFile = {
-			id: placeholderId,
-			name: promptName,
-			size: INITIAL_FILE_SIZE,
-			type: SpecialFileType.MCP_PROMPT,
 			file: new File([], 'loading'),
+			id: placeholderId,
 			isLoading: true,
 			mcpPrompt: {
-				serverName: promptInfo.serverName,
+				arguments: args ? { ...args } : undefined,
 				promptName: promptInfo.name,
-				arguments: args ? { ...args } : undefined
-			}
+				serverName: promptInfo.serverName
+			},
+			name: promptName,
+			size: INITIAL_FILE_SIZE,
+			type: SpecialFileType.MCP_PROMPT
 		};
 
 		uploadedFiles = [...uploadedFiles, placeholder];
 		onUploadedFilesChange?.(uploadedFiles);
-		textareaRef?.focus();
+		inputRef?.focus();
 	}
 
 	function handlePromptLoadComplete(placeholderId: string, result: GetPromptResult) {
@@ -385,12 +463,12 @@
 			f.id === placeholderId
 				? {
 						...f,
-						isLoading: false,
-						textContent: promptText,
-						size: promptText.length,
 						file: new File([promptText], `${f.name}${FileExtensionText.TXT}`, {
 							type: MimeTypeText.PLAIN
-						})
+						}),
+						isLoading: false,
+						size: promptText.length,
+						textContent: promptText
 					}
 				: f
 		);
@@ -404,44 +482,44 @@
 		onUploadedFilesChange?.(uploadedFiles);
 	}
 
-	function handlePromptPickerClose() {
-		isPromptPickerOpen = false;
-		promptSearchQuery = '';
-		textareaRef?.focus();
+	// Deferred so the closing popover's focus scope tears down first -
+	// bits-ui yanks a synchronous focus() back into the still-mounted popover.
+	function refocusInput() {
+		queueMicrotask(() => inputRef?.focus());
 	}
 
-	function handleInlineResourcePickerClose() {
-		isInlineResourcePickerOpen = false;
-		resourceSearchQuery = '';
-		textareaRef?.focus();
-	}
+	// Splice the mention link in place of the `@<query>` token. Uses the
+	// live cursor, not a stale snapshot - the token may have been edited.
+	function handleMentionSelect(entry: FileMentionEntry) {
+		const cursor = inputRef?.getCaretOffset() ?? value.length;
+		const token = findMentionToken(value, cursor);
 
-	function handleInlineResourceSelect() {
-		if (value.startsWith(RESOURCE_TRIGGER_PREFIX)) {
-			value = '';
-			onValueChange?.('');
-		}
+		if (!token) return;
 
-		isInlineResourcePickerOpen = false;
-		resourceSearchQuery = '';
-		textareaRef?.focus();
-	}
+		const built = buildMentionInsertion(entry, value, token);
 
-	function handleBrowseResources() {
-		isInlineResourcePickerOpen = false;
-		resourceSearchQuery = '';
+		if (!built) return;
 
-		if (value.startsWith(RESOURCE_TRIGGER_PREFIX)) {
-			value = '';
-			onValueChange?.('');
-		}
+		// Pin the post-insertion caret BEFORE the swap effect runs;
+		// otherwise the effect clobbers it with the textarea's selection
+		// at promotion time (browser-dependent: usually reset to 0).
+		pendingCaretOffset = built.caretOffset;
+		caretOffsetPinned = true;
+
+		value = built.newValue;
+		onValueChange?.(built.newValue);
 
-		isResourceDialogOpen = true;
+		// Already in contenteditable mode: no renderer flip, so the swap
+		// effect's caret restore never runs.
+		if (useContenteditable) {
+			queueCaretRestore();
+		}
 	}
 
 	async function handleMicClick() {
 		if (!audioRecorder || !recordingSupported) {
 			console.warn('Audio recording not supported');
+
 			return;
 		}
 
@@ -470,7 +548,7 @@
 <ChatFormFileInputInvisible bind:this={fileInputRef} onFileSelect={handleFileSelect} />
 
 <form
-	class="relative {className}"
+	class="relative grid {className}"
 	onsubmit={(event) => {
 		event.preventDefault();
 
@@ -481,19 +559,32 @@
 >
 	<ChatFormPickers
 		bind:this={pickersRef}
-		{isPromptPickerOpen}
-		{promptSearchQuery}
-		{isInlineResourcePickerOpen}
-		{resourceSearchQuery}
-		onPromptPickerClose={handlePromptPickerClose}
-		onInlineResourcePickerClose={handleInlineResourcePickerClose}
-		onInlineResourceSelect={handleInlineResourceSelect}
+		isCommandPickerOpen={pickers.isCommandPickerOpen}
+		commandQuery={pickers.commandQuery}
+		commands={pickers.availableCommands}
+		onCommandPickerClose={pickers.handleCommandPickerClose}
+		onCommandSelect={pickers.handleCommandSelect}
+		isPromptPickerOpen={pickers.isPromptPickerOpen}
+		promptSearchQuery={pickers.promptSearchQuery}
+		isMentionPickerOpen={pickers.isMentionPickerOpen}
+		mentionQuery={pickers.mentionQuery}
+		{mentionAnchor}
+		scopePath={pickers.mentionScopePath}
+		onPromptPickerClose={pickers.handlePromptPickerClose}
+		onMentionPickerClose={pickers.handleMentionPickerClose}
+		onMentionOpened={() => inputRef?.focus()}
+		onMentionSelect={handleMentionSelect}
 		onPromptLoadStart={handlePromptLoadStart}
 		onPromptLoadComplete={handlePromptLoadComplete}
 		onPromptLoadError={handlePromptLoadError}
-		onInlineResourceBrowse={handleBrowseResources}
 	/>
 
+	<div
+		bind:this={mentionAnchor}
+		class="pointer-events-none absolute top-0 right-0 left-0 h-px"
+		aria-hidden="true"
+	></div>
+
 	<div
 		class="{INPUT_CLASSES} overflow-hidden rounded-4xl md:rounded-3xl backdrop-blur-md {disabled
 			? 'cursor-not-allowed opacity-60'
@@ -512,20 +603,36 @@
 
 		<div
 			class="flex-column relative min-h-12 items-center rounded-4xl md:rounded-3xl py-2 pb-2.25 shadow-sm transition-all focus-within:shadow-md md:py-3!"
-			onpaste={handlePaste}
 		>
-			<ChatFormTextarea
-				class="px-5 py-1.5 md:pt-0"
-				bind:this={textareaRef}
-				bind:value
-				onKeydown={handleKeydown}
-				onInput={() => {
-					handleInput();
-					onValueChange?.(value);
-				}}
-				{disabled}
-				{placeholder}
-			/>
+			{#if useContenteditable}
+				<ChatFormContenteditable
+					class="px-5 py-1.5 md:pt-0 mb-0.5"
+					bind:this={inputRef}
+					bind:value
+					onKeydown={handleKeydown}
+					onInput={() => {
+						pickers.handleInput();
+						onValueChange?.(value);
+					}}
+					onPaste={handlePaste}
+					{disabled}
+					{placeholder}
+				/>
+			{:else}
+				<ChatFormTextarea
+					class="px-5 py-1.5 md:pt-0"
+					bind:this={inputRef}
+					bind:value
+					onKeydown={handleKeydown}
+					onInput={() => {
+						pickers.handleInput();
+						onValueChange?.(value);
+					}}
+					onPaste={handlePaste}
+					{disabled}
+					{placeholder}
+				/>
+			{/if}
 
 			{#if mcpHasResourceAttachments()}
 				<ChatFormMcpResourcesList
@@ -551,14 +658,27 @@
 				onFileUpload={handleFileUpload}
 				onMicClick={handleMicClick}
 				{onStop}
-				onSystemPromptClick={() => onSystemPromptClick?.({ message: value, files: uploadedFiles })}
-				onMcpPromptClick={showMcpPromptButton ? () => (isPromptPickerOpen = true) : undefined}
+				onSystemPromptClick={() => onSystemPromptClick?.({ files: uploadedFiles, message: value })}
+				onMcpPromptClick={showMcpPromptButton ? () => pickers.openPromptPicker() : undefined}
 				onMcpResourcesClick={() => (isResourceDialogOpen = true)}
 			/>
 		</div>
 	</div>
 
 	<ContextGaugePopup />
+
+	{#if toolsStore.hasEnabledCwdTools}
+		<ChatFormWorkingDirectory
+			directory={cwd}
+			isOpen={pickers.isWorkingDirectoryPickerOpen}
+			bind:query={pickers.workingDirectoryQuery}
+			customAnchor={mentionAnchor}
+			onChange={handleWorkingDirectoryChange}
+			onClose={pickers.handleWorkingDirectoryClose}
+			onOpen={pickers.handleWorkingDirectoryOpen}
+			{disabled}
+		/>
+	{/if}
 </form>
 
 <DialogMcpResourcesBrowser
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddButton.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddButton.svelte
index b281ba7e5..39a314c7d 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddButton.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddButton.svelte
@@ -1,9 +1,9 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { Plus } from '@lucide/svelte';
 	import { Button } from '$lib/components/ui/button';
 	import * as Tooltip from '$lib/components/ui/tooltip';
 	import { ATTACHMENT_TOOLTIP_TEXT } from '$lib/constants';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 
 	interface Props {
 		disabled?: boolean;
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddDropdown.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddDropdown.svelte
index f81dcf09c..c17c796a4 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddDropdown.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddDropdown.svelte
@@ -1,20 +1,20 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import { Plus, File, MessageSquare, Zap, FolderOpen } from '@lucide/svelte';
+	import { File, FolderOpen, MessageSquare, Plus, Zap } from '@lucide/svelte';
+	import {
+		ChatFormActionAddMcpServersSubmenu,
+		ChatFormActionAddReasoningSubmenu,
+		ChatFormActionAddToolsSubmenu
+	} from '$lib/components/app';
+	import { buttonVariants } from '$lib/components/ui/button';
 	import * as DropdownMenu from '$lib/components/ui/dropdown-menu';
 	import * as Tooltip from '$lib/components/ui/tooltip';
-	import { buttonVariants } from '$lib/components/ui/button';
 	import { cn } from '$lib/components/ui/utils';
 	import {
 		ATTACHMENT_FILE_ITEMS,
 		ATTACHMENT_TOOLTIP_TEXT,
 		TOOLTIP_DELAY_DURATION
 	} from '$lib/constants';
-	import {
-		ChatFormActionAddToolsSubmenu,
-		ChatFormActionAddMcpServersSubmenu,
-		ChatFormActionAddReasoningSubmenu
-	} from '$lib/components/app';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { useAttachmentMenu } from '$lib/hooks/use-attachment-menu.svelte';
 
 	interface Props {
@@ -36,15 +36,15 @@
 		class: className = '',
 		disabled = false,
 		hasAudioModality = false,
-		hasVideoModality = false,
-		hasVisionModality = false,
 		hasMcpPromptsSupport = false,
 		hasMcpResourcesSupport = false,
+		hasVideoModality = false,
+		hasVisionModality = false,
 		onFileUpload,
-		onSystemPromptClick,
 		onMcpPromptClick,
+		onMcpResourcesClick,
 		onMcpSettingsClick,
-		onMcpResourcesClick
+		onSystemPromptClick
 	}: Props = $props();
 
 	let dropdownOpen = $state(false);
@@ -59,13 +59,13 @@
 
 	const attachmentMenu = useAttachmentMenu(
 		() => ({
-			hasVisionModality,
 			hasAudioModality,
-			hasVideoModality,
 			hasMcpPromptsSupport,
-			hasMcpResourcesSupport
+			hasMcpResourcesSupport,
+			hasVideoModality,
+			hasVisionModality
 		}),
-		() => ({ onFileUpload, onSystemPromptClick, onMcpPromptClick, onMcpResourcesClick }),
+		() => ({ onFileUpload, onMcpPromptClick, onMcpResourcesClick, onSystemPromptClick }),
 		() => {
 			dropdownOpen = false;
 		}
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddMcpServersSubmenu.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddMcpServersSubmenu.svelte
index de1ced172..852bf3fb6 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddMcpServersSubmenu.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddMcpServersSubmenu.svelte
@@ -1,15 +1,15 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import { Settings, Plus } from '@lucide/svelte';
-	import { Switch } from '$lib/components/ui/switch';
+	import { Plus, Settings } from '@lucide/svelte';
+	import { goto } from '$app/navigation';
+	import { DropdownMenuSearchable, McpLogo, McpServerIdentity } from '$lib/components/app';
 	import * as DropdownMenu from '$lib/components/ui/dropdown-menu';
-	import { McpLogo, DropdownMenuSearchable, McpServerIdentity } from '$lib/components/app';
+	import { Switch } from '$lib/components/ui/switch';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
+	import { ROUTES } from '$lib/constants/routes';
+	import { HealthCheckStatus } from '$lib/enums';
 	import { conversationsStore } from '$lib/stores/conversations.svelte';
 	import { mcpStore } from '$lib/stores/mcp.svelte';
-	import { HealthCheckStatus } from '$lib/enums';
 	import type { MCPServerSettingsEntry } from '$lib/types';
-	import { goto } from '$app/navigation';
-	import { ROUTES } from '$lib/constants/routes';
 
 	interface Props {
 		onMcpSettingsClick?: () => void;
@@ -24,10 +24,13 @@
 	let hasMcpServers = $derived(mcpServers.length > 0);
 	let filteredMcpServers = $derived.by(() => {
 		const query = mcpSearchQuery.toLowerCase().trim();
+
 		if (!query) return mcpServers;
+
 		return mcpServers.filter((s) => {
 			const name = getServerLabel(s).toLowerCase();
 			const url = s.url.toLowerCase();
+
 			return name.includes(query) || url.includes(query);
 		});
 	});
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddReasoningSubmenu.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddReasoningSubmenu.svelte
index 4bf6d1672..03b9f9f0a 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddReasoningSubmenu.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddReasoningSubmenu.svelte
@@ -1,8 +1,8 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import { Lightbulb, LightbulbOff, Check, Info } from '@lucide/svelte';
+	import { Check, Info, Lightbulb, LightbulbOff } from '@lucide/svelte';
 	import * as DropdownMenu from '$lib/components/ui/dropdown-menu';
 	import * as Tooltip from '$lib/components/ui/tooltip';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { useReasoningMenu } from '$lib/hooks/use-reasoning-menu.svelte';
 
 	const reasoning = useReasoningMenu();
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddSheet.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddSheet.svelte
index 1c6bb0c1c..73f616f69 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddSheet.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddSheet.svelte
@@ -1,30 +1,30 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import type { Snippet } from 'svelte';
-	import * as Tooltip from '$lib/components/ui/tooltip';
-	import * as Sheet from '$lib/components/ui/sheet';
-	import * as Collapsible from '$lib/components/ui/collapsible';
-	import { File, MessageSquare, Zap, FolderOpen } from '@lucide/svelte';
-	import { Switch } from '$lib/components/ui/switch';
-	import { Checkbox } from '$lib/components/ui/checkbox';
-	import { TOOLTIP_DELAY_DURATION } from '$lib/constants';
-	import { ATTACHMENT_FILE_ITEMS } from '$lib/constants/attachment-menu';
-	import { useAttachmentMenu } from '$lib/hooks/use-attachment-menu.svelte';
-	import { useToolsPanel } from '$lib/hooks/use-tools-panel.svelte';
-	import { useReasoningMenu } from '$lib/hooks/use-reasoning-menu.svelte';
-	import { conversationsStore } from '$lib/stores/conversations.svelte';
-	import { mcpStore } from '$lib/stores/mcp.svelte';
-	import { McpLogo } from '$lib/components/app';
+	import { File, FolderOpen, MessageSquare, Zap } from '@lucide/svelte';
 	import {
-		PencilRuler,
+		Check,
 		ChevronDown,
 		ChevronRight,
 		Lightbulb,
 		LightbulbOff,
-		Check
+		PencilRuler
 	} from '@lucide/svelte';
+	import { McpLogo } from '$lib/components/app';
+	import { Checkbox } from '$lib/components/ui/checkbox';
+	import * as Collapsible from '$lib/components/ui/collapsible';
+	import * as Sheet from '$lib/components/ui/sheet';
+	import { Switch } from '$lib/components/ui/switch';
+	import * as Tooltip from '$lib/components/ui/tooltip';
+	import { TOOLTIP_DELAY_DURATION } from '$lib/constants';
+	import { ATTACHMENT_FILE_ITEMS } from '$lib/constants/attachment-menu';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { HealthCheckStatus } from '$lib/enums';
 	import { AttachmentAction } from '$lib/enums/attachment.enums';
+	import { useAttachmentMenu } from '$lib/hooks/use-attachment-menu.svelte';
+	import { useReasoningMenu } from '$lib/hooks/use-reasoning-menu.svelte';
+	import { useToolsPanel } from '$lib/hooks/use-tools-panel.svelte';
+	import { conversationsStore } from '$lib/stores/conversations.svelte';
+	import { mcpStore } from '$lib/stores/mcp.svelte';
+	import type { Snippet } from 'svelte';
 
 	interface Props {
 		class?: string;
@@ -45,14 +45,14 @@
 		class: className = '',
 		disabled = false,
 		hasAudioModality = false,
-		hasVisionModality = false,
-		hasVideoModality = false,
 		hasMcpPromptsSupport = false,
 		hasMcpResourcesSupport = false,
+		hasVideoModality = false,
+		hasVisionModality = false,
 		onFileUpload,
-		onSystemPromptClick,
 		onMcpPromptClick,
 		onMcpResourcesClick,
+		onSystemPromptClick,
 		trigger
 	}: Props = $props();
 
@@ -64,13 +64,13 @@
 
 	const attachmentMenu = useAttachmentMenu(
 		() => ({
-			hasVisionModality,
 			hasAudioModality,
-			hasVideoModality,
 			hasMcpPromptsSupport,
-			hasMcpResourcesSupport
+			hasMcpResourcesSupport,
+			hasVideoModality,
+			hasVisionModality
 		}),
-		() => ({ onFileUpload, onSystemPromptClick, onMcpPromptClick, onMcpResourcesClick }),
+		() => ({ onFileUpload, onMcpPromptClick, onMcpResourcesClick, onSystemPromptClick }),
 		() => {
 			sheetOpen = false;
 		}
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddToolsSubmenu.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddToolsSubmenu.svelte
index 4473c29a3..844376ea6 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddToolsSubmenu.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionAddToolsSubmenu.svelte
@@ -1,14 +1,14 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import { PencilRuler, ChevronDown, ChevronRight, Loader2, Info, Check } from '@lucide/svelte';
+	import { Check, ChevronDown, ChevronRight, Info, Loader2, PencilRuler } from '@lucide/svelte';
 	import { Checkbox } from '$lib/components/ui/checkbox';
 	import * as Collapsible from '$lib/components/ui/collapsible';
 	import * as DropdownMenu from '$lib/components/ui/dropdown-menu';
 	import * as Tooltip from '$lib/components/ui/tooltip';
-	import { toolsStore } from '$lib/stores/tools.svelte';
 	import { CLI_FLAGS } from '$lib/constants';
-	import { mcpStore } from '$lib/stores/mcp.svelte';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { useToolsPanel } from '$lib/hooks/use-tools-panel.svelte';
+	import { mcpStore } from '$lib/stores/mcp.svelte';
+	import { toolsStore } from '$lib/stores/tools.svelte';
 
 	const toolsPanel = useToolsPanel();
 	const hasMcpServersAvailable = $derived(mcpStore.getServers().length > 0);
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionsAdd.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionsAdd.svelte
index 08d691c14..c54471a5a 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionsAdd.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionAdd/ChatFormActionsAdd.svelte
@@ -1,8 +1,8 @@
 <script lang="ts">
-	import { isMobile } from '$lib/stores/viewport.svelte';
+	import ChatFormActionAddButton from './ChatFormActionAddButton.svelte';
 	import ChatFormActionAddDropdown from './ChatFormActionAddDropdown.svelte';
 	import ChatFormActionAddSheet from './ChatFormActionAddSheet.svelte';
-	import ChatFormActionAddButton from './ChatFormActionAddButton.svelte';
+	import { isMobile } from '$lib/stores/viewport.svelte';
 
 	interface Props {
 		disabled?: boolean;
@@ -21,9 +21,9 @@
 	let {
 		disabled = false,
 		hasAudioModality = false,
-		hasVideoModality = false,
 		hasMcpPromptsSupport = false,
 		hasMcpResourcesSupport = false,
+		hasVideoModality = false,
 		hasVisionModality = false,
 		onFileUpload,
 		onMcpPromptClick,
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionModels.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionModels.svelte
index 712326cba..62befb5dd 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionModels.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionModels.svelte
@@ -1,15 +1,15 @@
 <script lang="ts">
+	import { ModelsSelectorDropdown, ModelsSelectorSheet } from '$lib/components/app';
 	import { chatStore } from '$lib/stores/chat.svelte';
+	import { activeMessages } from '$lib/stores/conversations.svelte';
 	import {
-		modelsStore,
 		modelOptions,
+		modelsStore,
 		selectedModelId,
 		selectedModelName
 	} from '$lib/stores/models.svelte';
 	import { isRouterMode, serverError } from '$lib/stores/server.svelte';
-	import { ModelsSelectorDropdown, ModelsSelectorSheet } from '$lib/components/app';
 	import { isMobile } from '$lib/stores/viewport.svelte';
-	import { activeMessages } from '$lib/stores/conversations.svelte';
 
 	interface Props {
 		disabled?: boolean;
@@ -27,9 +27,9 @@
 		disabled = false,
 		forceForegroundText = false,
 		hasAudioModality = $bindable(false),
+		hasModelSelected = $bindable(false),
 		hasVideoModality = $bindable(false),
 		hasVisionModality = $bindable(false),
-		hasModelSelected = $bindable(false),
 		isSelectedModelInCache = $bindable(true),
 		submitTooltip = $bindable(''),
 		useGlobalSelection = false
@@ -46,6 +46,7 @@
 
 	let selectorModel = $derived.by(() => {
 		const storeModel = selectedModelName();
+
 		if (storeModel && storeModel !== conversationModel) {
 			return storeModel;
 		}
@@ -66,6 +67,7 @@
 				modelsStore.selectedModelName = null;
 				modelsStore.clearSelection();
 			}
+
 			lastSyncedConversationModel = conversationModel;
 		} else if (
 			isRouter &&
@@ -76,6 +78,7 @@
 		) {
 			lastSyncedConversationModel = null;
 			const first = modelOptions().find((m) => modelsStore.loadedModelIds.includes(m.model));
+
 			if (first) modelsStore.selectModelById(first.id);
 		}
 	});
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionRecord.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionRecord.svelte
index 59a714097..dbf73e8dd 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionRecord.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionRecord.svelte
@@ -1,8 +1,8 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { Mic, Square } from '@lucide/svelte';
 	import { Button } from '$lib/components/ui/button';
 	import * as Tooltip from '$lib/components/ui/tooltip';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 
 	interface Props {
 		class?: string;
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActions.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActions.svelte
index d19d2c712..7207165a1 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActions.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActions.svelte
@@ -1,28 +1,28 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import { Square, SkipForward } from '@lucide/svelte';
-	import { Button } from '$lib/components/ui/button';
-	import { ChatService } from '$lib/services';
+	import { SkipForward, Square } from '@lucide/svelte';
+	import { goto } from '$app/navigation';
+	import { page } from '$app/state';
 	import {
-		ChatFormActionsAdd,
 		ChatFormActionModels,
 		ChatFormActionRecord,
+		ChatFormActionsAdd,
 		ChatFormActionSubmit,
 		ChatFormContextGauge
 	} from '$lib/components/app';
+	import { Button } from '$lib/components/ui/button';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
+	import { ROUTES } from '$lib/constants/routes';
 	import { FileTypeCategory, MessageRole } from '$lib/enums';
-	import { mcpStore } from '$lib/stores/mcp.svelte';
-	import { config } from '$lib/stores/settings.svelte';
-	import { activeMessages, conversationsStore } from '$lib/stores/conversations.svelte';
+	import { ChatService } from '$lib/services';
 	import {
 		activeProcessingState,
 		isChatStreaming,
 		isLoading as chatIsLoading
 	} from '$lib/stores/chat.svelte';
+	import { activeMessages, conversationsStore } from '$lib/stores/conversations.svelte';
+	import { mcpStore } from '$lib/stores/mcp.svelte';
+	import { config } from '$lib/stores/settings.svelte';
 	import { getFileTypeCategory } from '$lib/utils';
-	import { goto } from '$app/navigation';
-	import { page } from '$app/state';
-	import { ROUTES } from '$lib/constants/routes';
 
 	interface Props {
 		canSend?: boolean;
@@ -51,15 +51,15 @@
 		isLoading = false,
 		isReasoning = false,
 		isRecording = false,
-		showAddButton = true,
-		showModelSelector = true,
-		uploadedFiles = [],
 		onFileUpload,
+		onMcpPromptClick,
+		onMcpResourcesClick,
 		onMicClick,
 		onStop,
 		onSystemPromptClick,
-		onMcpPromptClick,
-		onMcpResourcesClick
+		showAddButton = true,
+		showModelSelector = true,
+		uploadedFiles = []
 	}: Props = $props();
 
 	let currentConfig = $derived(config());
@@ -105,29 +105,39 @@
 		if (!page.params.id) return false;
 
 		const messages = activeMessages() as DatabaseMessage[];
+
 		let totalHistoricalTokens = 0;
+
 		for (const m of messages) {
 			if (m.role !== MessageRole.ASSISTANT) continue;
+
 			const timings = m.timings;
+
 			if (!timings) continue;
+
 			const agenticLlm = timings.agentic?.llm;
+
 			if (agenticLlm?.prompt_n != null || agenticLlm?.predicted_n != null) {
 				totalHistoricalTokens += (agenticLlm?.prompt_n ?? 0) + (agenticLlm?.predicted_n ?? 0);
 			} else {
 				totalHistoricalTokens += (timings.prompt_n ?? 0) + (timings.predicted_n ?? 0);
 			}
 		}
+
 		if (totalHistoricalTokens > 0) return true;
 
 		if (!chatIsLoading() && !isChatStreaming()) return false;
 
 		const processingState = activeProcessingState();
+
 		if (!processingState) return false;
+
 		const livePromptTokens = Math.max(
 			processingState.promptTokens ?? 0,
 			processingState.promptProgress?.processed ?? 0
 		);
 		const liveOutputTokens = processingState.outputTokensUsed ?? 0;
+
 		return livePromptTokens > 0 || liveOutputTokens > 0;
 	});
 </script>
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContenteditable.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContenteditable.svelte
new file mode 100644
index 000000000..35977dfc3
--- /dev/null
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContenteditable.svelte
@@ -0,0 +1,848 @@
+<script lang="ts">
+	import { TRIM_LEADING_PADDING_REGEX, TRIM_TRAILING_PADDING_REGEX } from '$lib/constants';
+	import { ColorMode } from '$lib/enums';
+	import { isMobile } from '$lib/stores/viewport.svelte';
+	import type { ContentToken, SourceHistoryEntry } from '$lib/utils';
+	import {
+		badgeAwareWordJump,
+		buildFragment,
+		domMatchesTokens,
+		highlightCode,
+		isIMEComposing,
+		isOffsetInCodeBlock,
+		leadingBadgeEdgeOffset,
+		rangeToTextOffset,
+		serializeContent,
+		SourceHistory,
+		stripBlockBoundaryLineBreaks,
+		syncCodeBlockHatches,
+		textOffsetToRange,
+		tokenizeContent
+	} from '$lib/utils';
+	import githubLightCss from 'highlight.js/styles/github.css?inline';
+	import githubDarkCss from 'highlight.js/styles/github-dark.css?inline';
+	import { mode } from 'mode-watcher';
+	import { onDestroy, onMount, untrack } from 'svelte';
+
+	interface Props {
+		class?: string;
+		disabled?: boolean;
+		onInput?: () => void;
+		onKeydown?: (event: KeyboardEvent) => void;
+		onPaste?: (event: ClipboardEvent) => void;
+		placeholder?: string;
+		value?: string;
+	}
+
+	let {
+		class: className = '',
+		disabled = false,
+		onInput,
+		onKeydown,
+		onPaste,
+		placeholder = 'Ask anything...',
+		value = $bindable('')
+	}: Props = $props();
+
+	let rootElement: HTMLDivElement | undefined = $state();
+	let lastEmittedValue = '';
+	let isComposing = $state(false);
+
+	// Undo/redo in source space: the imperative token rebuilds destroy the
+	// browser's native undo stack.
+	const history = new SourceHistory();
+
+	// Browsers disagree on what an empty contenteditable contains (`<br>`,
+	// `<div><br></div>`, or nothing), so emptiness is decided by the
+	// serialized source, not the DOM shape.
+	function syncEmptyState(serialized?: string) {
+		if (!rootElement) return;
+
+		const source = serialized ?? serializeContent(rootElement);
+
+		rootElement.dataset.empty = source.length === 0 ? 'true' : 'false';
+	}
+
+	function renderTokens(tokens: ContentToken[]) {
+		if (!rootElement) return;
+
+		const caret = rangeToTextOffset(rootElement, safeRange());
+
+		// eslint-disable-next-line svelte/no-dom-manipulating -- the token layer is owned imperatively; Svelte renders only the contenteditable host, never its children
+		rootElement.replaceChildren(buildFragment(tokens));
+
+		syncCodeBlockHatches(rootElement);
+		highlightCodeBlocks(rootElement);
+
+		restoreCaret(caret);
+		resizeHeight();
+		syncEmptyState();
+	}
+
+	// Last highlighted source segment per block element - typing inside
+	// a block re-highlights only when the segment actually changed.
+	const highlightedSegments = new WeakMap<HTMLElement, string>();
+
+	const CODE_BLOCK_OPEN_RE = /^```([^\n`]*)\n/;
+
+	/**
+	 * Apply syntax highlighting to a code block element's CONTENT. The
+	 * fence lines stay plain text, and the blank padding that
+	 * `highlightCode` trims is re-added as plain text, so the element's
+	 * textContent stays byte-exact with the source segment. Replaces
+	 * the element's children - callers restore the caret afterwards.
+	 * Returns false when nothing changed.
+	 */
+	function highlightCodeBlockElement(el: HTMLElement): boolean {
+		const segment = el.textContent ?? '';
+
+		if (highlightedSegments.get(el) === segment) return false;
+
+		const open = CODE_BLOCK_OPEN_RE.exec(segment);
+
+		if (!open) return false;
+
+		const prefix = open[0];
+		const language = open[1].trim().split(/\s+/)[0] ?? '';
+		const content = segment.slice(prefix.length, -3);
+		const leading = content.match(TRIM_LEADING_PADDING_REGEX)?.[0] ?? '';
+		const trailing = content.match(TRIM_TRAILING_PADDING_REGEX)?.[0] ?? '';
+		const core = content.slice(leading.length, content.length - trailing.length);
+		// autoDetect off: re-guessing the language on every keystroke
+		// costs ~38ms a call and flickers while typing
+		const html = core ? highlightCode(core, language || 'text', false) : '';
+		const tpl = document.createElement('template');
+
+		tpl.innerHTML = html;
+
+		el.replaceChildren(
+			document.createTextNode(prefix + leading),
+			tpl.content.cloneNode(true),
+			document.createTextNode(trailing + '```')
+		);
+		highlightedSegments.set(el, segment);
+
+		return true;
+	}
+
+	function highlightCodeBlocks(root: HTMLElement) {
+		for (const el of root.querySelectorAll<HTMLElement>('code[data-code-token="block"]')) {
+			highlightCodeBlockElement(el);
+		}
+	}
+
+	/**
+	 * Re-highlight the code block the caret sits in after an edit.
+	 * Skipped when the block's segment is unchanged since its last
+	 * highlight, so edits outside blocks cost nothing.
+	 */
+	function rehighlightCaretCodeBlock() {
+		if (!rootElement) return;
+
+		const range = safeRange();
+
+		if (!range) return;
+
+		let node: Node | null = range.startContainer;
+
+		if (node === rootElement) {
+			node = rootElement.childNodes[range.startOffset - 1] ?? null;
+		}
+
+		while (node && node !== rootElement) {
+			if (node instanceof HTMLElement && node.dataset.codeToken === 'block') {
+				const caret = rangeToTextOffset(rootElement, range);
+
+				if (highlightCodeBlockElement(node)) {
+					restoreCaret(caret);
+				}
+
+				return;
+			}
+
+			node = node.parentNode;
+		}
+	}
+
+	/**
+	 * Is the caret inside a fenced code block region? Source-level
+	 * (not DOM-level) so the still-OPEN fence counts too: while the
+	 * user is typing a block, no closing ``` exists yet and the
+	 * buffer is plain text with no block element to find. Root-level
+	 * caret positions right at a closed block's edge (escape
+	 * hatches, element boundaries restored by `textOffsetToRange`)
+	 * resolve past the closing fence, so they count as OUTSIDE.
+	 */
+	function caretInCodeBlock(): boolean {
+		if (!rootElement) return false;
+
+		return isOffsetInCodeBlock(
+			serializeContent(rootElement),
+			rangeToTextOffset(rootElement, safeRange())
+		);
+	}
+
+	/**
+	 * hljs theme for the highlighted code blocks. Mirrors
+	 * SyntaxHighlightedCode.svelte: one shared style element
+	 * (deduped via the data attribute) swapped on mode change.
+	 */
+	function loadHighlightTheme(isDark: boolean) {
+		document.querySelectorAll('style[data-highlight-theme-preview]').forEach((s) => s.remove());
+
+		const style = document.createElement('style');
+
+		style.setAttribute('data-highlight-theme-preview', 'true');
+		style.textContent = isDark ? githubDarkCss : githubLightCss;
+
+		document.head.appendChild(style);
+	}
+
+	$effect(() => {
+		loadHighlightTheme(mode.current === ColorMode.DARK);
+	});
+
+	function safeRange(): Range | null {
+		if (!rootElement) return null;
+
+		const selection = window.getSelection();
+
+		if (!selection || selection.rangeCount === 0) return null;
+
+		const range = selection.getRangeAt(0);
+
+		if (!rootElement.contains(range.startContainer) || !rootElement.contains(range.endContainer)) {
+			return null;
+		}
+
+		return range;
+	}
+
+	function restoreCaret(offset: number, extend = false) {
+		if (!rootElement) return;
+
+		const target = textOffsetToRange(rootElement, offset);
+		const selection = window.getSelection();
+
+		if (!selection) return;
+
+		if (extend && selection.anchorNode) {
+			selection.setBaseAndExtent(
+				selection.anchorNode,
+				selection.anchorOffset,
+				target.startContainer,
+				target.startOffset
+			);
+
+			return;
+		}
+
+		selection.removeAllRanges();
+		selection.addRange(target);
+	}
+
+	function resizeHeight() {
+		if (!rootElement) return;
+
+		rootElement.style.height = 'auto';
+		rootElement.style.height = `${rootElement.scrollHeight}px`;
+	}
+
+	function recordHistory(newGroup: boolean) {
+		if (!rootElement) return;
+
+		history.push(
+			{ caret: rangeToTextOffset(rootElement, safeRange()), value: lastEmittedValue },
+			Date.now(),
+			newGroup
+		);
+	}
+
+	/**
+	 * Re-emit the current markdown source value to the parent, then
+	 * reconcile the DOM against the token stream: when a code span
+	 * was just completed or broken, the token boundaries no longer
+	 * match the element structure and the DOM is rebuilt (caret
+	 * preserved through the source-offset mapping).
+	 */
+	function processInput(inputType?: string) {
+		if (isComposing || !rootElement) return;
+
+		syncEmptyState();
+		resizeHeight();
+
+		// Shift+Enter right after a code block leaves an all-newline
+		// text node (the fence's separator line plus Chromium's
+		// artificial end-of-buffer line break). Strip both so the caret
+		// lands on the line directly below the block.
+		if (inputType === 'insertLineBreak' || inputType === 'insertParagraph') {
+			const caret = rangeToTextOffset(rootElement, safeRange());
+
+			if (stripBlockBoundaryLineBreaks(rootElement)) {
+				restoreCaret(caret);
+			} else {
+				const source = serializeContent(rootElement);
+
+				let end = caret;
+
+				// the caret must end up after the inserted \n; some browsers
+				// leave it before (stuck at the end of the old line). A
+				// preceding \n means it already sits past the break
+				// (Chromium's artificial trailing newline) - leave it.
+				if (source[end] === '\n' && source[end - 1] !== '\n') {
+					end += 1;
+					restoreCaret(end);
+				}
+
+				// a line break at the buffer end renders only with a second,
+				// artificial trailing \n: a lone trailing \n is collapsed, so
+				// the new line is invisible and the next typed character
+				// consumes it. Append it when missing - unless the trailing
+				// \n doubles as a block's separator line (source ends with
+				// \n\n) or sits inside a block element.
+				let last = rootElement.lastChild;
+
+				while (last && last.nodeName === 'BR') last = last.previousSibling;
+
+				if (
+					end === source.length &&
+					source.endsWith('\n') &&
+					source[source.length - 2] !== '\n' &&
+					last?.nodeType === Node.TEXT_NODE
+				) {
+					// eslint-disable-next-line svelte/no-dom-manipulating -- the token layer is owned imperatively; Svelte renders only the contenteditable host, never its children
+					rootElement.appendChild(document.createTextNode('\n'));
+					restoreCaret(source.length);
+					resizeHeight();
+				}
+			}
+		}
+
+		syncCodeBlockHatches(rootElement);
+
+		const serialized = serializeContent(rootElement);
+
+		syncEmptyState(serialized);
+
+		if (serialized === lastEmittedValue) return;
+
+		// Plain typing/deletes coalesce per time window; structural edits
+		// (paste, newline, cut, autocorrect) start a new undo group.
+		recordHistory(inputType !== 'insertText' && !inputType?.startsWith('deleteContent'));
+
+		lastEmittedValue = serialized;
+		value = serialized;
+
+		// Rebuild when token boundaries shifted (a code span was just
+		// completed or broken) - the browser-owned text nodes cannot
+		// restyle themselves across element boundaries.
+		const tokens = tokenizeContent(serialized);
+
+		if (!domMatchesTokens(rootElement, tokens)) {
+			renderTokens(tokens);
+
+			// The rebuild can re-shape the DOM in a way that changes the
+			// serialization (e.g. Chromium merged trailing text into the
+			// block element and the rebuild splits it back out, which
+			// synthesizes the separator newline) - keep value in sync.
+			const reserialized = serializeContent(rootElement);
+
+			if (reserialized !== serialized) {
+				lastEmittedValue = reserialized;
+				value = reserialized;
+			}
+		} else {
+			rehighlightCaretCodeBlock();
+		}
+
+		onInput?.();
+	}
+
+	function handleInput(event: Event) {
+		processInput((event as InputEvent).inputType);
+	}
+
+	function handleCompositionStart() {
+		isComposing = true;
+	}
+
+	function handleCompositionEnd() {
+		isComposing = false;
+		processInput();
+	}
+
+	/**
+	 * Insert a line break at the caret MANUALLY. Native Shift+Enter at
+	 * the buffer end varies across browsers (a lone trailing \n that the
+	 * renderer collapses, or a <br> that the hatch sync strips), which
+	 * can leave the caret stuck on the old line; splitting the text node
+	 * ourselves keeps the DOM shape - and the caret - deterministic.
+	 * `processInput` then appends the artificial trailing \n when the
+	 * break lands at the buffer end.
+	 */
+	function insertLineBreak() {
+		if (!rootElement) return;
+
+		const range = safeRange();
+
+		if (!range) return;
+
+		if (!range.collapsed) {
+			range.deleteContents();
+		}
+
+		const container = range.startContainer;
+		const offset = range.startOffset;
+		const nl = document.createTextNode('\n');
+
+		// a break at the very end of a code block exits the block (the
+		// new line belongs below it, not inside)
+		let exitBlock: HTMLElement | null = null;
+
+		if (container.nodeType === Node.TEXT_NODE) {
+			let node: Node | null = container.parentNode;
+
+			while (node && node !== rootElement) {
+				if (node instanceof HTMLElement && node.dataset.codeToken === 'block') {
+					const tail = document.createRange();
+
+					tail.setStart(container, offset);
+					tail.setEnd(node, node.childNodes.length);
+
+					if (tail.toString().length === 0) exitBlock = node;
+
+					break;
+				}
+
+				node = node.parentNode;
+			}
+		}
+
+		if (exitBlock) {
+			exitBlock.after(nl);
+		} else if (container.nodeType === Node.TEXT_NODE) {
+			const text = container as Text;
+
+			if (offset === 0) {
+				text.before(nl);
+			} else if (offset === text.length) {
+				text.after(nl);
+			} else {
+				text.splitText(offset).before(nl);
+			}
+		} else {
+			container.insertBefore(nl, container.childNodes[offset] ?? null);
+		}
+
+		const selection = window.getSelection();
+		const after = document.createRange();
+
+		after.setStartAfter(nl);
+		after.collapse(true);
+		selection?.removeAllRanges();
+		selection?.addRange(after);
+
+		processInput('insertLineBreak');
+	}
+
+	/**
+	 * Arrow escape to the line BEFORE a leading code block. Native
+	 * caret movement has no position above a buffer-starting block,
+	 * so a transient `<br>` hatch is created on demand: it gives the
+	 * caret a visible line, is consumed by the first character typed
+	 * on it, and is removed again when the caret leaves (see
+	 * handleSelectionChange). Returns true when the caret was moved.
+	 */
+	function moveCaretBeforeLeadingCodeBlock(key: string, extend: boolean): boolean {
+		if (!rootElement) return false;
+
+		// a hatch already exists - native movement handles it
+		if (rootElement.firstChild?.nodeName === 'BR') return false;
+
+		const first = rootElement.firstChild;
+
+		if (!(first instanceof HTMLElement) || first.dataset.codeToken !== 'block') return false;
+
+		const range = safeRange();
+
+		if (!range || !range.collapsed) return false;
+
+		// the caret must sit inside the block: on its very first
+		// character for ArrowLeft, anywhere on its first line for
+		// ArrowUp
+		if (!first.contains(range.startContainer)) return false;
+
+		const caret = rangeToTextOffset(rootElement, range);
+
+		if (key === 'ArrowLeft') {
+			if (caret !== 0) return false;
+		} else {
+			const firstLineEnd = (first.textContent ?? '').indexOf('\n');
+
+			if (firstLineEnd !== -1 && caret > firstLineEnd) return false;
+		}
+
+		// eslint-disable-next-line svelte/no-dom-manipulating -- the token layer is owned imperatively; Svelte renders only the contenteditable host, never its children
+		rootElement.prepend(document.createElement('br'));
+		restoreCaret(0, extend);
+
+		return true;
+	}
+
+	/**
+	 * Remove the transient leading hatch once the caret leaves it.
+	 * The hatch only exists to give the caret a line above a leading
+	 * code block; with the caret anywhere else the empty line would
+	 * just be visual noise. Typing on the hatch line consumes it via
+	 * the stale-hatch removal in `syncCodeBlockHatches` instead (the
+	 * new text node takes its place before the block).
+	 */
+	function handleSelectionChange() {
+		if (!rootElement) return;
+
+		const first = rootElement.firstChild;
+
+		if (first?.nodeName !== 'BR') return;
+
+		const second = first.nextSibling;
+
+		if (!(second instanceof HTMLElement) || second.dataset.codeToken !== 'block') return;
+
+		const range = safeRange();
+		const onHatch =
+			range !== null && range.startContainer === rootElement && range.startOffset === 0;
+
+		if (!onHatch) {
+			first.remove();
+		}
+	}
+
+	/**
+	 * Undo/redo is replayed from source snapshots (the token rebuilds
+	 * destroy the native undo stack). Arrow keys around badges are
+	 * repaired locally: a badge is a non-editable island, so plain
+	 * ArrowLeft after a leading badge has no native previous position
+	 * and word jumps overshoot it by a word.
+	 *
+	 * Plain Enter inside a fenced code block (closed, or still open
+	 * while being typed) acts as Shift+Enter and adds a line instead of
+	 * submitting. ArrowLeft/ArrowUp at the edge of a leading code block
+	 * create the transient before-block hatch.
+	 */
+	function handleKeydown(event: KeyboardEvent) {
+		const mod = event.ctrlKey || event.metaKey;
+
+		if (mod && !event.altKey && !isComposing && rootElement) {
+			const key = event.key.toLowerCase();
+			const isUndo = key === 'z' && !event.shiftKey;
+			const isRedo = key === 'y' || (key === 'z' && event.shiftKey);
+
+			if (isUndo || isRedo) {
+				event.preventDefault();
+				const current = {
+					caret: rangeToTextOffset(rootElement, safeRange()),
+					value: lastEmittedValue
+				};
+				const entry = isUndo ? history.undo(current) : history.redo(current);
+
+				if (entry) applyHistoryEntry(entry);
+
+				return;
+			}
+		}
+
+		if (
+			event.key === 'Enter' &&
+			event.shiftKey &&
+			!event.ctrlKey &&
+			!event.metaKey &&
+			!event.altKey &&
+			!isIMEComposing(event) &&
+			!disabled &&
+			!caretInCodeBlock() &&
+			safeRange()
+		) {
+			// Own the break outside code blocks: native end-of-buffer
+			// behavior varies across browsers and can leave the caret
+			// stuck on the old line (see insertLineBreak).
+			event.preventDefault();
+			insertLineBreak();
+
+			return;
+		}
+
+		if (
+			event.key === 'Enter' &&
+			!event.shiftKey &&
+			!event.ctrlKey &&
+			!event.metaKey &&
+			!event.altKey &&
+			!isIMEComposing(event) &&
+			caretInCodeBlock()
+		) {
+			// The native plain-Enter path must never run: it splits the
+			// buffer into `<div>` wrappers that `serializeContent` cannot
+			// see. `insertLineBreak` reproduces the Shift+Enter DOM (a `\n`
+			// text node) and fires `input` synchronously, so the usual
+			// re-tokenize/re-highlight follows.
+			event.preventDefault();
+			document.execCommand('insertLineBreak');
+
+			return;
+		}
+
+		if (
+			rootElement &&
+			(event.key === 'ArrowLeft' || event.key === 'ArrowUp') &&
+			!event.altKey &&
+			!event.ctrlKey &&
+			!event.metaKey
+		) {
+			if (moveCaretBeforeLeadingCodeBlock(event.key, event.shiftKey)) {
+				event.preventDefault();
+
+				return;
+			}
+		}
+
+		if (rootElement && (event.key === 'ArrowLeft' || event.key === 'ArrowRight')) {
+			const isWordJump = (event.altKey || event.ctrlKey) && !event.metaKey;
+			const isPlainLeft =
+				event.key === 'ArrowLeft' && !event.altKey && !event.ctrlKey && !event.metaKey;
+
+			if (isWordJump || isPlainLeft) {
+				const source = serializeContent(rootElement);
+				const caret = rangeToTextOffset(rootElement, safeRange());
+				const target = isWordJump
+					? badgeAwareWordJump(source, caret, event.key === 'ArrowRight' ? 'forward' : 'backward')
+					: leadingBadgeEdgeOffset(source, caret);
+
+				if (target !== null) {
+					event.preventDefault();
+					restoreCaret(target, event.shiftKey);
+
+					return;
+				}
+			}
+		}
+
+		onKeydown?.(event);
+	}
+
+	// lastEmittedValue is set before `value` so the sync effect treats the
+	// change as our own and does not re-render.
+	function applyHistoryEntry(entry: SourceHistoryEntry) {
+		if (!rootElement) return;
+
+		renderTokens(tokenizeContent(entry.value));
+		lastEmittedValue = entry.value;
+		value = entry.value;
+		onInput?.();
+		restoreCaret(entry.caret);
+	}
+
+	/**
+	 * Plain-text paste. preventDefault + manual insertText keeps the
+	 * browser from producing stray `<div>` wrappers mid-paste; insertText
+	 * fires `input` synchronously, so `processInput` re-tokenizes the
+	 * buffer and rebuilds when the pasted text carries badge or code
+	 * tokens.
+	 */
+	function handlePasteEvent(event: ClipboardEvent) {
+		const pasted = event.clipboardData?.getData('text/plain');
+
+		if (pasted && pasted.length > 0) {
+			event.preventDefault();
+
+			// Snap a collapsed caret through the offset mapping first: at
+			// element-boundary carets (e.g. right before a badge) Chromium's
+			// insertText can drop the preceding text node's trailing whitespace.
+			const range = safeRange();
+
+			if (rootElement && range && range.collapsed) {
+				restoreCaret(rangeToTextOffset(rootElement, range));
+			}
+
+			document.execCommand('insertText', false, pasted);
+		}
+	}
+
+	// The parent's paste handler runs first and preventDefaults when it
+	// consumes the event (files, quoted prompts, long text).
+	function handlePaste(event: ClipboardEvent) {
+		onPaste?.(event);
+
+		if (!event.defaultPrevented) {
+			handlePasteEvent(event);
+		}
+	}
+
+	// The selection as markdown SOURCE (each badge contributes its full
+	// `[name](file://...)` link), so copy/cut carry raw markdown and
+	// pasting back re-renders the badges. Null for collapsed/outside
+	// selections - native clipboard behavior is fine there.
+	function selectionSourceSlice(): { text: string; range: Range } | null {
+		if (!rootElement) return null;
+
+		const range = safeRange();
+
+		if (!range || range.collapsed) return null;
+
+		const startRange = range.cloneRange();
+
+		startRange.collapse(true);
+
+		const source = serializeContent(rootElement);
+		const start = rangeToTextOffset(rootElement, startRange);
+		const end = rangeToTextOffset(rootElement, range);
+
+		return { range, text: source.slice(start, end) };
+	}
+
+	function handleCopy(event: ClipboardEvent) {
+		const slice = selectionSourceSlice();
+
+		if (!slice) return;
+
+		event.clipboardData?.setData('text/plain', slice.text);
+		event.preventDefault();
+	}
+
+	function handleCut(event: ClipboardEvent) {
+		const slice = selectionSourceSlice();
+
+		if (!slice) return;
+
+		event.clipboardData?.setData('text/plain', slice.text);
+		event.preventDefault();
+
+		// preventDefault suppresses the native deletion, so remove the
+		// selection manually and re-emit.
+		slice.range.deleteContents();
+		processInput('deleteByCut');
+	}
+
+	onMount(() => {
+		// untrack: the DOM is managed manually from input events, so the
+		// initial render must not subscribe to the value.
+		renderTokens(tokenizeContent(untrack(() => value)));
+		lastEmittedValue = untrack(() => value ?? '');
+		resizeHeight();
+		syncEmptyState();
+		document.addEventListener('selectionchange', handleSelectionChange);
+
+		if (!isMobile.current) {
+			rootElement?.focus({ preventScroll: true });
+		}
+	});
+
+	onDestroy(() => {
+		document.removeEventListener('selectionchange', handleSelectionChange);
+	});
+
+	// External `value` updates. When incoming === lastEmittedValue the
+	// change came from our own input, so leave the DOM alone - the
+	// browser already owns the right shape.
+	$effect(() => {
+		const incoming = value ?? '';
+
+		if (incoming === lastEmittedValue) return;
+
+		recordHistory(true); // external edit (mention insert, clear, ...): own undo step
+		renderTokens(tokenizeContent(incoming));
+		lastEmittedValue = incoming;
+	});
+
+	export function getElement() {
+		return rootElement;
+	}
+
+	export function getCaretOffset(): number {
+		if (!rootElement) return 0;
+
+		return rangeToTextOffset(rootElement, safeRange());
+	}
+
+	// Focus first: `selection.addRange` requires it on some browsers.
+	export function setCaretOffset(offset: number) {
+		if (rootElement && rootElement !== document.activeElement) {
+			rootElement.focus({ preventScroll: true });
+		}
+
+		restoreCaret(offset);
+	}
+
+	export function focus() {
+		if (isMobile.current) return;
+
+		rootElement?.focus({ preventScroll: true });
+	}
+
+	export function resetHeight() {
+		if (rootElement) {
+			rootElement.style.height = '';
+			resizeHeight();
+		}
+	}
+</script>
+
+<div class="flex-1 {className}">
+	<div
+		bind:this={rootElement}
+		contenteditable={!disabled}
+		role="textbox"
+		aria-multiline="true"
+		aria-disabled={disabled}
+		aria-placeholder={placeholder}
+		data-placeholder={placeholder}
+		tabindex={disabled ? -1 : 0}
+		class={[
+			'chat-form-contenteditable text-md min-h-12 w-full overflow-y-auto whitespace-pre-wrap wrap-break-word border-0 bg-transparent p-0 leading-6 outline-none focus-visible:ring-0 focus-visible:ring-offset-0',
+			disabled && 'cursor-not-allowed'
+		]}
+		style="max-height: var(--max-message-height);"
+		oncompositionstart={handleCompositionStart}
+		oncompositionend={handleCompositionEnd}
+		oninput={handleInput}
+		onkeydown={handleKeydown}
+		onpaste={handlePaste}
+		oncopy={handleCopy}
+		oncut={handleCut}
+	></div>
+</div>
+
+<style>
+	/* pre-wrap is load-bearing: without it Chromium collapses \n in
+	   text nodes and converts them to spaces while typing */
+	.chat-form-contenteditable {
+		white-space: pre-wrap;
+	}
+
+	.chat-form-contenteditable:global([data-empty='true'])::before {
+		content: attr(data-placeholder);
+		color: var(--muted-foreground);
+		pointer-events: none;
+	}
+
+	/* Inline code - mirrors markdown-content.css */
+	.chat-form-contenteditable :global(code[data-code-token='inline']) {
+		background: var(--muted);
+		color: var(--muted-foreground);
+		padding: 0.125rem 0.375rem;
+		border-radius: 0.375rem;
+		font-size: 0.875rem;
+	}
+
+	/* Fenced code block - mirrors .code-block-wrapper in markdown-content.css */
+	.chat-form-contenteditable :global(code[data-code-token='block']) {
+		display: block;
+		margin: 0.25rem 0;
+		padding: 0.75rem 1rem;
+		border: 1px solid color-mix(in oklch, var(--border) 30%, transparent);
+		border-radius: 0.75rem;
+		background: var(--code-background);
+		color: var(--code-foreground);
+		font-size: 0.875rem;
+		line-height: 1.3;
+	}
+</style>
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ChatFormContextGauge.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ChatFormContextGauge.svelte
index ff6d39fdd..0e7fadc4a 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ChatFormContextGauge.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ChatFormContextGauge.svelte
@@ -1,9 +1,7 @@
 <script lang="ts">
-	import { untrack } from 'svelte';
-	import { activeConversation, activeMessages } from '$lib/stores/conversations.svelte';
-	import { chatStore, isChatStreaming, isLoading } from '$lib/stores/chat.svelte';
-	import { useContextGauge } from '$lib/hooks/use-context-gauge.svelte';
 	import ContextGaugeDial from './ContextGaugeDial.svelte';
+	import { useContextGauge } from '$lib/hooks/use-context-gauge.svelte';
+	import { chatStore, isChatStreaming, isLoading } from '$lib/stores/chat.svelte';
 	import {
 		gaugeTriggerClick,
 		gaugeTriggerEnter,
@@ -11,22 +9,28 @@
 		gaugeTriggerLeave,
 		gaugeTriggerPointerDown
 	} from '$lib/stores/context-gauge-popup.svelte';
+	import { activeConversation, activeMessages } from '$lib/stores/conversations.svelte';
+	import { untrack } from 'svelte';
 
 	const gauge = useContextGauge();
 
 	$effect(() => {
 		const conv = activeConversation();
+
 		untrack(() => chatStore.setActiveProcessingConversation(conv?.id ?? null));
 	});
 
 	$effect(() => {
 		const conv = activeConversation();
 		const messages = activeMessages() as DatabaseMessage[];
+
 		if (!conv) return;
+
 		if (isLoading() || isChatStreaming()) return;
 
 		if (messages.length === 0) {
 			untrack(() => chatStore.clearProcessingState(conv.id));
+
 			return;
 		}
 
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugeDetailRow.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugeDetailRow.svelte
index 71c6a33cb..271997b39 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugeDetailRow.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugeDetailRow.svelte
@@ -5,7 +5,7 @@
 		subtitle?: string;
 	}
 
-	let { label, value, subtitle }: Props = $props();
+	let { label, subtitle, value }: Props = $props();
 </script>
 
 <div class="grid gap-1.5">
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugeDetails.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugeDetails.svelte
index fdec5aca5..eaaba69de 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugeDetails.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugeDetails.svelte
@@ -1,8 +1,9 @@
 <script lang="ts">
+	import ContextGaugeDetailRow from './ContextGaugeDetailRow.svelte';
 	import { ChevronDown } from '@lucide/svelte';
 	import * as Collapsible from '$lib/components/ui/collapsible';
 	import { STATS_UNITS } from '$lib/constants';
-	import ContextGaugeDetailRow from './ContextGaugeDetailRow.svelte';
+	import { gaugePopup } from '$lib/stores/context-gauge-popup.svelte';
 
 	interface Props {
 		currentRead: number;
@@ -18,31 +19,31 @@
 	}
 
 	let {
-		currentRead,
-		currentFresh,
+		averageTokensPerSecond,
+		cumulativeCacheTotal,
+		cumulativeOutput,
+		cumulativeRead,
 		currentCache,
+		currentFresh,
 		currentOutput,
+		currentRead,
 		kvTotal,
-		cumulativeRead,
-		cumulativeOutput,
-		cumulativeCacheTotal,
-		averageTokensPerSecond,
 		transientDetails
 	}: Props = $props();
 
-	let open = $state(false);
-
 	const hasCumulative = $derived(cumulativeRead > 0 || cumulativeOutput > 0);
 	const hasCurrent = $derived(currentRead > 0 || currentOutput > 0);
 </script>
 
-<Collapsible.Root bind:open class="mt-3 border-t border-border/50 pt-4">
+<Collapsible.Root bind:open={gaugePopup.detailsOpen} class="mt-3 border-t border-border/50 pt-4">
 	<Collapsible.Trigger
 		class="flex w-full cursor-pointer items-center gap-1 text-xs text-muted-foreground hover:text-foreground"
 	>
 		<span>Token usage details</span>
 
-		<ChevronDown class={'ml-auto h-3 w-3 transition-transform' + (open ? ' rotate-180' : '')} />
+		<ChevronDown
+			class={'ml-auto h-3 w-3 transition-transform' + (gaugePopup.detailsOpen ? ' rotate-180' : '')}
+		/>
 	</Collapsible.Trigger>
 
 	<Collapsible.Content class="flex flex-col gap-4 text-xs pt-4">
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugeDial.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugeDial.svelte
index 6e2616d36..8f3ec4352 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugeDial.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugeDial.svelte
@@ -8,7 +8,7 @@
 		size?: 'sm' | 'md';
 	}
 
-	let { percent, level, size = 'sm' }: Props = $props();
+	let { level, percent, size = 'sm' }: Props = $props();
 
 	const RADIUS = 11;
 	const CIRCUMFERENCE = 2 * Math.PI * RADIUS;
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugeLoadModel.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugeLoadModel.svelte
index 24a67cfdf..022e626ae 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugeLoadModel.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugeLoadModel.svelte
@@ -8,7 +8,7 @@
 		onLoad: () => void;
 	}
 
-	let { modelId, isLoading, onLoad }: Props = $props();
+	let { isLoading, modelId, onLoad }: Props = $props();
 </script>
 
 {#if modelId !== null && !isLoading}
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugePopup.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugePopup.svelte
index af9ad010e..db4479b65 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugePopup.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/ContextGaugePopup.svelte
@@ -1,15 +1,15 @@
 <script lang="ts">
-	import { formatParameters } from '$lib/utils/formatters';
-	import { useContextGauge } from '$lib/hooks/use-context-gauge.svelte';
+	import { colorLevelBgClass, colorLevelTextClass } from './context-gauge';
 	import ContextGaugeDetails from './ContextGaugeDetails.svelte';
 	import ContextGaugeLoadModel from './ContextGaugeLoadModel.svelte';
-	import { colorLevelBgClass, colorLevelTextClass } from './context-gauge';
+	import { useContextGauge } from '$lib/hooks/use-context-gauge.svelte';
 	import {
-		gaugePopup,
 		gaugeCardEnter,
 		gaugeCardLeave,
+		gaugePopup,
 		gaugePopupClose
 	} from '$lib/stores/context-gauge-popup.svelte';
+	import { formatParameters } from '$lib/utils/formatters';
 
 	const gauge = useContextGauge();
 
@@ -30,13 +30,18 @@
 
 		const onPointerDown = (event: PointerEvent) => {
 			const target = event.target;
+
 			if (!(target instanceof Node)) return;
+
 			if (cardEl?.contains(target)) return;
+
 			if (target instanceof Element && target.closest('[data-context-gauge-trigger]')) return;
+
 			gaugePopupClose();
 		};
 
 		document.addEventListener('pointerdown', onPointerDown, true);
+
 		return () => document.removeEventListener('pointerdown', onPointerDown, true);
 	});
 
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/context-gauge.ts b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/context-gauge.ts
index 5b0010015..42aab668e 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/context-gauge.ts
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormContextGauge/context-gauge.ts
@@ -5,8 +5,11 @@ const CRITICAL_THRESHOLD = 95;
 
 export function colorLevelFromPercent(percent: number | null): ColorLevel {
 	if (percent === null) return 'neutral';
+
 	if (percent >= CRITICAL_THRESHOLD) return 'critical';
+
 	if (percent >= WARNING_THRESHOLD) return 'warning';
+
 	return 'ok';
 }
 
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormMcpResourcesList.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormMcpResourcesList.svelte
index 36c82224a..874dca5a5 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormMcpResourcesList.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormMcpResourcesList.svelte
@@ -1,13 +1,13 @@
 <script lang="ts">
-	import { mcpStore } from '$lib/stores/mcp.svelte';
-	import {
-		mcpResourceAttachments,
-		mcpHasResourceAttachments
-	} from '$lib/stores/mcp-resources.svelte';
 	import {
 		ChatAttachmentsListItemMcpResource,
 		HorizontalScrollCarousel
 	} from '$lib/components/app';
+	import { mcpStore } from '$lib/stores/mcp.svelte';
+	import {
+		mcpHasResourceAttachments,
+		mcpResourceAttachments
+	} from '$lib/stores/mcp-resources.svelte';
 
 	interface Props {
 		class?: string;
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormCommandPicker.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormCommandPicker.svelte
new file mode 100644
index 000000000..df654b25b
--- /dev/null
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormCommandPicker.svelte
@@ -0,0 +1,142 @@
+<script lang="ts">
+	import { FolderOpen, Sparkles } from '@lucide/svelte';
+	import {
+		ChatFormPickerList,
+		ChatFormPickerListItem,
+		ChatFormPickerPopover
+	} from '$lib/components/app/chat';
+	import { MODEL_SELECTOR_ICON } from '$lib/constants';
+	import { ChatFormCommandAction } from '$lib/enums';
+	import { usePickerNavigation } from '$lib/hooks/use-picker-navigation.svelte';
+	import type { ChatFormCommand } from '$lib/types';
+
+	/**
+	 * Slash-command picker; `query` (typed after `/`) filters the commands.
+	 * The parent owns the "dismissed token, don't act until it changes"
+	 * snapshot, so this picker just renders and reports selection.
+	 */
+	interface Props {
+		class?: string;
+		isOpen: boolean;
+		query: string;
+		commands: ChatFormCommand[];
+		onClose: () => void;
+		onSelect: (command: ChatFormCommand) => void;
+	}
+
+	let { class: className = '', commands, isOpen, onClose, onSelect, query }: Props = $props();
+
+	const commandIcon: Record<ChatFormCommandAction, typeof Sparkles> = {
+		[ChatFormCommandAction.CWD]: FolderOpen,
+		[ChatFormCommandAction.MODEL]: MODEL_SELECTOR_ICON,
+		[ChatFormCommandAction.PROMPT]: Sparkles
+	};
+
+	const trimmedQuery = $derived((query ?? '').trim().toLowerCase());
+
+	const filteredCommands = $derived(
+		trimmedQuery
+			? commands.filter(
+					(c) =>
+						c.name.toLowerCase().includes(trimmedQuery) ||
+						c.description.toLowerCase().includes(trimmedQuery) ||
+						(c.keywords ?? []).some((k) => k.toLowerCase().includes(trimmedQuery))
+				)
+			: commands
+	);
+
+	function firstEnabledIndex(): number {
+		return filteredCommands.findIndex((c) => !c.disabled);
+	}
+
+	function stepEnabled(from: number, dir: number): number {
+		const n = filteredCommands.length;
+
+		if (n === 0) return -1;
+
+		for (let i = 1; i <= n; i++) {
+			const idx = (from + dir * i + n) % n;
+
+			if (!filteredCommands[idx].disabled) return idx;
+		}
+
+		return -1;
+	}
+
+	const nav = usePickerNavigation({
+		count: () => filteredCommands.length,
+		isOpen: () => isOpen,
+		onClose: () => onClose(),
+		onSelect: (index) => handleSelect(filteredCommands[index]),
+		step: (from, dir) => (from < 0 ? firstEnabledIndex() : stepEnabled(from, dir))
+	});
+
+	$effect(() => {
+		if (isOpen) {
+			nav.reset(firstEnabledIndex());
+		}
+	});
+
+	$effect(() => {
+		if (nav.hoveredIndex < 0 || nav.hoveredIndex >= filteredCommands.length) {
+			nav.reset(firstEnabledIndex());
+
+			return;
+		}
+
+		if (filteredCommands[nav.hoveredIndex].disabled) {
+			nav.reset(firstEnabledIndex());
+		}
+	});
+
+	function handleSelect(command: ChatFormCommand) {
+		if (command.disabled) return;
+
+		onSelect(command);
+		onClose();
+	}
+
+	export function handleKeydown(event: KeyboardEvent): boolean {
+		return nav.handleKeydown(event);
+	}
+</script>
+
+<ChatFormPickerPopover
+	bind:isOpen
+	class={className}
+	srLabel="Open command picker"
+	{onClose}
+	onKeydown={handleKeydown}
+>
+	<ChatFormPickerList
+		items={filteredCommands}
+		isLoading={false}
+		selectedIndex={nav.hoveredIndex}
+		showSearchInput={false}
+		searchQuery={query ?? ''}
+		emptyMessage="No matching command"
+		itemKey={(command) => command.name}
+		scrollTrigger={nav.scrollTrigger}
+	>
+		{#snippet item(command, index, isSelected)}
+			{@const Icon = commandIcon[command.action]}
+			<ChatFormPickerListItem
+				dataIndex={index}
+				{isSelected}
+				disabled={command.disabled}
+				onclick={() => handleSelect(command)}
+				onmouseenter={() => {
+					if (!command.disabled) nav.setHover(index);
+				}}
+			>
+				<Icon class="mt-0.5 h-4 w-4 shrink-0 text-muted-foreground" />
+				<div class="flex min-w-0 flex-1 flex-col">
+					<span class="font-mono text-sm font-medium">/{command.name}</span>
+					<span class="min-w-0 flex-1 truncate text-left text-xs text-muted-foreground">
+						{command.description}
+					</span>
+				</div>
+			</ChatFormPickerListItem>
+		{/snippet}
+	</ChatFormPickerList>
+</ChatFormPickerPopover>
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormMentionPicker.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormMentionPicker.svelte
new file mode 100644
index 000000000..c69b6a995
--- /dev/null
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormMentionPicker.svelte
@@ -0,0 +1,284 @@
+<script lang="ts">
+	import { File, Folder } from '@lucide/svelte';
+	import { ChatFormPickerList, ChatFormPickerListItem } from '$lib/components/app/chat';
+	import HighlightedMatch from '$lib/components/app/forms/HighlightedMatch.svelte';
+	import * as Popover from '$lib/components/ui/popover';
+	import * as Tooltip from '$lib/components/ui/tooltip';
+	import {
+		FILE_GLOB_SEARCH_PICKERS_DEFAULT_SEARCH_DEPTH,
+		HOME_TILDE,
+		SEARCH_DEBOUNCE_MS
+	} from '$lib/constants';
+	import { BuiltInTool, FileMentionEntryType, GlobSearchType, KeyboardKey } from '$lib/enums';
+	import { useDebouncedSearch } from '$lib/hooks/use-debounced-search.svelte';
+	import { usePickerNavigation } from '$lib/hooks/use-picker-navigation.svelte';
+	import { config } from '$lib/stores/settings.svelte';
+	import { toolsStore } from '$lib/stores/tools.svelte';
+	import { isMobile } from '$lib/stores/viewport.svelte';
+	import type { FileMentionEntry } from '$lib/types';
+	import { abbreviateHome, type GlobEntryResult, runGlobSearchWithChildren } from '$lib/utils';
+
+	/**
+	 * Floating file/folder mention picker. The chat input is the search
+	 * surface: `query` (typed after `@`) drives a `file_glob_search` tool
+	 * call scoped to `scopePath`. The parent owns the "dismissed token,
+	 * don't re-open until it changes" snapshot.
+	 */
+	interface Props {
+		class?: string;
+		isOpen: boolean;
+		query: string;
+		customAnchor?: HTMLElement | null;
+		scopePath?: string | null;
+		onClose: () => void;
+		onSelect: (entry: FileMentionEntry) => void;
+		/** Fired when `isOpen` becomes true, so the host can keep focus on the chat input. */
+		onOpened?: () => void;
+	}
+
+	let {
+		class: className = '',
+		customAnchor = null,
+		isOpen,
+		onClose,
+		onOpened,
+		onSelect,
+		query,
+		scopePath = null
+	}: Props = $props();
+
+	const nav = usePickerNavigation({
+		count: () => displayedItems.length,
+		isOpen: () => isOpen,
+		onClose: () => onClose(),
+		onSelect: (index) => handleSelect(displayedItems[index])
+	});
+
+	// When the server does not expose file_glob_search (started without
+	// --tools) or the user disabled it, the picker still opens but explains
+	// why instead of firing searches that would only fail.
+	const fileSearchKey = $derived(toolsStore.getPermissionKey(BuiltInTool.FILE_GLOB_SEARCH));
+	const fileSearchEnabled = $derived(
+		fileSearchKey !== null && toolsStore.isToolEnabled(fileSearchKey)
+	);
+
+	let searchResults = $state<FileMentionEntry[]>([]);
+	let searchError = $state<string | null>(null);
+
+	// Coerce the depth setting to a positive integer; an invalid value
+	// would otherwise reach the server as max_depth 0 = unlimited.
+	const searchDepth = $derived.by(() => {
+		const n = Number(config().mentionSearchMaxDepth);
+
+		return Number.isInteger(n) && n > 0 ? n : FILE_GLOB_SEARCH_PICKERS_DEFAULT_SEARCH_DEPTH;
+	});
+
+	const home = $derived(toolsStore.serverHome);
+
+	// A smaller window than the WD picker suffices: entries are ranked client-side.
+	const MENTION_SEARCH_LIMIT = 50;
+
+	const search = useDebouncedSearch({
+		canRun: () => isOpen && fileSearchEnabled,
+		debounceMs: SEARCH_DEBOUNCE_MS,
+		getQuery: () => trimmedQuery,
+		run: async (query, signal, isCurrent) => {
+			try {
+				// A trailing path separator targets a directory, so also list its
+				// children. Accept both `/` and `\`.
+				const res = await runGlobSearchWithChildren(
+					query,
+					scopePath ?? home ?? HOME_TILDE,
+					searchDepth,
+					MENTION_SEARCH_LIMIT,
+					signal,
+					{ descendOnTrailingSeparator: true, type: GlobSearchType.ALL }
+				);
+
+				if (!isCurrent()) return;
+
+				if (res.error) {
+					searchResults = [];
+					searchError = res.error;
+
+					return;
+				}
+
+				const toEntry = (e: GlobEntryResult): FileMentionEntry => ({
+					name: e.name,
+					path: e.path,
+					type: e.type === 'dir' ? FileMentionEntryType.DIRECTORY : FileMentionEntryType.FILE
+				});
+
+				searchResults = res.entries.map(toEntry);
+				searchError = null;
+			} catch (err) {
+				if (!isCurrent() || signal.aborted) return;
+
+				searchResults = [];
+				searchError = err instanceof Error ? err.message : String(err);
+			}
+		}
+	});
+
+	const trimmedQuery = $derived((query ?? '').trim());
+	const displayedItems = $derived(searchResults);
+
+	const emptyMessage = $derived.by(() => {
+		if (fileSearchKey === null) {
+			return 'File search is unavailable on this server (started without --tools)';
+		}
+
+		if (!fileSearchEnabled) {
+			return 'File search is disabled - enable "Search files" in Settings > Tools to use @-mentions';
+		}
+
+		return searchError ? `Search failed - ${searchError}` : 'No matching files or folders';
+	});
+
+	const showTooltip = $derived(!isMobile.current);
+
+	$effect(() => {
+		if (typeof window === 'undefined') return;
+
+		void toolsStore.resolveServerHome();
+	});
+
+	$effect(() => {
+		if (isOpen) {
+			nav.reset(0);
+		}
+	});
+
+	$effect(() => {
+		if (isOpen) onOpened?.();
+	});
+
+	$effect(() => {
+		const q = (query ?? '').trim();
+
+		if (!isOpen || !q || !fileSearchEnabled) {
+			search.cancel();
+			searchResults = [];
+			searchError = null;
+
+			return;
+		}
+
+		search.setLoading(true);
+		search.run(q);
+	});
+
+	function handleSelect(entry: FileMentionEntry) {
+		onSelect(entry);
+		onClose();
+	}
+
+	export function handleKeydown(event: KeyboardEvent): boolean {
+		// Always consume Enter while the picker is open - even with no
+		// result yet (skeletons) or no matches - so the chat form's
+		// Enter-to-submit never fires mid-search.
+		if (isOpen && event.key === KeyboardKey.ENTER) {
+			event.preventDefault();
+
+			if (nav.hoveredIndex >= 0 && displayedItems[nav.hoveredIndex]) {
+				handleSelect(displayedItems[nav.hoveredIndex]);
+			}
+
+			return true;
+		}
+
+		return nav.handleKeydown(event);
+	}
+</script>
+
+<Popover.Root
+	open={isOpen}
+	onOpenChange={(open) => {
+		if (!open) onClose();
+	}}
+>
+	<!-- Invisible form-wide trigger: stops bits-ui's outside-click detector
+	     from closing the picker when the user clicks inside the textarea.
+	     We open programmatically via `open={isOpen}`, so it is inert
+	     (tabindex=-1 + pointer-events-none + opacity-0 + aria-hidden).
+	     Positioning comes from `customAnchor` at the form's top edge. -->
+	<Popover.Trigger
+		class="pointer-events-none absolute inset-0 opacity-0"
+		tabindex={-1}
+		aria-hidden="true"
+	>
+		<span class="sr-only">Open file mention picker</span>
+	</Popover.Trigger>
+
+	<Popover.Content
+		align="start"
+		side="top"
+		sideOffset={12}
+		{customAnchor}
+		preventScroll={false}
+		onkeydown={handleKeydown}
+		onOpenAutoFocus={(event) => event.preventDefault()}
+		onCloseAutoFocus={(event) => event.preventDefault()}
+		class={[
+			'w-[var(--bits-popover-anchor-width)] max-w-none rounded-xl border-border/50 p-0 shadow-xl',
+			className
+		]}
+	>
+		<ChatFormPickerList
+			items={displayedItems}
+			isLoading={search.isSearching}
+			selectedIndex={nav.hoveredIndex}
+			showSearchInput={false}
+			searchQuery={query ?? ''}
+			{emptyMessage}
+			itemKey={(entry) => entry.type + ':' + entry.path}
+			scrollTrigger={nav.scrollTrigger}
+		>
+			{#snippet item(entry, index, isSelected)}
+				<ChatFormPickerListItem
+					dataIndex={index}
+					{isSelected}
+					onclick={() => handleSelect(entry)}
+					onmouseenter={() => nav.setHover(index)}
+				>
+					{@const Icon = entry.type === FileMentionEntryType.DIRECTORY ? Folder : File}
+					<Icon
+						class={[
+							'mt-0.5 h-4 w-4 shrink-0',
+							entry.type === FileMentionEntryType.DIRECTORY
+								? 'text-amber-500'
+								: 'text-muted-foreground'
+						]}
+					/>
+					<div class="flex min-w-0 flex-1 flex-col">
+						<div class="flex min-w-0 items-center gap-2">
+							{#if showTooltip}
+								<Tooltip.Root>
+									<Tooltip.Trigger>
+										{#snippet child({ props })}
+											<span {...props} class="truncate text-sm font-medium">{entry.name}</span>
+										{/snippet}
+									</Tooltip.Trigger>
+									<Tooltip.Content>
+										<p>{entry.path}</p>
+									</Tooltip.Content>
+								</Tooltip.Root>
+							{:else}
+								<span class="truncate text-sm font-medium">{entry.name}</span>
+							{/if}
+							<span
+								class="shrink-0 rounded-full bg-muted px-1.5 py-0.5 font-mono text-[9px] uppercase tracking-wide text-muted-foreground"
+							>
+								{entry.type}
+							</span>
+						</div>
+						<span class="min-w-0 flex-1 truncate font-mono text-left text-xs">
+							<HighlightedMatch text={abbreviateHome(entry.path, home)} query={trimmedQuery} />
+						</span>
+					</div>
+				</ChatFormPickerListItem>
+			{/snippet}
+		</ChatFormPickerList>
+	</Popover.Content>
+</Popover.Root>
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerItemHeader.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerItemHeader.svelte
index 11ca52049..82ba581d2 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerItemHeader.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerItemHeader.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
-	import type { Snippet } from 'svelte';
-	import type { MCPServerSettingsEntry } from '$lib/types';
 	import { mcpStore } from '$lib/stores/mcp.svelte';
+	import type { MCPServerSettingsEntry } from '$lib/types';
+	import type { Snippet } from 'svelte';
 
 	interface Props {
 		server: MCPServerSettingsEntry | undefined;
@@ -12,7 +12,7 @@
 		subtitle?: Snippet;
 	}
 
-	let { server, serverLabel, title, description, titleExtra, subtitle }: Props = $props();
+	let { description, server, serverLabel, subtitle, title, titleExtra }: Props = $props();
 
 	let faviconUrl = $derived(server ? mcpStore.getServerFavicon(server.id) : null);
 </script>
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerList.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerList.svelte
index 6647928b2..3ebb29b9b 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerList.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerList.svelte
@@ -1,8 +1,9 @@
 <script lang="ts" generics="T">
-	import type { Snippet } from 'svelte';
 	import { SearchInput } from '$lib/components/app';
 	import ScrollArea from '$lib/components/ui/scroll-area/scroll-area.svelte';
 	import { CHAT_FORM_POPOVER_MAX_HEIGHT } from '$lib/constants';
+	import { useScrollActiveRow } from '$lib/hooks/use-scroll-active-row.svelte';
+	import type { Snippet } from 'svelte';
 
 	interface Props {
 		items: T[];
@@ -11,63 +12,91 @@
 		searchQuery: string;
 		showSearchInput: boolean;
 		searchPlaceholder?: string;
+		// Omit to distinguish "haven't searched yet" from "search returned nothing".
 		emptyMessage?: string;
+		autofocus?: boolean;
+		inputRef?: HTMLInputElement | null;
+		onSearchClose?: () => void;
 		itemKey: (item: T, index: number) => string;
 		item: Snippet<[T, number, boolean]>;
 		skeleton?: Snippet;
+		skeletonCount?: number;
 		footer?: Snippet;
+		// Counter bumped by the picker on keyboard nav; scrolls the selected
+		// row into view without scrolling on hover or result replacement.
+		scrollTrigger?: number;
 	}
 
 	let {
-		items,
+		autofocus = false,
+		emptyMessage,
+		footer,
+		inputRef = $bindable(null),
 		isLoading,
-		selectedIndex,
+		item,
+		itemKey,
+		items,
+		onSearchClose,
+		scrollTrigger,
+		searchPlaceholder = 'Search...',
 		searchQuery = $bindable(),
+		selectedIndex,
 		showSearchInput,
-		searchPlaceholder = 'Search...',
-		emptyMessage = 'No items available',
-		itemKey,
-		item,
 		skeleton,
-		footer
+		skeletonCount = 6
 	}: Props = $props();
 
 	let listContainer = $state<HTMLDivElement | null>(null);
 
-	$effect(() => {
-		if (listContainer && selectedIndex >= 0 && selectedIndex < items.length) {
-			const selectedElement = listContainer.querySelector(
-				`[data-picker-index="${selectedIndex}"]`
-			) as HTMLElement;
+	let listPaddingTop = $derived(
+		showSearchInput ? (isLoading || items.length > 0 ? 'pt-13' : 'pt-10') : ''
+	);
 
-			if (selectedElement) {
-				selectedElement.scrollIntoView({
-					behavior: 'smooth',
-					block: 'center',
-					inline: 'nearest'
-				});
-			}
-		}
+	// selectedIndex/items.length are untracked so hover and result replacement
+	// never re-fire the scroll; keyboard nav is the only path that bumps the trigger.
+	useScrollActiveRow({
+		dataIndex: 'picker',
+		getContainer: () => listContainer,
+		getCount: () => items.length,
+		getIndex: () => selectedIndex,
+		getTrigger: () => scrollTrigger
 	});
 </script>
 
 <ScrollArea>
 	{#if showSearchInput}
 		<div class="absolute top-0 right-0 left-0 z-10 p-2 pb-0">
-			<SearchInput placeholder={searchPlaceholder} bind:value={searchQuery} />
+			<SearchInput
+				{autofocus}
+				placeholder={searchPlaceholder}
+				bind:value={searchQuery}
+				bind:ref={inputRef}
+				onClose={onSearchClose}
+			/>
 		</div>
 	{/if}
 
-	<div
-		bind:this={listContainer}
-		class={[`${CHAT_FORM_POPOVER_MAX_HEIGHT} p-2`, showSearchInput && 'pt-13']}
-	>
+	<div bind:this={listContainer} class={[`${CHAT_FORM_POPOVER_MAX_HEIGHT} p-2`, listPaddingTop]}>
 		{#if isLoading}
 			{#if skeleton}
 				{@render skeleton()}
+			{:else}
+				<div aria-busy="true" aria-live="polite" class="flex flex-col">
+					{#each { length: skeletonCount } as _, rowIndex (rowIndex)}
+						<div class="flex items-start gap-3 rounded-lg px-3 py-2">
+							<div class="mt-0.5 size-4 shrink-0 animate-pulse rounded-md bg-muted/60"></div>
+							<div class="flex min-w-0 flex-1 flex-col">
+								<div class="h-5 w-2/5 animate-pulse rounded-sm bg-muted/60"></div>
+								<div class="h-4 w-1/3 animate-pulse rounded-sm bg-muted/40"></div>
+							</div>
+						</div>
+					{/each}
+				</div>
+			{/if}
+		{:else if items && items.length === 0}
+			{#if emptyMessage}
+				<div class="py-6 text-center text-sm text-muted-foreground">{emptyMessage}</div>
 			{/if}
-		{:else if items.length === 0}
-			<div class="py-6 text-center text-sm text-muted-foreground">{emptyMessage}</div>
 		{:else}
 			{#each items as itemData, index (itemKey(itemData, index))}
 				{@render item(itemData, index, index === selectedIndex)}
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerListItem.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerListItem.svelte
index 4d82c6b58..51a51f808 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerListItem.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerListItem.svelte
@@ -3,21 +3,34 @@
 
 	interface Props {
 		isSelected?: boolean;
+		disabled?: boolean;
 		onclick: () => void;
+		onmouseenter?: () => void;
 		dataIndex?: number;
 		children: Snippet;
+		class?: string;
 	}
 
-	let { isSelected = false, onclick, dataIndex, children }: Props = $props();
+	let {
+		children,
+		class: className = '',
+		dataIndex,
+		disabled = false,
+		isSelected = false,
+		onclick,
+		onmouseenter
+	}: Props = $props();
 </script>
 
 <button
 	type="button"
 	data-picker-index={dataIndex}
+	{disabled}
 	{onclick}
+	{onmouseenter}
 	class="flex w-full cursor-pointer items-start gap-3 rounded-lg px-3 py-2 text-left hover:bg-accent/50 {isSelected
 		? 'bg-accent/50'
-		: ''}"
+		: ''} {disabled ? 'cursor-not-allowed opacity-50' : ''} {className}"
 >
 	{@render children()}
 </button>
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerListItemSkeleton.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerListItemSkeleton.svelte
index 5a2ab26fc..cbf7b972e 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerListItemSkeleton.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerListItemSkeleton.svelte
@@ -4,7 +4,7 @@
 		showBadge?: boolean;
 	}
 
-	let { titleWidth = 'w-48', showBadge = false }: Props = $props();
+	let { showBadge = false, titleWidth = 'w-48' }: Props = $props();
 </script>
 
 <div class="flex w-full items-start gap-3 rounded-lg px-3 py-2">
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerPopover.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerPopover.svelte
index c43a002e6..b09d346f1 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerPopover.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerPopover.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
-	import type { Snippet } from 'svelte';
 	import * as Popover from '$lib/components/ui/popover';
+	import type { Snippet } from 'svelte';
 
 	interface Props {
 		class?: string;
@@ -12,12 +12,12 @@
 	}
 
 	let {
+		children,
 		class: className = '',
 		isOpen = $bindable(false),
-		srLabel = 'Open picker',
 		onClose,
 		onKeydown,
-		children
+		srLabel = 'Open picker'
 	}: Props = $props();
 </script>
 
@@ -42,6 +42,7 @@
 		align="start"
 		sideOffset={12}
 		class="w-[var(--bits-popover-anchor-width)] max-w-none rounded-xl border-border/50 p-0 shadow-xl {className}"
+		preventScroll={false}
 		onkeydown={onKeydown}
 		onOpenAutoFocus={(event) => event.preventDefault()}
 	>
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickerMcpPrompts/ChatFormPickerMcpPrompts.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickerMcpPrompts/ChatFormPickerMcpPrompts.svelte
index f35d816de..126d08744 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickerMcpPrompts/ChatFormPickerMcpPrompts.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickerMcpPrompts/ChatFormPickerMcpPrompts.svelte
@@ -1,19 +1,19 @@
 <script lang="ts">
-	import { conversationsStore } from '$lib/stores/conversations.svelte';
-	import { mcpStore } from '$lib/stores/mcp.svelte';
-	import { debounce, uuid } from '$lib/utils';
-	import { KeyboardKey } from '$lib/enums';
-	import type { MCPPromptInfo, GetPromptResult, MCPServerSettingsEntry } from '$lib/types';
-	import { SvelteMap } from 'svelte/reactivity';
 	import {
-		ChatFormPickerPopover,
+		ChatFormPickerItemHeader,
 		ChatFormPickerList,
 		ChatFormPickerListItem,
-		ChatFormPickerItemHeader,
 		ChatFormPickerListItemSkeleton,
+		ChatFormPickerPopover,
 		ChatFormPromptPickerArgumentForm
 	} from '$lib/components/app/chat';
 	import Badge from '$lib/components/ui/badge/badge.svelte';
+	import { KeyboardKey } from '$lib/enums';
+	import { conversationsStore } from '$lib/stores/conversations.svelte';
+	import { mcpStore } from '$lib/stores/mcp.svelte';
+	import type { GetPromptResult, MCPPromptInfo, MCPServerSettingsEntry } from '$lib/types';
+	import { debounce, uuid } from '$lib/utils';
+	import { SvelteMap } from 'svelte/reactivity';
 
 	interface Props {
 		class?: string;
@@ -32,11 +32,11 @@
 	let {
 		class: className = '',
 		isOpen = false,
-		searchQuery = '',
 		onClose,
-		onPromptLoadStart,
 		onPromptLoadComplete,
-		onPromptLoadError
+		onPromptLoadError,
+		onPromptLoadStart,
+		searchQuery = ''
 	}: Props = $props();
 
 	let prompts = $state<MCPPromptInfo[]>([]);
@@ -45,6 +45,9 @@
 	let promptArgs = $state<Record<string, string>>({});
 	let selectedIndex = $state(0);
 	let internalSearchQuery = $state('');
+	// Bumped on ArrowUp/ArrowDown only, so the list scrolls on keyboard
+	// nav but not on hover or result changes.
+	let scrollTrigger = $state(0);
 	let promptError = $state<string | null>(null);
 	let selectedIndexBeforeArgumentForm = $state<number | null>(null);
 
@@ -86,7 +89,6 @@
 
 		try {
 			const perChatOverrides = conversationsStore.getAllMcpServerOverrides();
-
 			const initialized = await mcpStore.ensureInitialized(perChatOverrides);
 
 			if (!initialized) {
@@ -115,6 +117,7 @@
 
 			requestAnimationFrame(() => {
 				const firstInput = document.querySelector(`#arg-${args[0].name}`) as HTMLInputElement;
+
 				if (firstInput) {
 					firstInput.focus();
 				}
@@ -128,7 +131,6 @@
 		promptError = null;
 
 		const placeholderId = uuid();
-
 		const nonEmptyArgs = Object.fromEntries(
 			Object.entries(args).filter(([, value]) => value.trim() !== '')
 		);
@@ -139,10 +141,12 @@
 
 		try {
 			const result = await mcpStore.getPrompt(prompt.serverName, prompt.name, args);
+
 			onPromptLoadComplete?.(placeholderId, result);
 		} catch (error) {
 			const errorMessage =
 				error instanceof Error ? error.message : 'Unknown error executing prompt';
+
 			onPromptLoadError?.(placeholderId, errorMessage);
 		}
 	}
@@ -164,9 +168,9 @@
 
 		if (import.meta.env.DEV && import.meta.env.VITE_DEBUG) {
 			console.log('[ChatFormPickerMcpPrompts] Fetching completions for:', {
-				serverName: selectedPrompt.serverName,
-				promptName: selectedPrompt.name,
 				argName,
+				promptName: selectedPrompt.name,
+				serverName: selectedPrompt.serverName,
 				value
 			});
 		}
@@ -184,9 +188,9 @@
 			if (import.meta.env.DEV && import.meta.env.VITE_DEBUG) {
 				console.log('[ChatFormPickerMcpPrompts] Autocomplete result:', {
 					argName,
-					value,
 					result,
-					suggestionsCount: result?.values.length ?? 0
+					suggestionsCount: result?.values.length ?? 0,
+					value
 				});
 			}
 
@@ -231,6 +235,7 @@
 			event.preventDefault();
 			event.stopPropagation();
 			handleCancelArgumentForm();
+
 			return;
 		}
 
@@ -271,6 +276,7 @@
 			selectedIndex = selectedIndexBeforeArgumentForm;
 			selectedIndexBeforeArgumentForm = null;
 		}
+
 		selectedPrompt = null;
 		promptArgs = {};
 		promptError = null;
@@ -281,6 +287,7 @@
 
 		if (event.key === KeyboardKey.ESCAPE) {
 			event.preventDefault();
+
 			if (selectedPrompt) {
 				// Return to prompt selection list, keeping the selected prompt active
 				handleCancelArgumentForm();
@@ -293,8 +300,10 @@
 
 		if (event.key === KeyboardKey.ARROW_DOWN) {
 			event.preventDefault();
+
 			if (filteredPrompts.length > 0) {
 				selectedIndex = (selectedIndex + 1) % filteredPrompts.length;
+				scrollTrigger++;
 			}
 
 			return true;
@@ -302,8 +311,10 @@
 
 		if (event.key === KeyboardKey.ARROW_UP) {
 			event.preventDefault();
+
 			if (filteredPrompts.length > 0) {
 				selectedIndex = selectedIndex === 0 ? filteredPrompts.length - 1 : selectedIndex - 1;
+				scrollTrigger++;
 			}
 
 			return true;
@@ -311,6 +322,7 @@
 
 		if (event.key === KeyboardKey.ENTER && !selectedPrompt) {
 			event.preventDefault();
+
 			if (filteredPrompts[selectedIndex]) {
 				handlePromptClick(filteredPrompts[selectedIndex]);
 			}
@@ -324,14 +336,14 @@
 	let filteredPrompts = $derived.by(() => {
 		const sortedServers = mcpStore.getServers();
 		const serverOrderMap = new Map(sortedServers.map((server, index) => [server.id, index]));
-
 		const sortedPrompts = [...prompts].sort((a, b) => {
 			const orderA = serverOrderMap.get(a.serverName) ?? Number.MAX_SAFE_INTEGER;
 			const orderB = serverOrderMap.get(b.serverName) ?? Number.MAX_SAFE_INTEGER;
+
 			return orderA - orderB;
 		});
-
 		const query = (searchQuery || internalSearchQuery).toLowerCase();
+
 		if (!query) return sortedPrompts;
 
 		return sortedPrompts.filter(
@@ -400,6 +412,7 @@
 			searchPlaceholder="Search prompts..."
 			emptyMessage="No MCP prompts available"
 			itemKey={(prompt) => prompt.serverName + ':' + prompt.name}
+			{scrollTrigger}
 		>
 			{#snippet item(prompt, index, isSelected)}
 				{@const server = serverSettingsMap.get(prompt.serverName)}
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickerMcpPrompts/ChatFormPromptPickerArgumentForm.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickerMcpPrompts/ChatFormPromptPickerArgumentForm.svelte
index 92572b895..f665ce49c 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickerMcpPrompts/ChatFormPromptPickerArgumentForm.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickerMcpPrompts/ChatFormPromptPickerArgumentForm.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
-	import type { MCPPromptInfo } from '$lib/types';
 	import ChatFormPromptPickerArgumentInput from './ChatFormPromptPickerArgumentInput.svelte';
 	import { Button } from '$lib/components/ui/button';
+	import type { MCPPromptInfo } from '$lib/types';
 
 	interface Props {
 		prompt: MCPPromptInfo;
@@ -21,20 +21,20 @@
 	}
 
 	let {
-		prompt,
-		promptArgs,
-		suggestions,
-		loadingSuggestions,
 		activeAutocomplete,
 		autocompleteIndex,
-		promptError,
-		onArgInput,
-		onArgKeydown,
+		loadingSuggestions,
 		onArgBlur,
 		onArgFocus,
+		onArgInput,
+		onArgKeydown,
+		onCancel,
 		onSelectSuggestion,
 		onSubmit,
-		onCancel
+		prompt,
+		promptArgs,
+		promptError,
+		suggestions
 	}: Props = $props();
 </script>
 
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickerMcpPrompts/ChatFormPromptPickerArgumentInput.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickerMcpPrompts/ChatFormPromptPickerArgumentInput.svelte
index 638d10eef..074c69b84 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickerMcpPrompts/ChatFormPromptPickerArgumentInput.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickerMcpPrompts/ChatFormPromptPickerArgumentInput.svelte
@@ -1,8 +1,8 @@
 <script lang="ts">
-	import type { MCPPromptInfo } from '$lib/types';
-	import { fly } from 'svelte/transition';
 	import { Input } from '$lib/components/ui/input';
 	import { Label } from '$lib/components/ui/label';
+	import type { MCPPromptInfo } from '$lib/types';
+	import { fly } from 'svelte/transition';
 
 	type PromptArgument = NonNullable<MCPPromptInfo['arguments']>[number];
 
@@ -22,16 +22,16 @@
 
 	let {
 		argument,
-		value = '',
-		suggestions = [],
-		isLoadingSuggestions = false,
-		isAutocompleteActive = false,
 		autocompleteIndex = 0,
-		onInput,
-		onKeydown,
+		isAutocompleteActive = false,
+		isLoadingSuggestions = false,
 		onBlur,
 		onFocus,
-		onSelectSuggestion
+		onInput,
+		onKeydown,
+		onSelectSuggestion,
+		suggestions = [],
+		value = ''
 	}: Props = $props();
 </script>
 
@@ -66,7 +66,7 @@
 	{#if isAutocompleteActive && suggestions.length > 0}
 		<div
 			class="absolute top-full right-0 left-0 z-10 mt-1 max-h-32 overflow-y-auto rounded-lg border border-border/50 bg-background shadow-lg"
-			transition:fly={{ y: -5, duration: 100 }}
+			transition:fly={{ duration: 100, y: -5 }}
 		>
 			{#each suggestions as suggestion, i (suggestion)}
 				<button
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickerMcpResources.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickerMcpResources.svelte
deleted file mode 100644
index ed97e1fc7..000000000
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickerMcpResources.svelte
+++ /dev/null
@@ -1,237 +0,0 @@
-<script lang="ts">
-	import { conversationsStore } from '$lib/stores/conversations.svelte';
-	import { mcpStore } from '$lib/stores/mcp.svelte';
-	import { mcpResourceStore } from '$lib/stores/mcp-resources.svelte';
-	import { KeyboardKey } from '$lib/enums';
-	import type { MCPResourceInfo, MCPServerSettingsEntry } from '$lib/types';
-	import { SvelteMap } from 'svelte/reactivity';
-	import { FolderOpen } from '@lucide/svelte';
-	import { Button } from '$lib/components/ui/button';
-	import {
-		ChatFormPickerPopover,
-		ChatFormPickerList,
-		ChatFormPickerListItem,
-		ChatFormPickerItemHeader,
-		ChatFormPickerListItemSkeleton
-	} from '$lib/components/app/chat';
-
-	interface Props {
-		class?: string;
-		isOpen?: boolean;
-		searchQuery?: string;
-		onClose?: () => void;
-		onResourceSelect?: (resource: MCPResourceInfo) => void;
-		onBrowse?: () => void;
-	}
-
-	let {
-		class: className = '',
-		isOpen = false,
-		searchQuery = '',
-		onClose,
-		onResourceSelect,
-		onBrowse
-	}: Props = $props();
-
-	let resources = $state<MCPResourceInfo[]>([]);
-	let isLoading = $state(false);
-	let selectedIndex = $state(0);
-	let internalSearchQuery = $state('');
-
-	let serverSettingsMap = $derived.by(() => {
-		const servers = mcpStore.getServers();
-		const map = new SvelteMap<string, MCPServerSettingsEntry>();
-
-		for (const server of servers) {
-			map.set(server.id, server);
-		}
-
-		return map;
-	});
-
-	$effect(() => {
-		if (isOpen) {
-			loadResources();
-			selectedIndex = 0;
-		}
-	});
-
-	$effect(() => {
-		if (filteredResources.length > 0 && selectedIndex >= filteredResources.length) {
-			selectedIndex = 0;
-		}
-	});
-
-	async function loadResources() {
-		isLoading = true;
-
-		try {
-			const perChatOverrides = conversationsStore.getAllMcpServerOverrides();
-			const initialized = await mcpStore.ensureInitialized(perChatOverrides);
-
-			if (!initialized) {
-				resources = [];
-
-				return;
-			}
-
-			await mcpStore.fetchAllResources();
-			resources = mcpResourceStore.getAllResourceInfos();
-		} catch (error) {
-			console.error('[ChatFormPickerMcpResources] Failed to load resources:', error);
-			resources = [];
-		} finally {
-			isLoading = false;
-		}
-	}
-
-	function handleResourceClick(resource: MCPResourceInfo) {
-		mcpStore.attachResource(resource.uri);
-
-		onResourceSelect?.(resource);
-		onClose?.();
-	}
-
-	function isResourceAttached(uri: string): boolean {
-		return mcpResourceStore.isAttached(uri);
-	}
-
-	export function handleKeydown(event: KeyboardEvent): boolean {
-		if (!isOpen) return false;
-
-		if (event.key === KeyboardKey.ESCAPE) {
-			event.preventDefault();
-			onClose?.();
-
-			return true;
-		}
-
-		if (event.key === KeyboardKey.ARROW_DOWN) {
-			event.preventDefault();
-
-			if (filteredResources.length > 0) {
-				selectedIndex = (selectedIndex + 1) % filteredResources.length;
-			}
-
-			return true;
-		}
-
-		if (event.key === KeyboardKey.ARROW_UP) {
-			event.preventDefault();
-			if (filteredResources.length > 0) {
-				selectedIndex = selectedIndex === 0 ? filteredResources.length - 1 : selectedIndex - 1;
-			}
-
-			return true;
-		}
-
-		if (event.key === KeyboardKey.ENTER) {
-			event.preventDefault();
-			if (filteredResources[selectedIndex]) {
-				handleResourceClick(filteredResources[selectedIndex]);
-			}
-
-			return true;
-		}
-
-		return false;
-	}
-
-	let filteredResources = $derived.by(() => {
-		const sortedServers = mcpStore.getServers();
-		const serverOrderMap = new Map(sortedServers.map((server, index) => [server.id, index]));
-
-		const sortedResources = [...resources].sort((a, b) => {
-			const orderA = serverOrderMap.get(a.serverName) ?? Number.MAX_SAFE_INTEGER;
-			const orderB = serverOrderMap.get(b.serverName) ?? Number.MAX_SAFE_INTEGER;
-
-			return orderA - orderB;
-		});
-
-		const query = (searchQuery || internalSearchQuery).toLowerCase();
-		if (!query) return sortedResources;
-
-		return sortedResources.filter(
-			(resource) =>
-				resource.name.toLowerCase().includes(query) ||
-				resource.title?.toLowerCase().includes(query) ||
-				resource.description?.toLowerCase().includes(query) ||
-				resource.uri.toLowerCase().includes(query)
-		);
-	});
-
-	let showSearchInput = $derived(resources.length > 3);
-</script>
-
-<ChatFormPickerPopover
-	bind:isOpen
-	class={className}
-	srLabel="Open resource picker"
-	{onClose}
-	onKeydown={handleKeydown}
->
-	<ChatFormPickerList
-		items={filteredResources}
-		{isLoading}
-		{selectedIndex}
-		bind:searchQuery={internalSearchQuery}
-		{showSearchInput}
-		searchPlaceholder="Search resources..."
-		emptyMessage="No MCP resources available"
-		itemKey={(resource) => resource.serverName + ':' + resource.uri}
-	>
-		{#snippet item(resource, index, isSelected)}
-			{@const server = serverSettingsMap.get(resource.serverName)}
-			{@const serverLabel = server ? mcpStore.getServerLabel(server) : resource.serverName}
-
-			<ChatFormPickerListItem
-				dataIndex={index}
-				{isSelected}
-				onclick={() => handleResourceClick(resource)}
-			>
-				<ChatFormPickerItemHeader
-					{server}
-					{serverLabel}
-					title={resource.title || resource.name}
-					description={resource.description}
-				>
-					{#snippet titleExtra()}
-						{#if isResourceAttached(resource.uri)}
-							<span
-								class="inline-flex items-center rounded-full bg-primary/10 px-1.5 py-0.5 text-[10px] font-medium text-primary"
-							>
-								attached
-							</span>
-						{/if}
-					{/snippet}
-
-					{#snippet subtitle()}
-						<p class="mt-0.5 truncate text-xs text-muted-foreground/60">
-							{resource.uri}
-						</p>
-					{/snippet}
-				</ChatFormPickerItemHeader>
-			</ChatFormPickerListItem>
-		{/snippet}
-
-		{#snippet skeleton()}
-			<ChatFormPickerListItemSkeleton />
-		{/snippet}
-
-		{#snippet footer()}
-			{#if onBrowse && resources.length > 3}
-				<Button
-					class="fixed right-3 bottom-3"
-					type="button"
-					onclick={onBrowse}
-					variant="secondary"
-					size="sm"
-				>
-					<FolderOpen class="h-3 w-3" />
-
-					Browse all
-				</Button>
-			{/if}
-		{/snippet}
-	</ChatFormPickerList>
-</ChatFormPickerPopover>
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickers.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickers.svelte
index 7c5dc85b2..7ba97cf9b 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickers.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormPickers.svelte
@@ -1,16 +1,30 @@
 <script lang="ts">
+	import ChatFormCommandPicker from './ChatFormCommandPicker.svelte';
+	import ChatFormMentionPicker from './ChatFormMentionPicker.svelte';
 	import ChatFormPickerMcpPrompts from './ChatFormPickerMcpPrompts/ChatFormPickerMcpPrompts.svelte';
-	import ChatFormPickerMcpResources from './ChatFormPickerMcpResources.svelte';
-	import type { GetPromptResult, MCPPromptInfo } from '$lib/types';
+	import type {
+		ChatFormCommand,
+		FileMentionEntry,
+		GetPromptResult,
+		MCPPromptInfo
+	} from '$lib/types';
 
 	interface Props {
+		isCommandPickerOpen?: boolean;
+		commandQuery?: string;
+		commands?: ChatFormCommand[];
 		isPromptPickerOpen?: boolean;
 		promptSearchQuery?: string;
-		isInlineResourcePickerOpen?: boolean;
-		resourceSearchQuery?: string;
+		isMentionPickerOpen?: boolean;
+		mentionQuery?: string;
+		mentionAnchor?: HTMLElement | null;
+		scopePath?: string | null;
+		onCommandPickerClose?: () => void;
+		onCommandSelect?: (command: ChatFormCommand) => void;
 		onPromptPickerClose?: () => void;
-		onInlineResourcePickerClose?: () => void;
-		onInlineResourceSelect?: () => void;
+		onMentionPickerClose?: () => void;
+		onMentionOpened?: () => void;
+		onMentionSelect?: (entry: FileMentionEntry) => void;
 		onPromptLoadStart?: (
 			placeholderId: string,
 			promptInfo: MCPPromptInfo,
@@ -18,36 +32,44 @@
 		) => void;
 		onPromptLoadComplete?: (placeholderId: string, result: GetPromptResult) => void;
 		onPromptLoadError?: (placeholderId: string, error: string) => void;
-		onInlineResourceBrowse?: () => void;
 	}
 
 	let {
+		commandQuery,
+		commands = [],
+		isCommandPickerOpen,
+		isMentionPickerOpen,
 		isPromptPickerOpen,
-		promptSearchQuery,
-		isInlineResourcePickerOpen,
-		resourceSearchQuery,
-		onPromptPickerClose,
-		onInlineResourcePickerClose,
-		onInlineResourceSelect,
-		onPromptLoadStart,
+		mentionAnchor,
+		mentionQuery,
+		onCommandPickerClose,
+		onCommandSelect,
+		onMentionOpened,
+		onMentionPickerClose,
+		onMentionSelect,
 		onPromptLoadComplete,
 		onPromptLoadError,
-		onInlineResourceBrowse
+		onPromptLoadStart,
+		onPromptPickerClose,
+		promptSearchQuery,
+		scopePath
 	}: Props = $props();
 
+	let commandPickerRef: ChatFormCommandPicker | undefined = $state(undefined);
 	let promptPickerRef: ChatFormPickerMcpPrompts | undefined = $state(undefined);
-	let resourcePickerRef: ChatFormPickerMcpResources | undefined = $state(undefined);
+	let mentionPickerRef: ChatFormMentionPicker | undefined = $state(undefined);
 
-	/**
-	 * Delegates keyboard events to the active picker child.
-	 * Returns true if the event was handled.
-	 */
+	/** Delegate keyboard events to the active picker child; true if handled. */
 	export function handleKeydown(event: KeyboardEvent): boolean {
+		if (isCommandPickerOpen && commandPickerRef?.handleKeydown(event)) {
+			return true;
+		}
+
 		if (isPromptPickerOpen && promptPickerRef?.handleKeydown(event)) {
 			return true;
 		}
 
-		if (isInlineResourcePickerOpen && resourcePickerRef?.handleKeydown(event)) {
+		if (isMentionPickerOpen && mentionPickerRef?.handleKeydown(event)) {
 			return true;
 		}
 
@@ -55,6 +77,15 @@
 	}
 </script>
 
+<ChatFormCommandPicker
+	bind:this={commandPickerRef}
+	isOpen={isCommandPickerOpen ?? false}
+	query={commandQuery ?? ''}
+	{commands}
+	onClose={onCommandPickerClose ?? (() => {})}
+	onSelect={onCommandSelect ?? (() => {})}
+/>
+
 <ChatFormPickerMcpPrompts
 	bind:this={promptPickerRef}
 	isOpen={isPromptPickerOpen}
@@ -65,11 +96,13 @@
 	{onPromptLoadError}
 />
 
-<ChatFormPickerMcpResources
-	bind:this={resourcePickerRef}
-	isOpen={isInlineResourcePickerOpen}
-	searchQuery={resourceSearchQuery}
-	onClose={onInlineResourcePickerClose}
-	onResourceSelect={onInlineResourceSelect}
-	onBrowse={onInlineResourceBrowse}
+<ChatFormMentionPicker
+	bind:this={mentionPickerRef}
+	isOpen={isMentionPickerOpen ?? false}
+	query={mentionQuery ?? ''}
+	customAnchor={mentionAnchor}
+	scopePath={scopePath ?? null}
+	onClose={onMentionPickerClose ?? (() => {})}
+	onOpened={onMentionOpened}
+	onSelect={onMentionSelect ?? (() => {})}
 />
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormTextarea.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormTextarea.svelte
index 3e683389f..1ad5ba553 100644
--- a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormTextarea.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormTextarea.svelte
@@ -28,11 +28,10 @@
 	onMount(() => {
 		if (textareaElement) {
 			autoResizeTextarea(textareaElement);
-			textareaElement.focus();
+			textareaElement.focus({ preventScroll: true });
 		}
 	});
 
-	// Expose the textarea element for external access
 	export function getElement() {
 		return textareaElement;
 	}
@@ -48,6 +47,18 @@
 			textareaElement.style.height = '1rem';
 		}
 	}
+
+	// Plain-text caret offsets, shared with the contenteditable variant so
+	// the picker/paste flows can address either renderer through one handle.
+	export function getCaretOffset(): number {
+		if (!textareaElement) return 0;
+
+		return textareaElement.selectionStart ?? textareaElement.value.length;
+	}
+
+	export function setCaretOffset(offset: number) {
+		textareaElement?.setSelectionRange(offset, offset);
+	}
 </script>
 
 <div class="flex-1 {className}">
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormWorkingDirectory.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormWorkingDirectory.svelte
new file mode 100644
index 000000000..fb0b31817
--- /dev/null
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormWorkingDirectory.svelte
@@ -0,0 +1,422 @@
+<script lang="ts">
+	import ChatFormWorkingDirectoryChip from './ChatFormWorkingDirectoryChip.svelte';
+	import ChatFormWorkingDirectoryResultsList from './ChatFormWorkingDirectoryResultsList.svelte';
+	import { FolderOpen } from '@lucide/svelte';
+	import SearchInput from '$lib/components/app/forms/SearchInput.svelte';
+	import * as Popover from '$lib/components/ui/popover';
+	import {
+		DEFAULT_MOBILE_BREAKPOINT,
+		HOME_TILDE,
+		MAX_RESULTS_SHOWN,
+		NATIVE_LIMIT,
+		NATIVE_MAX_DEPTH,
+		SEARCH_DEBOUNCE_MS,
+		SEARCH_LIMIT,
+		SEARCH_MAX_DEPTH
+	} from '$lib/constants';
+	import { BuiltInTool, GlobSearchType, KeyboardKey } from '$lib/enums';
+	import { useDebouncedSearch } from '$lib/hooks/use-debounced-search.svelte';
+	import { usePickerNavigation } from '$lib/hooks/use-picker-navigation.svelte';
+	import { useScrollActiveRow } from '$lib/hooks/use-scroll-active-row.svelte';
+	import { ToolsService } from '$lib/services/tools.service';
+	import { toolsStore } from '$lib/stores/tools.svelte';
+	import {
+		abbreviateHome,
+		buildCaseInsensitiveGlob,
+		type GlobEntry,
+		joinPath,
+		lastPathSegment,
+		runGlobSearchWithChildren
+	} from '$lib/utils';
+
+	// Microtask delay so the popover's focus scope tears down first.
+	const FOCUS_DELAY_MS = 0;
+
+	interface Props {
+		class?: string;
+		disabled?: boolean;
+		directory?: string | null;
+		/** Controlled open state; the host owns it so the chip click and the
+		 * `/cwd` slash command open the picker through the same path. */
+		isOpen: boolean;
+		/** Two-way bound query, kept in sync with the text after `/cwd `. */
+		query: string;
+		/** Anchor at the form's top edge so the popover floats above the box. */
+		customAnchor?: HTMLElement | null;
+		onChange?: (directory: string | null) => void;
+		/** Lets the host refocus the chat input after the popover closes. */
+		onClose?: () => void;
+		/** Fired when the chip is clicked so the host can open the picker. */
+		onOpen?: () => void;
+	}
+
+	let {
+		class: className = '',
+		customAnchor = null,
+		directory = null,
+		disabled = false,
+		isOpen,
+		onChange,
+		onClose,
+		onOpen,
+		query = $bindable('')
+	}: Props = $props();
+
+	// File System Access API is opt-in (Chrome / Edge / Opera): the popover
+	// exposes a "Browse" button only when available.
+	const pickerSupported =
+		typeof window !== 'undefined' && typeof window.showDirectoryPicker === 'function';
+
+	// When the server does not serve file_glob_search or the user disabled
+	// it, the picker still opens for manual entry but explains why search is
+	// unavailable instead of firing searches that would only fail. Browse is
+	// hidden too: it resolves the picked folder name through the same tool.
+	const fileSearchKey = $derived(toolsStore.getPermissionKey(BuiltInTool.FILE_GLOB_SEARCH));
+	const fileSearchEnabled = $derived(
+		fileSearchKey !== null && toolsStore.isToolEnabled(fileSearchKey)
+	);
+	const searchUnavailableMessage = $derived(
+		fileSearchKey === null
+			? 'File search is unavailable on this server - type a full path and press Enter'
+			: 'File search is disabled - type a full path and press Enter, or enable "Search files" in Settings > Tools'
+	);
+
+	let searchInputRef: HTMLInputElement | null = $state(null);
+
+	let queryResults = $state<string[]>([]);
+	let searchError = $state<string | null>(null);
+	let listContainer = $state<HTMLDivElement | null>(null);
+
+	const nav = usePickerNavigation({
+		count: () => queryResults.length,
+		isOpen: () => isOpen,
+		onClose: closePicker,
+		onSelect: (index) => commit(queryResults[index])
+	});
+
+	let homeBase = $derived(toolsStore.serverHome);
+
+	// Resolve home eagerly so the chip can abbreviate before the picker opens.
+	$effect(() => {
+		if (typeof window === 'undefined') return;
+
+		void toolsStore.resolveServerHome();
+	});
+
+	// HTML `autofocus` is unreliable on dynamically shown elements.
+	$effect(() => {
+		if (!isOpen) return;
+
+		setTimeout(() => searchInputRef?.focus(), FOCUS_DELAY_MS);
+	});
+
+	$effect(() => {
+		if (!isOpen) return;
+
+		const q = query.trim();
+
+		nav.reset(-1);
+
+		if (q && fileSearchEnabled) {
+			search.run(q);
+		} else {
+			search.cancel();
+			queryResults = [];
+			searchError = null;
+			nav.reset(-1);
+			searchScope = homeBase ?? HOME_TILDE;
+		}
+	});
+
+	useScrollActiveRow({
+		dataIndex: 'result',
+		getContainer: () => listContainer,
+		getCount: () => queryResults.length,
+		getIndex: () => nav.hoveredIndex,
+		getTrigger: () => nav.scrollTrigger
+	});
+
+	let searchScope = $state(HOME_TILDE);
+
+	// An exactly-typed directory is "entered": the shared search lists its
+	// children too, so path navigation does not require a trailing slash.
+	const search = useDebouncedSearch({
+		canRun: () => isOpen && fileSearchEnabled,
+		debounceMs: SEARCH_DEBOUNCE_MS,
+		getQuery: () => query.trim(),
+		run: async (q, signal, isCurrent) => {
+			const trimmed = q.trim();
+
+			if (!trimmed) {
+				queryResults = [];
+				searchError = null;
+				nav.reset(-1);
+				searchScope = homeBase ?? HOME_TILDE;
+
+				return;
+			}
+
+			try {
+				// Generous limit: ranking is client-side, only the top
+				// MAX_RESULTS_SHOWN are shown.
+				const res = await runGlobSearchWithChildren(
+					trimmed,
+					homeBase ?? HOME_TILDE,
+					SEARCH_MAX_DEPTH,
+					SEARCH_LIMIT,
+					signal,
+					{ type: GlobSearchType.DIR }
+				);
+
+				if (!isCurrent()) return;
+
+				if (res.error) {
+					queryResults = [];
+					nav.reset(-1);
+					searchError = res.error;
+
+					return;
+				}
+
+				searchScope = res.exactDir ?? res.args.path;
+				queryResults = res.entries.map((e) => e.path).slice(0, MAX_RESULTS_SHOWN);
+
+				if (queryResults.length > 0) {
+					nav.reset(0);
+					nav.bumpScroll(); // scroll the list back to the top (first item is hovered)
+				} else {
+					nav.reset(-1);
+				}
+
+				searchError = null;
+			} catch (err) {
+				if (!isCurrent() || signal.aborted) return;
+
+				queryResults = [];
+				nav.reset(-1);
+				searchError = err instanceof Error ? err.message : String(err);
+			}
+		}
+	});
+	// Single funnel for every local close so the host refocus always fires.
+	function closePicker() {
+		onClose?.();
+	}
+
+	function commit(path: string) {
+		onChange?.(path);
+		closePicker();
+	}
+
+	function setDirectory(value: string) {
+		const trimmed = value.trim();
+
+		if (!trimmed) return;
+
+		onChange?.(trimmed);
+	}
+
+	// Resolve a browser-picked folder name (which exposes only the leaf name)
+	// to a server-side absolute path; null when the server cannot locate it,
+	// so the caller fails visibly instead of committing a bare leaf name.
+	async function resolveNativeName(name: string): Promise<string | null> {
+		try {
+			const res = await ToolsService.executeToolRaw(BuiltInTool.FILE_GLOB_SEARCH, {
+				include: buildCaseInsensitiveGlob(name),
+				limit: NATIVE_LIMIT,
+				max_depth: NATIVE_MAX_DEPTH,
+				path: homeBase ?? HOME_TILDE,
+				type: GlobSearchType.DIR
+			});
+			const base = typeof res.base === 'string' ? res.base : '';
+			const entries = Array.isArray(res.entries) ? (res.entries as GlobEntry[]) : [];
+			const match = entries.find(
+				(e) => lastPathSegment(e.path).toLowerCase() === name.toLowerCase()
+			);
+
+			return match ? joinPath(base, match.path) : null;
+		} catch {
+			return null;
+		}
+	}
+
+	async function browseNative() {
+		if (disabled || !window.showDirectoryPicker) return;
+
+		try {
+			const handle = await window.showDirectoryPicker();
+			const path = await resolveNativeName(handle.name);
+
+			if (path) {
+				setDirectory(path);
+				closePicker();
+			} else {
+				// keep the previous cwd and fail visibly instead of committing a
+				// bare leaf name that would resolve against the server cwd
+				searchError = `Could not resolve "${handle.name}" to a server path`;
+			}
+		} catch (err) {
+			// user cancelled - silently ignore; other errors are logged
+			if (err instanceof DOMException && err.name === 'AbortError') return;
+
+			console.error('[ChatFormWorkingDirectory] showDirectoryPicker failed:', err);
+		}
+	}
+
+	function handleSubmit() {
+		const value = query.trim();
+
+		if (!value) {
+			closePicker();
+
+			return;
+		}
+
+		setDirectory(value);
+		closePicker();
+	}
+
+	function handleKeydown(event: KeyboardEvent) {
+		if (event.key === KeyboardKey.ENTER) {
+			event.preventDefault();
+
+			if (nav.hoveredIndex >= 0 && queryResults[nav.hoveredIndex]) {
+				commit(queryResults[nav.hoveredIndex]);
+			} else if (queryResults.length === 0) {
+				handleSubmit();
+			}
+		} else if (event.key === KeyboardKey.ARROW_DOWN) {
+			if (queryResults.length > 0) {
+				event.preventDefault();
+				nav.move(1);
+			}
+		} else if (event.key === KeyboardKey.ARROW_UP) {
+			if (queryResults.length > 0) {
+				event.preventDefault();
+				nav.move(-1);
+			}
+		}
+	}
+
+	function clearDirectory(event?: MouseEvent) {
+		// Stop the click from bubbling into the chip button and re-opening
+		// the picker on top of the now-cleared state.
+		event?.stopPropagation();
+		event?.preventDefault();
+		onChange?.(null);
+		closePicker();
+	}
+
+	function handleDismiss(event?: MouseEvent) {
+		event?.stopPropagation();
+		event?.preventDefault();
+
+		if (directory) {
+			clearDirectory(event);
+		}
+	}
+
+	function handleOpenChange(open: boolean) {
+		if (open) {
+			void toolsStore.resolveServerHome();
+		} else {
+			search.cancel();
+			// bits-ui-initiated close (Escape on the content, outside-click) -
+			// the only path that bypasses closePicker().
+			onClose?.();
+		}
+	}
+
+	let innerWidth = $state(0);
+	const showTooltip = $derived(innerWidth > DEFAULT_MOBILE_BREAKPOINT);
+</script>
+
+<button
+	type="button"
+	class={[
+		'justify-self-start flex min-w-0 w-auto items-center gap-1 mt-1.5 py-1 px-2 backdrop-blur-2xl rounded-md',
+		className
+	]}
+	onclick={onOpen}
+	{disabled}
+>
+	<ChatFormWorkingDirectoryChip
+		{directory}
+		{homeBase}
+		{disabled}
+		{showTooltip}
+		onClear={handleDismiss}
+	/>
+</button>
+
+<Popover.Root open={isOpen} onOpenChange={handleOpenChange}>
+	<Popover.Trigger
+		class="pointer-events-none absolute inset-0 opacity-0"
+		tabindex={-1}
+		aria-hidden="true"
+	>
+		<span class="sr-only">Open working directory picker</span>
+	</Popover.Trigger>
+
+	<Popover.Content
+		side="top"
+		align="start"
+		sideOffset={12}
+		{customAnchor}
+		preventScroll={false}
+		onkeydown={handleKeydown}
+		onOpenAutoFocus={(event) => event.preventDefault()}
+		onCloseAutoFocus={(event) => event.preventDefault()}
+		class="w-[var(--bits-popover-anchor-width)] max-w-none rounded-xl border-border/50 p-0 shadow-xl"
+	>
+		<div class="p-2 min-h-22 flex flex-col justify-between">
+			<SearchInput
+				bind:ref={searchInputRef}
+				bind:value={query}
+				placeholder="Choose working directory"
+				onClose={closePicker}
+				class="w-full"
+			/>
+
+			{#if !fileSearchEnabled}
+				<div class="px-2 py-1.5 text-sm text-muted-foreground">{searchUnavailableMessage}</div>
+			{:else if query.trim() && (search.isSearching || queryResults.length > 0 || searchError)}
+				<ChatFormWorkingDirectoryResultsList
+					results={queryResults}
+					hoveredIndex={nav.hoveredIndex}
+					isSearching={search.isSearching}
+					error={searchError}
+					rawQuery={query}
+					bind:container={listContainer}
+					onCommit={commit}
+					onHover={(index) => nav.setHover(index)}
+				/>
+			{/if}
+
+			{#if pickerSupported && fileSearchEnabled}
+				<button
+					type="button"
+					class="-mt-1 flex cursor-pointer items-center gap-2 rounded-sm px-2 py-1.5 text-sm outline-hidden select-none hover:bg-accent hover:text-accent-foreground"
+					onclick={browseNative}
+				>
+					<FolderOpen class="size-4 shrink-0 text-muted-foreground" />
+					<span>Browse</span>
+				</button>
+			{/if}
+
+			{#if homeBase && fileSearchEnabled}
+				<div class="-mx-2 my-2 h-px bg-border/20" aria-hidden="true"></div>
+
+				<span class="px-2 py-1.5 font-mono text-[10px]">
+					Searching in:
+
+					<span class="truncate text-muted-foreground/70" title={searchScope}
+						>{abbreviateHome(searchScope, homeBase)}</span
+					>
+				</span>
+			{/if}
+		</div>
+	</Popover.Content>
+</Popover.Root>
+
+<svelte:window bind:innerWidth />
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormWorkingDirectoryChip.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormWorkingDirectoryChip.svelte
new file mode 100644
index 000000000..23661d223
--- /dev/null
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormWorkingDirectoryChip.svelte
@@ -0,0 +1,70 @@
+<script lang="ts">
+	import { Folder, X } from '@lucide/svelte';
+	import { ActionIcon } from '$lib/components/app/actions';
+	import * as Tooltip from '$lib/components/ui/tooltip';
+	import { SET_WORKING_DIRECTORY_LABEL } from '$lib/constants';
+	import { abbreviateWorkingDir } from '$lib/utils';
+
+	interface Props {
+		directory?: string | null;
+		homeBase?: string | null;
+		disabled?: boolean;
+		showTooltip?: boolean;
+		onClear?: (event?: MouseEvent) => void;
+	}
+
+	let {
+		directory = null,
+		disabled = false,
+		homeBase = null,
+		onClear,
+		showTooltip = false
+	}: Props = $props();
+
+	const displayLabel = $derived(
+		directory ? abbreviateWorkingDir(directory, homeBase) : SET_WORKING_DIRECTORY_LABEL
+	);
+	// Full path surface: hover the abbreviated label to recall the exact directory.
+	const displayLabelTitle = $derived(directory ?? '');
+</script>
+
+<span
+	class="text-muted-foreground inline-flex items-center gap-1 text-xs group"
+	class:text-foreground={directory}
+>
+	<div class="flex min-w-0 items-center gap-1 cursor-pointer">
+		<Folder class="w-3.5 h-3.5" />
+
+		{#if showTooltip && displayLabelTitle}
+			<Tooltip.Root>
+				<Tooltip.Trigger>
+					{#snippet child({ props })}
+						<span {...props} class="max-w-64 truncate">{displayLabel}</span>
+					{/snippet}
+				</Tooltip.Trigger>
+				<Tooltip.Content>
+					<p>{displayLabelTitle}</p>
+				</Tooltip.Content>
+			</Tooltip.Root>
+		{:else}
+			<span class="max-w-64 truncate">{displayLabel}</span>
+		{/if}
+	</div>
+
+	{#if directory}
+		<div
+			class="w-0 overflow-hidden opacity-0 transition-[width,opacity] duration-200 ease-out group-hover:w-auto group-hover:opacity-100"
+		>
+			<ActionIcon
+				icon={X}
+				tooltip="Reset working directory"
+				ariaLabel="Reset working directory"
+				{disabled}
+				onclick={onClear}
+				iconSize="h-3 w-3"
+				stopPropagationOnClick
+				class="!h-4 !w-4 shrink-0 text-muted-foreground hover:text-foreground"
+			/>
+		</div>
+	{/if}
+</span>
diff --git a/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormWorkingDirectoryResultsList.svelte b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormWorkingDirectoryResultsList.svelte
new file mode 100644
index 000000000..32de06189
--- /dev/null
+++ b/tools/ui/src/lib/components/app/chat/ChatForm/ChatFormWorkingDirectoryResultsList.svelte
@@ -0,0 +1,72 @@
+<script lang="ts">
+	import { Folder } from '@lucide/svelte';
+	import { cn } from '$lib/components/ui/utils';
+	import { highlightMatch } from '$lib/utils';
+	import { fly } from 'svelte/transition';
+
+	// Fly-in transition for the results list.
+	const FLY_Y_PX = -4;
+	const FLY_DURATION_MS = 100;
+
+	interface Props {
+		results: string[];
+		hoveredIndex: number;
+		isSearching: boolean;
+		error: string | null;
+		rawQuery: string;
+		container?: HTMLDivElement | null;
+		onCommit?: (path: string) => void;
+		onHover?: (index: number) => void;
+	}
+
+	let {
+		container = $bindable(null),
+		error,
+		hoveredIndex,
+		isSearching,
+		onCommit,
+		onHover,
+		rawQuery,
+		results
+	}: Props = $props();
+</script>
+
+<div
+	bind:this={container}
+	class="max-h-48 overflow-y-auto py-2"
+	transition:fly={{ duration: FLY_DURATION_MS, y: FLY_Y_PX }}
+>
+	{#if isSearching && results.length === 0}
+		<div class="px-2 py-1.5 text-sm text-muted-foreground">Searching...</div>
+	{:else if error}
+		<div class="px-2 py-1.5 text-sm text-destructive">{error}</div>
+	{:else if results.length === 0}
+		<div class="px-2 py-1.5 text-sm text-muted-foreground">No matching folders</div>
+	{:else}
+		{#each results as path, index (path)}
+			<button
+				type="button"
+				data-result-index={index}
+				data-highlighted={index === hoveredIndex ? '' : undefined}
+				class={cn(
+					'relative flex w-full cursor-pointer items-center gap-2 rounded-sm px-2 py-1.5 text-sm outline-hidden select-none data-highlighted:bg-accent data-highlighted:text-accent-foreground'
+				)}
+				onclick={() => onCommit?.(path)}
+				onmouseenter={() => onHover?.(index)}
+			>
+				<Folder class="size-4 shrink-0 text-muted-foreground" />
+				<span class="min-w-0 flex-1 truncate font-mono text-left">
+					{#each highlightMatch(path, rawQuery.trim()) as seg, segIndex (segIndex)}
+						{#if seg.match}
+							<mark class="rounded bg-yellow-200/60 px-0.5 text-foreground dark:bg-yellow-500/30"
+								>{seg.text}</mark
+							>
+						{:else}
+							{seg.text}
+						{/if}
+					{/each}
+				</span>
+			</button>
+		{/each}
+	{/if}
+</div>
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessage.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessage.svelte
index b8068f790..13702102c 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessage.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessage.svelte
@@ -1,23 +1,24 @@
 <script lang="ts">
 	import { goto } from '$app/navigation';
-	import { getChatActionsContext, setMessageEditContext } from '$lib/contexts';
-	import { chatStore, pendingEditMessageId } from '$lib/stores/chat.svelte';
-	import { isMobile } from '$lib/stores/viewport.svelte';
-	import { conversationsStore } from '$lib/stores/conversations.svelte';
-	import { DatabaseService } from '$lib/services/database.service';
-	import { SYSTEM_MESSAGE_PLACEHOLDER } from '$lib/constants';
-	import { REASONING_TAGS } from '$lib/constants/agentic';
-	import { MessageRole, AttachmentType, AgenticSectionType } from '$lib/enums';
 	import {
 		ChatMessageAssistant,
-		ChatMessageUser,
+		ChatMessageMcpPrompt,
+		ChatMessageSynthetic,
 		ChatMessageSystem,
-		ChatMessageMcpPrompt
+		ChatMessageUser
 	} from '$lib/components/app/chat';
-	import { parseFilesToMessageExtras } from '$lib/utils/browser-only';
-	import { deriveAgenticSections } from '$lib/utils';
-	import type { DatabaseMessageExtraMcpPrompt } from '$lib/types';
+	import { SYSTEM_MESSAGE_PLACEHOLDER } from '$lib/constants';
+	import { REASONING_TAGS } from '$lib/constants/agentic';
 	import { ROUTES } from '$lib/constants/routes';
+	import { getChatActionsContext, setMessageEditContext } from '$lib/contexts';
+	import { AgenticSectionType, AttachmentType, MessageRole } from '$lib/enums';
+	import { DatabaseService } from '$lib/services/database.service';
+	import { chatStore, pendingEditMessageId } from '$lib/stores/chat.svelte';
+	import { conversationsStore } from '$lib/stores/conversations.svelte';
+	import { isMobile } from '$lib/stores/viewport.svelte';
+	import type { DatabaseMessageExtraMcpPrompt } from '$lib/types';
+	import { deriveAgenticSections } from '$lib/utils';
+	import { parseFilesToMessageExtras } from '$lib/utils/browser-only';
 
 	interface Props {
 		class?: string;
@@ -31,12 +32,12 @@
 
 	let {
 		class: className = '',
-		message,
-		toolMessages = [],
 		isLastAssistantMessage = false,
 		isLastUserMessage = false,
+		message,
 		nextAssistantMessage = null,
-		siblingInfo = null
+		siblingInfo = null,
+		toolMessages = []
 	}: Props = $props();
 
 	const chatActions = getChatActionsContext();
@@ -56,6 +57,10 @@
 			: message.content
 	);
 
+	// Synthetic cwd-change messages render with the folder-row UI instead
+	// of a user bubble. The persisted flag is the single source of truth.
+	let isSynthetic = $derived(Boolean(message.isSynthetic));
+
 	let rawEditContent = $derived.by(() => {
 		if (message.role !== MessageRole.ASSISTANT) return undefined;
 
@@ -67,10 +72,12 @@
 				case AgenticSectionType.REASONING:
 				case AgenticSectionType.REASONING_PENDING:
 					parts.push(`${REASONING_TAGS.START}\n${section.content}\n${REASONING_TAGS.END}`);
+
 					break;
 
 				case AgenticSectionType.TEXT:
 					parts.push(section.content);
+
 					break;
 
 				case AgenticSectionType.TOOL_CALL:
@@ -110,9 +117,7 @@
 	let showBranchAfterEditOption = $derived(message.role === MessageRole.ASSISTANT);
 
 	setMessageEditContext({
-		get isEditing() {
-			return isEditing;
-		},
+		cancel: handleCancelEdit,
 		get editedContent() {
 			return editedContent;
 		},
@@ -122,6 +127,12 @@
 		get editedUploadedFiles() {
 			return editedUploadedFiles;
 		},
+		get isEditing() {
+			return isEditing;
+		},
+		get messageRole() {
+			return message.role;
+		},
 		get originalContent() {
 			return message.role === MessageRole.ASSISTANT
 				? (rawEditContent ?? message.content)
@@ -130,42 +141,40 @@
 		get originalExtras() {
 			return message.extra || [];
 		},
-		get showSaveOnlyOption() {
-			return showSaveOnlyOption;
-		},
-		get showBranchAfterEditOption() {
-			return showBranchAfterEditOption;
-		},
-		get shouldBranchAfterEdit() {
-			return shouldBranchAfterEdit;
-		},
-		get messageRole() {
-			return message.role;
-		},
 		get rawEditContent() {
 			return rawEditContent;
 		},
+		save: handleSaveEdit,
+		saveOnly: handleSaveEditOnly,
 		setContent: (content: string) => {
 			editedContent = content;
 		},
 		setExtras: (extras: DatabaseMessageExtra[]) => {
 			editedExtras = extras;
 		},
+		setShouldBranchAfterEdit: (value: boolean) => {
+			shouldBranchAfterEdit = value;
+		},
 		setUploadedFiles: (files: ChatUploadedFile[]) => {
 			editedUploadedFiles = files;
 		},
-		setShouldBranchAfterEdit: (value: boolean) => {
-			shouldBranchAfterEdit = value;
+		get shouldBranchAfterEdit() {
+			return shouldBranchAfterEdit;
+		},
+		get showBranchAfterEditOption() {
+			return showBranchAfterEditOption;
+		},
+		get showSaveOnlyOption() {
+			return showSaveOnlyOption;
 		},
-		save: handleSaveEdit,
-		saveOnly: handleSaveEditOnly,
-		cancel: handleCancelEdit,
 		startEdit: handleEdit
 	});
 
 	let mcpPromptExtra = $derived.by(() => {
 		if (message.role !== MessageRole.USER) return null;
+
 		if (message.content.trim()) return null;
+
 		if (!message.extra || message.extra.length !== 1) return null;
 
 		const extra = message.extra[0];
@@ -233,6 +242,7 @@
 
 	function handleEdit() {
 		isEditing = true;
+
 		// Clear temporary placeholder content for system messages
 		if (message.role === MessageRole.SYSTEM && message.content === SYSTEM_MESSAGE_PLACEHOLDER) {
 			editedContent = '';
@@ -276,6 +286,7 @@
 	// After the system message flow ends, hand focus to the main chat form
 	function focusMainChatForm() {
 		if (isMobile.current) return;
+
 		document.querySelector<HTMLTextAreaElement>('.chat-screen-form-wrapper textarea')?.focus();
 	}
 
@@ -287,23 +298,29 @@
 			// If content is empty, remove without deleting children
 			if (!newContent) {
 				const conversationDeleted = await chatStore.removeSystemPromptPlaceholder(message.id);
+
 				isEditing = false;
+
 				if (conversationDeleted) {
 					goto(ROUTES.START);
 				} else {
 					focusMainChatForm();
 				}
+
 				return;
 			}
 
 			await DatabaseService.updateMessage(message.id, { content: newContent });
 			const index = conversationsStore.findMessageIndex(message.id);
+
 			if (index !== -1) {
 				conversationsStore.updateMessageAtIndex(index, { content: newContent });
 			}
+
 			focusMainChatForm();
 		} else if (message.role === MessageRole.USER) {
 			const finalExtras = await getMergedExtras();
+
 			chatActions.editWithBranching(message, editedContent.trim(), finalExtras);
 		} else {
 			// For assistant messages, preserve exact content including trailing whitespace
@@ -320,6 +337,7 @@
 		if (message.role === MessageRole.USER) {
 			// For user messages, trim to avoid accidental whitespace
 			const finalExtras = await getMergedExtras();
+
 			chatActions.editUserMessagePreserveResponses(message, editedContent.trim(), finalExtras);
 		}
 
@@ -344,7 +362,7 @@
 	}
 </script>
 
-<div class="chat-message">
+<div class="chat-message" class:chat-message--synthetic={isSynthetic}>
 	{#if message.role === MessageRole.SYSTEM}
 		<ChatMessageSystem
 			bind:textareaElement
@@ -375,6 +393,8 @@
 			{showDeleteDialog}
 			{siblingInfo}
 		/>
+	{:else if isSynthetic}
+		<ChatMessageSynthetic {message} class={className} />
 	{:else if message.role === MessageRole.USER}
 		<ChatMessageUser
 			class={className}
@@ -422,7 +442,17 @@
 	 * once known; 500px sizes messages that have never been rendered.
 	 */
 	.chat-message {
+		--chat-message-intrinsic-size: 500px;
 		content-visibility: auto;
-		contain-intrinsic-size: auto 500px;
+		contain-intrinsic-size: auto var(--chat-message-intrinsic-size);
+	}
+
+	/*
+	 * Synthetic rows (e.g. the working-directory change) are small, so an
+	 * accurate placeholder keeps the injected row from inflating the
+	 * auto-scroll offset; the 500px default is for ordinary bubbles.
+	 */
+	.chat-message--synthetic {
+		--chat-message-intrinsic-size: 40px;
 	}
 </style>
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistant.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistant.svelte
index 199d75fce..14ca160ed 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistant.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistant.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
 	import {
-		ChatMessageAgenticContent,
 		ChatMessageActionIcons,
+		ChatMessageAgenticContent,
 		ChatMessageAssistantModel,
 		ChatMessageAssistantProcessingInfo,
 		ChatMessageAssistantRawOutput,
@@ -9,14 +9,13 @@
 		ChatMessageEditForm
 	} from '$lib/components/app';
 	import { getMessageEditContext } from '$lib/contexts';
-	import { useProcessingState } from '$lib/hooks/use-processing-state.svelte';
-	import { chatStore, isLoading, isChatStreaming } from '$lib/stores/chat.svelte';
-	import { modelLoadProgressText } from '$lib/utils';
 	import { MessageRole } from '$lib/enums';
-	import { config } from '$lib/stores/settings.svelte';
-	import { isRouterMode } from '$lib/stores/server.svelte';
+	import { useProcessingState } from '$lib/hooks/use-processing-state.svelte';
+	import { chatStore, isChatStreaming, isLoading } from '$lib/stores/chat.svelte';
 	import { modelsStore } from '$lib/stores/models.svelte';
-
+	import { isRouterMode } from '$lib/stores/server.svelte';
+	import { config } from '$lib/stores/settings.svelte';
+	import { modelLoadProgressText } from '$lib/utils';
 	import { hasAgenticContent } from '$lib/utils';
 
 	interface Props {
@@ -49,7 +48,6 @@
 		deletionInfo,
 		isLastAssistantMessage = false,
 		message,
-		toolMessages = [],
 		onConfirmDelete,
 		onContinue,
 		onCopy,
@@ -61,7 +59,8 @@
 		onShowDeleteDialogChange,
 		showDeleteDialog,
 		siblingInfo = null,
-		textareaElement = $bindable()
+		textareaElement = $bindable(),
+		toolMessages = []
 	}: Props = $props();
 
 	// Get edit context
@@ -124,18 +123,21 @@
 
 		if (!userMessageEl) {
 			lastUserMessageHeight = 0;
+
 			return;
 		}
 
 		const updateHeight = () => {
 			const rect = userMessageEl.getBoundingClientRect();
 			const marginTop = Math.round(parseFloat(getComputedStyle(userMessageEl).marginTop));
+
 			lastUserMessageHeight = Math.round(rect.height + marginTop);
 		};
 
 		updateHeight();
 
 		const resizeObserver = new ResizeObserver(updateHeight);
+
 		resizeObserver.observe(userMessageEl);
 
 		return () => {
@@ -183,8 +185,8 @@
 		<ChatMessageAssistantProcessingInfo {modelLoadingText} {processingState} position="bottom" />
 	{/if}
 
-	<div class="info my-6 grid gap-4 tabular-nums">
-		{#if displayedModel}
+	{#if displayedModel}
+		<div class="info my-6 grid gap-4 tabular-nums">
 			<div class="inline-flex flex-wrap items-start gap-2 text-xs text-muted-foreground">
 				<ChatMessageAssistantModel
 					{displayedModel}
@@ -200,8 +202,8 @@
 					showMessageStats={currentConfig.showMessageStats}
 				/>
 			</div>
-		{/if}
-	</div>
+		</div>
+	{/if}
 
 	{#if message.timestamp && !editCtx.isEditing}
 		<ChatMessageActionIcons
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistantModel.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistantModel.svelte
index 76b45ec94..d27e3e01d 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistantModel.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistantModel.svelte
@@ -1,8 +1,8 @@
 <script lang="ts">
 	import { ModelBadge, ModelsSelectorDropdown } from '$lib/components/app';
-	import { copyToClipboard } from '$lib/utils';
-	import { modelsStore } from '$lib/stores/models.svelte';
 	import { ServerModelStatus } from '$lib/enums';
+	import { modelsStore } from '$lib/stores/models.svelte';
+	import { copyToClipboard } from '$lib/utils';
 
 	interface Props {
 		displayedModel: string | null;
@@ -11,7 +11,7 @@
 		onRegenerate: (modelOverride?: string) => void;
 	}
 
-	let { displayedModel, isRouter, isLoading, onRegenerate }: Props = $props();
+	let { displayedModel, isLoading, isRouter, onRegenerate }: Props = $props();
 
 	let pendingModel = $state<string | null>(null);
 
@@ -38,6 +38,7 @@
 			}
 
 			onRegenerate(modelName);
+
 			return true;
 		}}
 	/>
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistantProcessingInfo.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistantProcessingInfo.svelte
index 356512ecb..657157956 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistantProcessingInfo.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistantProcessingInfo.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
-	import { fade } from 'svelte/transition';
 	import type { UseProcessingStateReturn } from '$lib/hooks/use-processing-state.svelte';
+	import { fade } from 'svelte/transition';
 
 	interface Props {
 		modelLoadingText: string | null;
@@ -8,7 +8,7 @@
 		position: 'top' | 'bottom';
 	}
 
-	let { modelLoadingText, processingState, position }: Props = $props();
+	let { modelLoadingText, position, processingState }: Props = $props();
 
 	const marginClass = position === 'top' ? 'mt-6' : 'mt-4';
 </script>
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistantRawOutput.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistantRawOutput.svelte
index 30ce16be9..d69337960 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistantRawOutput.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistantRawOutput.svelte
@@ -1,5 +1,5 @@
 <script lang="ts">
-	import { deriveAgenticSections, buildAssistantRawOutput } from '$lib/utils';
+	import { buildAssistantRawOutput, deriveAgenticSections } from '$lib/utils';
 
 	interface Props {
 		message: DatabaseMessage;
@@ -10,6 +10,7 @@
 
 	let rawOutputContent = $derived.by(() => {
 		const sections = deriveAgenticSections(message, toolMessages, [], false);
+
 		return buildAssistantRawOutput(sections);
 	});
 </script>
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistantStatistics.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistantStatistics.svelte
index 4cc4080c3..5c5ac8c25 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistantStatistics.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageAssistant/ChatMessageAssistantStatistics.svelte
@@ -10,7 +10,7 @@
 		showMessageStats: boolean;
 	}
 
-	let { message, isLoading, processingState, showMessageStats }: Props = $props();
+	let { isLoading, message, processingState, showMessageStats }: Props = $props();
 </script>
 
 {#if showMessageStats && message.timings && message.timings.predicted_n && message.timings.predicted_ms}
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageCwdChange.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageCwdChange.svelte
new file mode 100644
index 000000000..3869e19a0
--- /dev/null
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageCwdChange.svelte
@@ -0,0 +1,31 @@
+<script lang="ts">
+	import { Folder, FolderX } from '@lucide/svelte';
+	import type { DatabaseMessage } from '$lib/types';
+	import { parseCwdMessage } from '$lib/utils';
+
+	interface Props {
+		class?: string;
+		message: DatabaseMessage;
+	}
+
+	let { class: className = '', message }: Props = $props();
+
+	// Parse the synthetic message content in the UI so the row reuses the
+	// exact same text the model saw, including any guidance suffix.
+	let info = $derived(parseCwdMessage(message.content));
+</script>
+
+{#if info}
+	<div class="text-muted-foreground flex items-center gap-2 py-1.5 {className}">
+		{#if info.path === null}
+			<FolderX class="text-muted-foreground/60 h-3.5 w-3.5 shrink-0" />
+			<span class="text-foreground/80 text-sm font-medium">Working directory cleared</span>
+		{:else}
+			<Folder class="text-muted-foreground/60 h-3.5 w-3.5 shrink-0" />
+			<span class="text-foreground/80 text-sm font-medium">Set working directory to&nbsp;</span>
+			<span class="font-mono text-foreground/90 text-sm break-all" title={info.path}>
+				{info.display}
+			</span>
+		{/if}
+	</div>
+{/if}
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageMcpPrompt/ChatMessageMcpPrompt.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageMcpPrompt/ChatMessageMcpPrompt.svelte
index 2dcb36baf..d3aa7251e 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageMcpPrompt/ChatMessageMcpPrompt.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageMcpPrompt/ChatMessageMcpPrompt.svelte
@@ -5,7 +5,7 @@
 		ChatMessageMcpPromptContent
 	} from '$lib/components/app';
 	import { getMessageEditContext } from '$lib/contexts';
-	import { MessageRole, McpPromptVariant } from '$lib/enums';
+	import { McpPromptVariant, MessageRole } from '$lib/enums';
 	import type { DatabaseMessageExtraMcpPrompt } from '$lib/types';
 
 	interface Props {
@@ -30,17 +30,17 @@
 
 	let {
 		class: className = '',
-		message,
-		mcpPrompt,
-		siblingInfo = null,
-		showDeleteDialog,
 		deletionInfo,
+		mcpPrompt,
+		message,
+		onConfirmDelete,
 		onCopy,
-		onEdit,
 		onDelete,
-		onConfirmDelete,
+		onEdit,
 		onNavigateToSibling,
-		onShowDeleteDialogChange
+		onShowDeleteDialogChange,
+		showDeleteDialog,
+		siblingInfo = null
 	}: Props = $props();
 
 	// Get edit context
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageMcpPrompt/ChatMessageMcpPromptContent.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageMcpPrompt/ChatMessageMcpPromptContent.svelte
index 3d5dec3b6..3d45ca4da 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageMcpPrompt/ChatMessageMcpPromptContent.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageMcpPrompt/ChatMessageMcpPromptContent.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
+	import { TruncatedText } from '$lib/components/app/misc';
 	import { Card } from '$lib/components/ui/card';
-	import type { DatabaseMessageExtraMcpPrompt } from '$lib/types';
+	import * as Tooltip from '$lib/components/ui/tooltip';
+	import { McpPromptVariant } from '$lib/enums';
 	import { mcpStore } from '$lib/stores/mcp.svelte';
+	import type { DatabaseMessageExtraMcpPrompt } from '$lib/types';
 	import { SvelteMap } from 'svelte/reactivity';
-	import { McpPromptVariant } from '$lib/enums';
-	import { TruncatedText } from '$lib/components/app/misc';
-	import * as Tooltip from '$lib/components/ui/tooltip';
 
 	interface ContentPart {
 		text: string;
@@ -22,10 +22,10 @@
 
 	let {
 		class: className = '',
-		prompt,
-		variant = McpPromptVariant.MESSAGE,
 		isLoading = false,
-		loadError
+		loadError,
+		prompt,
+		variant = McpPromptVariant.MESSAGE
 	}: Props = $props();
 
 	let hoveredArgKey = $state<string | null>(null);
@@ -35,13 +35,15 @@
 
 	let contentParts = $derived.by((): ContentPart[] => {
 		if (!prompt.content || !hasArguments) {
-			return [{ text: prompt.content || '', argKey: null }];
+			return [{ argKey: null, text: prompt.content || '' }];
 		}
 
 		const parts: ContentPart[] = [];
+
 		let remaining = prompt.content;
 
 		const valueToKey = new SvelteMap<string, string>();
+
 		for (const [key, value] of argumentEntries) {
 			if (value && value.trim()) {
 				valueToKey.set(value, key);
@@ -55,20 +57,21 @@
 
 			for (const value of sortedValues) {
 				const index = remaining.indexOf(value);
+
 				if (index !== -1 && (earliestMatch === null || index < earliestMatch.index)) {
-					earliestMatch = { index, value, key: valueToKey.get(value)! };
+					earliestMatch = { index, key: valueToKey.get(value)!, value };
 				}
 			}
 
 			if (earliestMatch) {
 				if (earliestMatch.index > 0) {
-					parts.push({ text: remaining.slice(0, earliestMatch.index), argKey: null });
+					parts.push({ argKey: null, text: remaining.slice(0, earliestMatch.index) });
 				}
 
-				parts.push({ text: earliestMatch.value, argKey: earliestMatch.key });
+				parts.push({ argKey: earliestMatch.key, text: earliestMatch.value });
 				remaining = remaining.slice(earliestMatch.index + earliestMatch.value.length);
 			} else {
-				parts.push({ text: remaining, argKey: null });
+				parts.push({ argKey: null, text: remaining });
 
 				break;
 			}
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageSynthetic.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageSynthetic.svelte
new file mode 100644
index 000000000..aa4160c3f
--- /dev/null
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageSynthetic.svelte
@@ -0,0 +1,23 @@
+<script lang="ts">
+	import ChatMessageCwdChange from './ChatMessageCwdChange.svelte';
+	import type { DatabaseMessage } from '$lib/types';
+	import { parseCwdMessage } from '$lib/utils';
+
+	interface Props {
+		class?: string;
+		message: DatabaseMessage;
+	}
+
+	let { class: className = '', message }: Props = $props();
+
+	// Synthetic messages render a dedicated UI, never a user bubble. The only
+	// kind today is the working-directory change; parse the content so the
+	// row reuses the exact synthetic text (and future kinds slot in here).
+	let isCwdChange = $derived(parseCwdMessage(message.content) !== null);
+</script>
+
+{#if isCwdChange}
+	<ChatMessageCwdChange {message} class={className} />
+{:else}
+	<span class="text-muted-foreground block text-sm {className}">{message.content}</span>
+{/if}
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageSystem/ChatMessageSystem.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageSystem/ChatMessageSystem.svelte
index 24b3be4c5..30605ba9f 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageSystem/ChatMessageSystem.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageSystem/ChatMessageSystem.svelte
@@ -31,16 +31,16 @@
 
 	let {
 		class: className = '',
-		message,
-		siblingInfo = null,
-		showDeleteDialog,
 		deletionInfo,
+		message,
+		onConfirmDelete,
 		onCopy,
-		onEdit,
 		onDelete,
-		onConfirmDelete,
+		onEdit,
 		onNavigateToSibling,
 		onShowDeleteDialogChange,
+		showDeleteDialog,
+		siblingInfo = null,
 		textareaElement = $bindable()
 	}: Props = $props();
 
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlock.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlock.svelte
index b1daedfc8..5bbaa4ea3 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlock.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlock.svelte
@@ -1,22 +1,23 @@
 <script lang="ts">
-	import { BuiltInTool } from '$lib/enums';
-	import {
-		extractSearchQuery,
-		extractSearchResults,
-		isWebSearchToolName,
-		type AgenticSection
-	} from '$lib/utils';
-	import type { DatabaseMessageExtra } from '$lib/types';
 	import ChatMessageToolCallBlockDefault from './ChatMessageToolCallBlockDefault.svelte';
 	import ChatMessageToolCallBlockEditFile from './ChatMessageToolCallBlockEditFile.svelte';
 	import ChatMessageToolCallBlockExecShellCommand from './ChatMessageToolCallBlockExecShellCommand.svelte';
 	import ChatMessageToolCallBlockFileGlobSearch from './ChatMessageToolCallBlockFileGlobSearch.svelte';
 	import ChatMessageToolCallBlockGetDatetime from './ChatMessageToolCallBlockGetDatetime.svelte';
+	import ChatMessageToolCallBlockGetInfo from './ChatMessageToolCallBlockGetInfo.svelte';
 	import ChatMessageToolCallBlockGrepSearch from './ChatMessageToolCallBlockGrepSearch.svelte';
 	import ChatMessageToolCallBlockReadFile from './ChatMessageToolCallBlockReadFile.svelte';
 	import ChatMessageToolCallBlockRunJavascript from './ChatMessageToolCallBlockRunJavascript.svelte';
 	import ChatMessageToolCallBlockSearchResults from './ChatMessageToolCallBlockSearchResults.svelte';
 	import ChatMessageToolCallBlockWriteFile from './ChatMessageToolCallBlockWriteFile.svelte';
+	import { BuiltInTool } from '$lib/enums';
+	import type { DatabaseMessageExtra } from '$lib/types';
+	import {
+		type AgenticSection,
+		extractSearchQuery,
+		extractSearchResults,
+		isWebSearchToolName
+	} from '$lib/utils';
 
 	interface Props {
 		section: AgenticSection;
@@ -27,7 +28,7 @@
 		onToggle?: () => void;
 	}
 
-	let { section, attachments, open, isStreaming, isExecuting, onToggle }: Props = $props();
+	let { attachments, isExecuting, isStreaming, onToggle, open, section }: Props = $props();
 
 	const searchResults = $derived(extractSearchResults(section.toolResult));
 	const searchQuery = $derived(extractSearchQuery(section.toolArgs));
@@ -40,6 +41,8 @@
 	<ChatMessageToolCallBlockSearchResults {section} {open} {isStreaming} {onToggle} />
 {:else if section.toolName === BuiltInTool.GET_DATETIME}
 	<ChatMessageToolCallBlockGetDatetime {section} {isStreaming} />
+{:else if section.toolName === BuiltInTool.GET_INFO}
+	<ChatMessageToolCallBlockGetInfo {section} {isStreaming} />
 {:else if section.toolName === BuiltInTool.READ_FILE}
 	<ChatMessageToolCallBlockReadFile {section} {open} {isStreaming} {onToggle} />
 {:else if section.toolName === BuiltInTool.EDIT_FILE}
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockDefault.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockDefault.svelte
index 92652a0a8..34dfde78b 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockDefault.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockDefault.svelte
@@ -3,19 +3,19 @@
 	// Renders section.toolArgs / section.toolResult directly using the
 	// shared chrome shell.
 
+	import ToolCallBlock from './ToolCallBlock.svelte';
 	import { Loader2 } from '@lucide/svelte';
 	import { MarkdownContent, SyntaxHighlightedCode } from '$lib/components/app';
-	import { FileTypeText, ToolResultKind } from '$lib/enums';
 	import { MAX_HEIGHT_CODE_BLOCK } from '$lib/constants';
+	import { getBuiltinToolUi } from '$lib/constants/built-in-tools';
+	import { FileTypeText, ToolResultKind } from '$lib/enums';
+	import type { DatabaseMessageExtra } from '$lib/types';
 	import {
+		type AgenticSection,
 		classifyToolResult,
 		formatJsonPretty,
-		parseToolResultWithImages,
-		type AgenticSection
+		parseToolResultWithImages
 	} from '$lib/utils';
-	import { getBuiltinToolUi } from '$lib/constants/built-in-tools';
-	import type { DatabaseMessageExtra } from '$lib/types';
-	import ToolCallBlock from './ToolCallBlock.svelte';
 
 	interface Props {
 		section: AgenticSection;
@@ -25,7 +25,7 @@
 		onToggle?: () => void;
 	}
 
-	let { section, open, isStreaming, attachments, onToggle }: Props = $props();
+	let { attachments, isStreaming, onToggle, open, section }: Props = $props();
 
 	const title = $derived(getBuiltinToolUi(section.toolName)?.label ?? section.toolName ?? '');
 	const outputKind = $derived(classifyToolResult(section.toolResult));
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockEditFile.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockEditFile.svelte
index b990c3898..5ee9d4936 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockEditFile.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockEditFile.svelte
@@ -1,9 +1,10 @@
 <script lang="ts">
-	import { XCircle } from '@lucide/svelte';
-	import { MAX_HEIGHT_CODE_BLOCK, RESULT_STAT_SEPARATOR } from '$lib/constants';
-	import { computeLineDiff, prefixFor, type AgenticSection } from '$lib/utils';
 	import { parseEditFileMeta } from './parsers/edit-file';
 	import ToolCallBlock from './ToolCallBlock.svelte';
+	import { XCircle } from '@lucide/svelte';
+	import { MAX_HEIGHT_CODE_BLOCK, RESULT_STAT_SEPARATOR } from '$lib/constants';
+	import { toolsStore } from '$lib/stores/tools.svelte';
+	import { abbreviateHome, type AgenticSection, computeLineDiff, prefixFor } from '$lib/utils';
 
 	interface Props {
 		section: AgenticSection;
@@ -12,9 +13,10 @@
 		onToggle?: () => void;
 	}
 
-	let { section, open, isStreaming, onToggle }: Props = $props();
+	let { isStreaming, onToggle, open, section }: Props = $props();
 
 	const editFileMeta = $derived(parseEditFileMeta(section));
+	const home = $derived(toolsStore.serverHome);
 	const editDiffs = $derived(
 		(editFileMeta?.edits ?? []).map((edit) => computeLineDiff(edit.oldText, edit.newText))
 	);
@@ -23,7 +25,9 @@
 <ToolCallBlock {section} {open} {isStreaming} meta={editFileMeta} {onToggle}>
 	{#snippet titleSnippet()}
 		<span class="text-muted-foreground">Edit file </span>
-		<span class="font-mono">{editFileMeta?.filePath}</span>
+		<span class="font-mono" title={editFileMeta?.filePath}
+			>{abbreviateHome(editFileMeta?.filePath ?? '', home)}</span
+		>
 		{#if editFileMeta?.errorMessage}
 			<span class="ml-1 text-xs italic text-muted-foreground/70">(failed)</span>
 		{/if}
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockExecShellCommand.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockExecShellCommand.svelte
index 5de801d39..b2fa8b331 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockExecShellCommand.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockExecShellCommand.svelte
@@ -6,24 +6,26 @@
 	// The scroll-to-bottom auto-scroll logic mirrors what was here
 	// before extraction.
 
-	import { Check, Loader2, XCircle, AlertTriangle } from '@lucide/svelte';
+	import { parseExecShellCommandMeta } from './parsers/exec-shell-command';
+	import ToolCallBlock from './ToolCallBlock.svelte';
+	import { AlertTriangle, Check, Loader2, XCircle } from '@lucide/svelte';
 	import { CollapsibleTerminalBlock } from '$lib/components/app';
 	import { SETTINGS_KEYS } from '$lib/constants';
-	import { config } from '$lib/stores/settings.svelte';
 	import { TOOL_RUNTIME_SCROLL_AT_BOTTOM_THRESHOLD_PX } from '$lib/constants/auto-scroll';
+	import { config } from '$lib/stores/settings.svelte';
+	import { toolsStore } from '$lib/stores/tools.svelte';
+	import type { DatabaseMessageExtra } from '$lib/types';
 	import {
+		abbreviateHome,
+		type AgenticSection,
+		type ExecShellExitStatus,
 		highlightCode,
 		isExitCodeSummaryLine,
 		parseExecShellCommandError,
 		parseExecShellCommandExitStatus,
 		parseToolResultWithImages,
-		type AgenticSection,
-		type ExecShellExitStatus,
 		type ToolResultLine
 	} from '$lib/utils';
-	import { parseExecShellCommandMeta } from './parsers/exec-shell-command';
-	import type { DatabaseMessageExtra } from '$lib/types';
-	import ToolCallBlock from './ToolCallBlock.svelte';
 
 	interface Props {
 		section: AgenticSection;
@@ -37,7 +39,7 @@
 		onToggle?: () => void;
 	}
 
-	let { section, open, isStreaming, isExecuting = false, attachments, onToggle }: Props = $props();
+	let { attachments, isExecuting = false, isStreaming, onToggle, open, section }: Props = $props();
 
 	// `isLive` covers all in-flight phases: pre-chunk spinner and
 	// streaming itself. Frozen output (tool done while agent continues)
@@ -75,6 +77,14 @@
 		execShellMeta ? highlightCode(execShellMeta.command, 'bash') : ''
 	);
 
+	// The working directory the command ran with, persisted per call on the
+	// tool result message (it travels via the x-tool-cwd header, not the tool
+	// args). Reading it from the section keeps it accurate even if the
+	// conversation cwd changes later.
+	const cwd = $derived(section.toolCwd);
+	const home = $derived(toolsStore.serverHome);
+	const wdDisplay = $derived(abbreviateHome(cwd ?? '', home));
+
 	const exitBadgeClass = $derived(
 		execShellExitStatus?.timedOut
 			? 'exit-badge warning'
@@ -98,6 +108,7 @@
 
 	function isAtBottom(): boolean {
 		if (!scrollEl) return false;
+
 		return (
 			scrollEl.scrollHeight - scrollEl.clientHeight - scrollEl.scrollTop <=
 			SCROLL_BOTTOM_THRESHOLD_PX
@@ -106,6 +117,7 @@
 
 	function scrollToBottomOnFrame() {
 		if (pendingFrame !== null || !scrollEl || userScrolledUp) return;
+
 		pendingFrame = requestAnimationFrame(() => {
 			pendingFrame = null;
 
@@ -118,18 +130,23 @@
 
 	function handleScrollEvent() {
 		if (!scrollEl) return;
+
 		const isScrollingUp = scrollEl.scrollTop < lastScrollTop;
+
 		if (isScrollingUp && !isAtBottom()) {
 			userScrolledUp = true;
 		} else if (isAtBottom()) {
 			userScrolledUp = false;
 		}
+
 		lastScrollTop = scrollEl.scrollTop;
 	}
 
 	$effect(() => {
 		void section.toolResult;
+
 		if (!scrollEl || !autoScroll) return;
+
 		scrollToBottomOnFrame();
 	});
 
@@ -139,10 +156,11 @@
 		if (!scrollEl || !autoScroll) return;
 
 		const observer = new MutationObserver(() => scrollToBottomOnFrame());
+
 		observer.observe(scrollEl, {
+			characterData: true,
 			childList: true,
-			subtree: true,
-			characterData: true
+			subtree: true
 		});
 
 		return () => observer.disconnect();
@@ -159,6 +177,11 @@
 </script>
 
 {#snippet execShellTitle()}
+	{#if cwd}
+		<span class="exec-wd" title={cwd}>{wdDisplay}</span>
+		<span class="exec-prompt">$</span>
+	{/if}
+
 	{#if highlightedCommandHtml}
 		<span class="font-mono">{@html highlightedCommandHtml}</span>
 	{:else}
@@ -232,6 +255,23 @@
 </ToolCallBlock>
 
 <style>
+	:root {
+		--exec-wd-margin: 0.4rem;
+	}
+
+	.exec-wd {
+		font-family: var(--font-mono);
+		color: var(--muted-foreground);
+		margin-right: var(--exec-wd-margin);
+	}
+
+	.exec-prompt {
+		font-family: var(--font-mono);
+		color: var(--muted-foreground);
+		opacity: 0.55;
+		margin-right: var(--exec-wd-margin);
+	}
+
 	.terminal-output {
 		overscroll-behavior: contain;
 	}
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockFileGlobSearch.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockFileGlobSearch.svelte
index ad082039f..37f7350fb 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockFileGlobSearch.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockFileGlobSearch.svelte
@@ -1,8 +1,9 @@
 <script lang="ts">
-	import { XCircle } from '@lucide/svelte';
-	import { type AgenticSection } from '$lib/utils';
 	import { parseFileGlobSearchMeta } from './parsers/file-glob-search';
 	import ToolCallBlock from './ToolCallBlock.svelte';
+	import { XCircle } from '@lucide/svelte';
+	import { toolsStore } from '$lib/stores/tools.svelte';
+	import { abbreviateHome, type AgenticSection } from '$lib/utils';
 
 	interface Props {
 		section: AgenticSection;
@@ -11,9 +12,10 @@
 		onToggle?: () => void;
 	}
 
-	let { section, open, isStreaming, onToggle }: Props = $props();
+	let { isStreaming, onToggle, open, section }: Props = $props();
 
 	const fileGlobMeta = $derived(parseFileGlobSearchMeta(section));
+	const home = $derived(toolsStore.serverHome);
 </script>
 
 <ToolCallBlock {section} {open} {isStreaming} meta={fileGlobMeta} {onToggle}>
@@ -26,7 +28,9 @@
 				<span class="font-mono">{fileGlobMeta.include}</span>
 			{/if}
 			<span class="text-muted-foreground">&nbsp;in&nbsp;</span>
-			<span class="font-mono">{fileGlobMeta.path}</span>
+			<span class="font-mono" title={fileGlobMeta.path}
+				>{abbreviateHome(fileGlobMeta.path, home)}</span
+			>
 		{/if}
 	{/snippet}
 
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockGetDatetime.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockGetDatetime.svelte
index e0c701dea..4c525daa7 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockGetDatetime.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockGetDatetime.svelte
@@ -8,7 +8,7 @@
 		isStreaming?: boolean;
 	}
 
-	let { section, isStreaming = false }: Props = $props();
+	let { isStreaming = false, section }: Props = $props();
 
 	const isPending = $derived(section.type === AgenticSectionType.TOOL_CALL_PENDING);
 	const isStreamingCall = $derived(section.type === AgenticSectionType.TOOL_CALL_STREAMING);
@@ -24,9 +24,12 @@
 
 		try {
 			const parsed: unknown = JSON.parse(toolResultString);
+
 			if (parsed && typeof parsed === 'object' && !Array.isArray(parsed)) {
 				const obj = parsed as Record<string, unknown>;
+
 				if (typeof obj.error === 'string') return { errorMessage: obj.error };
+
 				if (typeof obj.result === 'string') return { dateString: obj.result.trim() };
 			}
 		} catch {
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockGetInfo.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockGetInfo.svelte
new file mode 100644
index 000000000..7a975dc1b
--- /dev/null
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockGetInfo.svelte
@@ -0,0 +1,72 @@
+<script lang="ts">
+	import { Info, Loader2 } from '@lucide/svelte';
+	import { AgenticSectionType } from '$lib/enums';
+	import { toolsStore } from '$lib/stores/tools.svelte';
+	import { abbreviateHome, type AgenticSection } from '$lib/utils';
+
+	interface Props {
+		section: AgenticSection;
+		isStreaming?: boolean;
+	}
+
+	let { isStreaming = false, section }: Props = $props();
+
+	const isPending = $derived(section.type === AgenticSectionType.TOOL_CALL_PENDING);
+	const isStreamingCall = $derived(section.type === AgenticSectionType.TOOL_CALL_STREAMING);
+	const showSpinner = $derived(isPending || (isStreamingCall && isStreaming));
+
+	type GetInfoMeta = {
+		os?: string;
+		cwd?: string;
+		errorMessage?: string;
+	};
+
+	function parseGetInfoMeta(toolResultString: string | undefined): GetInfoMeta {
+		if (!toolResultString) return {};
+
+		try {
+			const parsed: unknown = JSON.parse(toolResultString);
+
+			if (parsed && typeof parsed === 'object' && !Array.isArray(parsed)) {
+				const obj = parsed as Record<string, unknown>;
+
+				if (typeof obj.error === 'string') return { errorMessage: obj.error };
+
+				return {
+					cwd: typeof obj.cwd === 'string' ? obj.cwd : undefined,
+					os: typeof obj.os === 'string' ? obj.os : undefined
+				};
+			}
+		} catch {
+			// not JSON - nothing to show
+		}
+
+		return {};
+	}
+
+	const infoMeta = $derived(parseGetInfoMeta(section.toolResult));
+	const home = $derived(toolsStore.serverHome);
+	const cwdDisplay = $derived(abbreviateHome(infoMeta.cwd ?? '', home));
+</script>
+
+<div class="text-muted-foreground flex items-center gap-2 py-1.5">
+	<Info class="text-muted-foreground/60 h-3.5 w-3.5 shrink-0" />
+	{#if showSpinner}
+		<span class="text-foreground/80 text-sm font-medium">Runtime info</span>
+		<Loader2 class="text-muted-foreground/70 h-3 w-3 animate-spin" />
+	{:else if infoMeta.errorMessage}
+		<span class="text-foreground/80 text-sm font-medium">Runtime info&nbsp;</span>
+		<span class="text-red-600 text-xs italic dark:text-red-400">-&nbsp;{infoMeta.errorMessage}</span
+		>
+	{:else if infoMeta.os || infoMeta.cwd}
+		<span class="text-foreground/80 text-sm font-medium">Runtime info&nbsp;</span>
+		{#if infoMeta.os}
+			<span class="font-mono text-foreground/90 text-sm">{infoMeta.os}</span>
+		{/if}
+		{#if infoMeta.cwd}
+			<span class="font-mono text-foreground/90 text-sm" title={infoMeta.cwd}>{cwdDisplay}</span>
+		{/if}
+	{:else}
+		<span class="text-foreground/80 text-sm font-medium">Runtime info</span>
+	{/if}
+</div>
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockGrepSearch.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockGrepSearch.svelte
index afb06fef7..86db568de 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockGrepSearch.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockGrepSearch.svelte
@@ -1,8 +1,9 @@
 <script lang="ts">
-	import { XCircle } from '@lucide/svelte';
-	import { type AgenticSection } from '$lib/utils';
 	import { parseGrepSearchMeta } from './parsers/grep-search';
 	import ToolCallBlock from './ToolCallBlock.svelte';
+	import { XCircle } from '@lucide/svelte';
+	import { toolsStore } from '$lib/stores/tools.svelte';
+	import { abbreviateHome, type AgenticSection } from '$lib/utils';
 
 	interface Props {
 		section: AgenticSection;
@@ -11,9 +12,10 @@
 		onToggle?: () => void;
 	}
 
-	let { section, open, isStreaming, onToggle }: Props = $props();
+	let { isStreaming, onToggle, open, section }: Props = $props();
 
 	const grepMeta = $derived(parseGrepSearchMeta(section));
+	const home = $derived(toolsStore.serverHome);
 </script>
 
 <ToolCallBlock {section} {open} {isStreaming} meta={grepMeta} {onToggle}>
@@ -22,7 +24,7 @@
 			<span class="text-muted-foreground">Search for&nbsp;</span>
 			<span class="font-mono">{grepMeta.pattern}</span>
 			<span class="text-muted-foreground">&nbsp;in&nbsp;</span>
-			<span class="font-mono">{grepMeta.path}</span>
+			<span class="font-mono" title={grepMeta.path}>{abbreviateHome(grepMeta.path, home)}</span>
 		{/if}
 	{/snippet}
 
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockReadFile.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockReadFile.svelte
index a99ff9cee..c4aa28a35 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockReadFile.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockReadFile.svelte
@@ -1,9 +1,9 @@
 <script lang="ts">
+	import { parseReadFileMeta } from './parsers/read-file';
+	import ToolCallBlock from './ToolCallBlock.svelte';
 	import { SyntaxHighlightedCode } from '$lib/components/app';
 	import { DEFAULT_LANGUAGE, MAX_HEIGHT_CODE_BLOCK } from '$lib/constants';
 	import { type AgenticSection } from '$lib/utils';
-	import { parseReadFileMeta } from './parsers/read-file';
-	import ToolCallBlock from './ToolCallBlock.svelte';
 
 	interface Props {
 		section: AgenticSection;
@@ -12,7 +12,7 @@
 		onToggle?: () => void;
 	}
 
-	let { section, open, isStreaming, onToggle }: Props = $props();
+	let { isStreaming, onToggle, open, section }: Props = $props();
 
 	const readFileMeta = $derived(parseReadFileMeta(section));
 </script>
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockRunJavascript.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockRunJavascript.svelte
index 707d83d73..38724e8d7 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockRunJavascript.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockRunJavascript.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import { XCircle, Terminal } from '@lucide/svelte';
-	import { SyntaxHighlightedCode } from '$lib/components/app';
-	import { FileTypeText } from '$lib/enums';
-	import { MAX_HEIGHT_CODE_BLOCK } from '$lib/constants';
-	import { getBuiltinToolUi, type AgenticSection } from '$lib/utils';
 	import { parseRunJavascriptMeta } from './parsers/run-javascript';
 	import ToolCallBlock from './ToolCallBlock.svelte';
+	import { Terminal, XCircle } from '@lucide/svelte';
+	import { SyntaxHighlightedCode } from '$lib/components/app';
+	import { MAX_HEIGHT_CODE_BLOCK } from '$lib/constants';
+	import { FileTypeText } from '$lib/enums';
+	import { type AgenticSection, getBuiltinToolUi } from '$lib/utils';
 
 	interface Props {
 		section: AgenticSection;
@@ -14,7 +14,7 @@
 		onToggle?: () => void;
 	}
 
-	let { section, open, isStreaming, onToggle }: Props = $props();
+	let { isStreaming, onToggle, open, section }: Props = $props();
 
 	const runJsMeta = $derived(parseRunJavascriptMeta(section));
 	const title = $derived(getBuiltinToolUi(section.toolName)?.label ?? section.toolName ?? '');
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockSearchResults.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockSearchResults.svelte
index 60862dd06..2a9cc493f 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockSearchResults.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockSearchResults.svelte
@@ -1,17 +1,17 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT, ICON_CLASS_SPIN } from '$lib/constants/css-classes';
 	import { Globe, Loader2 } from '@lucide/svelte';
 	import { CollapsibleContentBlock } from '$lib/components/app';
 	import * as HoverCard from '$lib/components/ui/hover-card';
+	import { ICON_CLASS_DEFAULT, ICON_CLASS_SPIN } from '$lib/constants/css-classes';
 	import { AgenticSectionType } from '$lib/enums';
 	import { mcpStore } from '$lib/stores/mcp.svelte';
 	import {
-		extractSearchResults,
+		type AgenticSection,
 		extractSearchQuery,
+		extractSearchResults,
 		faviconForUrl,
 		sanitizeExternalUrl,
-		type SearchResult,
-		type AgenticSection
+		type SearchResult
 	} from '$lib/utils';
 
 	interface Props {
@@ -21,7 +21,7 @@
 		onToggle?: () => void;
 	}
 
-	let { section, open = $bindable(false), isStreaming = false, onToggle }: Props = $props();
+	let { isStreaming = false, onToggle, open = $bindable(false), section }: Props = $props();
 
 	const isPending = $derived(section.type === AgenticSectionType.TOOL_CALL_PENDING);
 	const isStreamingCall = $derived(section.type === AgenticSectionType.TOOL_CALL_STREAMING);
@@ -43,6 +43,7 @@
 	// retrospective.
 	const title = $derived.by(() => {
 		const verb = showSpinner ? 'Searching' : 'Searched';
+
 		return query ? `${verb} web for "${query}"` : `${verb} web`;
 	});
 
@@ -52,13 +53,16 @@
 
 	function formatPublishDate(iso: string | undefined): string | null {
 		if (!iso) return null;
+
 		try {
 			const date = new Date(iso);
+
 			if (Number.isNaN(date.getTime())) return iso;
+
 			return date.toLocaleDateString(undefined, {
-				year: 'numeric',
+				day: 'numeric',
 				month: 'short',
-				day: 'numeric'
+				year: 'numeric'
 			});
 		} catch {
 			return iso;
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockWriteFile.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockWriteFile.svelte
index eda067662..742685fcc 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockWriteFile.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlockWriteFile.svelte
@@ -1,10 +1,11 @@
 <script lang="ts">
+	import { parseWriteFileMeta } from './parsers/write-file';
+	import ToolCallBlock from './ToolCallBlock.svelte';
 	import { XCircle } from '@lucide/svelte';
 	import { SyntaxHighlightedCode } from '$lib/components/app';
 	import { MAX_HEIGHT_CODE_BLOCK, RESULT_STAT_SEPARATOR } from '$lib/constants';
-	import { type AgenticSection } from '$lib/utils';
-	import { parseWriteFileMeta } from './parsers/write-file';
-	import ToolCallBlock from './ToolCallBlock.svelte';
+	import { toolsStore } from '$lib/stores/tools.svelte';
+	import { abbreviateHome, type AgenticSection } from '$lib/utils';
 
 	interface Props {
 		section: AgenticSection;
@@ -13,15 +14,18 @@
 		onToggle?: () => void;
 	}
 
-	let { section, open, isStreaming, onToggle }: Props = $props();
+	let { isStreaming, onToggle, open, section }: Props = $props();
 
 	const writeFileMeta = $derived(parseWriteFileMeta(section));
+	const home = $derived(toolsStore.serverHome);
 </script>
 
 <ToolCallBlock {section} {open} {isStreaming} meta={writeFileMeta} {onToggle}>
 	{#snippet titleSnippet()}
 		<span class="text-muted-foreground">Write file </span>
-		<span class="font-mono">{writeFileMeta?.filePath}</span>
+		<span class="font-mono" title={writeFileMeta?.filePath}
+			>{abbreviateHome(writeFileMeta?.filePath ?? '', home)}</span
+		>
 		{#if writeFileMeta?.errorMessage}
 			<span class="ml-1 text-xs italic text-muted-foreground/70">(failed)</span>
 		{/if}
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ToolCallBlock.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ToolCallBlock.svelte
index a17a74e16..c292544ac 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ToolCallBlock.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/ToolCallBlock.svelte
@@ -11,12 +11,12 @@
 
 	import { Loader2, Wrench } from '@lucide/svelte';
 	import { CollapsibleContentBlock } from '$lib/components/app';
+	import { getBuiltinToolUi } from '$lib/constants/built-in-tools';
 	import { ICON_CLASS_DEFAULT, ICON_CLASS_SPIN } from '$lib/constants/css-classes';
 	import { AgenticSectionType } from '$lib/enums';
-	import { getBuiltinToolUi } from '$lib/constants/built-in-tools';
 	import { mcpStore } from '$lib/stores/mcp.svelte';
-	import type { Component, Snippet } from 'svelte';
 	import type { AgenticSection, BuiltinToolUiEntry } from '$lib/utils';
+	import type { Component, Snippet } from 'svelte';
 
 	type ToolCallBlockMetaWithError = TMeta & { errorMessage?: string };
 
@@ -64,17 +64,17 @@
 	}
 
 	let {
-		section,
-		open,
+		children,
+		extraLiveStreaming = false,
 		isStreaming,
 		meta,
-		extraLiveStreaming = false,
+		onToggle,
+		open,
+		section,
 		spinIconWhenActive = false,
-		wrapper: Wrapper = CollapsibleContentBlock,
 		title,
 		titleSnippet,
-		onToggle,
-		children
+		wrapper: Wrapper = CollapsibleContentBlock
 	}: Props = $props();
 
 	const isPending = $derived(section.type === AgenticSectionType.TOOL_CALL_PENDING);
@@ -98,11 +98,15 @@
 		showSpinner || (toolUi?.icon ?? null) || !mcpServerFavicon ? null : mcpServerFavicon
 	);
 
+	// No subtitle while the call is in flight - the spinner already
+	// signals activity; only terminal states get a pill.
 	function subtitleFor(errorMessage?: string): string | undefined {
-		if (extraLiveStreaming) return 'streaming...';
-		if (showSpinner) return 'executing...';
+		if (showSpinner) return undefined;
+
 		if (errorMessage) return 'failed';
+
 		if (isStreamingCall && !isStreaming) return 'incomplete';
+
 		return undefined;
 	}
 
@@ -121,9 +125,9 @@
 	{onToggle}
 >
 	{@render children(meta, {
-		isStreaming,
+		isCodeStreaming,
 		isPending,
-		isStreamingCall,
-		isCodeStreaming
+		isStreaming,
+		isStreamingCall
 	})}
 </Wrapper>
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/_shared.ts b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/_shared.ts
index 6114f17b5..d8ca812b6 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/_shared.ts
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/_shared.ts
@@ -5,8 +5,8 @@
 // stay focused on its own format quirks.
 
 import { BuiltInTool } from '$lib/enums';
-import { parsePartialJsonArgs } from '$lib/utils/parse-partial-json-args';
 import type { AgenticSection } from '$lib/utils/agentic';
+import { parsePartialJsonArgs } from '$lib/utils/parse-partial-json-args';
 
 /**
  * Strict (final-state) JSON parser for a tool-args blob. Mirrors the
@@ -17,9 +17,11 @@ import type { AgenticSection } from '$lib/utils/agentic';
 function parseFinalToolArgs(blob: string): Record<string, unknown> | null {
 	try {
 		const parsed: unknown = JSON.parse(blob);
+
 		if (parsed && typeof parsed === 'object' && !Array.isArray(parsed)) {
 			return parsed as Record<string, unknown>;
 		}
+
 		return null;
 	} catch {
 		return null;
@@ -43,6 +45,7 @@ export function parseToolArgs(
 	options: { partial?: boolean } = {}
 ): Record<string, unknown> | null {
 	if (section.toolName !== expected || !section.toolArgs) return null;
+
 	return options.partial
 		? parsePartialJsonArgs(section.toolArgs)
 		: parseFinalToolArgs(section.toolArgs);
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/edit-file.ts b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/edit-file.ts
index 4bff25bb5..0c1fb9e43 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/edit-file.ts
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/edit-file.ts
@@ -3,10 +3,10 @@
 // rendering), plus the result blob for `result` / `edits_applied` /
 // `error` fields.
 
-import { BuiltInTool } from '$lib/enums';
-import { FILE_PATH_SEPARATOR_REGEX } from '$lib/constants';
-import { tryParseToolResultObject, type AgenticSection } from '$lib/utils';
 import { parseToolArgs } from './_shared';
+import { FILE_PATH_SEPARATOR_REGEX } from '$lib/constants';
+import { BuiltInTool } from '$lib/enums';
+import { type AgenticSection, tryParseToolResultObject } from '$lib/utils';
 
 export type EditFileEdit = {
 	oldText: string;
@@ -24,48 +24,57 @@ export type EditFileMeta = {
 
 export function parseEditFileMeta(section: AgenticSection): EditFileMeta | null {
 	const args = parseToolArgs(BuiltInTool.EDIT_FILE, section, { partial: true });
+
 	if (!args) return null;
 
 	const rawPath = args.path ?? args.file_path ?? args.filePath;
+
 	if (typeof rawPath !== 'string' || !rawPath) return null;
 
 	const fileName = rawPath.split(FILE_PATH_SEPARATOR_REGEX).pop() || rawPath;
-
 	// Filter the streamed edits array strictly: each entry must be an
 	// object with a non-empty `old_text`. Edits without an old_text
 	// would diff against empty and render as a full re-write.
 	const rawEdits = Array.isArray(args.edits) ? args.edits : [];
 	const edits: EditFileEdit[] = [];
+
 	for (const e of rawEdits) {
 		if (!e || typeof e !== 'object' || Array.isArray(e)) continue;
+
 		const obj = e as Record<string, unknown>;
 		const oldText = typeof obj.old_text === 'string' ? obj.old_text : '';
+
 		if (!oldText) continue;
+
 		const newText = typeof obj.new_text === 'string' ? obj.new_text : '';
-		edits.push({ oldText, newText });
+
+		edits.push({ newText, oldText });
 	}
 
 	const resultObj = tryParseToolResultObject(section.toolResult);
+
 	let resultMessage: string | undefined;
 	let editsApplied: number | undefined;
 	let errorMessage: string | undefined;
+
 	if (typeof resultObj?.error === 'string') {
 		errorMessage = resultObj.error;
 	} else if (resultObj) {
 		if (typeof resultObj.result === 'string') {
 			resultMessage = resultObj.result;
 		}
+
 		if (Number.isFinite(Number(resultObj.edits_applied))) {
 			editsApplied = Number(resultObj.edits_applied);
 		}
 	}
 
 	return {
-		fileName,
-		filePath: rawPath,
 		edits,
-		resultMessage,
 		editsApplied,
-		errorMessage
+		errorMessage,
+		fileName,
+		filePath: rawPath,
+		resultMessage
 	};
 }
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/exec-shell-command.ts b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/exec-shell-command.ts
index e8adbd18b..aa7cd7049 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/exec-shell-command.ts
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/exec-shell-command.ts
@@ -5,9 +5,9 @@
 // file only deals with what's strictly about *calling* the tool, since
 // the error / exit status elide from call-section to result-section.
 
+import { parseToolArgs } from './_shared';
 import { BuiltInTool } from '$lib/enums';
 import type { AgenticSection } from '$lib/utils';
-import { parseToolArgs } from './_shared';
 
 export type ExecShellCommandMeta = {
 	command: string;
@@ -15,9 +15,12 @@ export type ExecShellCommandMeta = {
 
 export function parseExecShellCommandMeta(section: AgenticSection): ExecShellCommandMeta | null {
 	const args = parseToolArgs(BuiltInTool.EXEC_SHELL_COMMAND, section);
+
 	if (!args) return null;
 
 	const commandRaw = args.command ?? args.cmd ?? args.shell_command;
+
 	if (typeof commandRaw !== 'string' || !commandRaw) return null;
+
 	return { command: commandRaw };
 }
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/file-glob-search.ts b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/file-glob-search.ts
index 1ad92b74c..bbd50ce89 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/file-glob-search.ts
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/file-glob-search.ts
@@ -4,9 +4,9 @@
 // parser keeps the original raw-text fallback for MCP servers that
 // emit unparseable output.
 
-import { BuiltInTool } from '$lib/enums';
-import { splitSearchSummaryList, type AgenticSection } from '$lib/utils';
 import { parseToolArgs } from './_shared';
+import { BuiltInTool } from '$lib/enums';
+import { type AgenticSection, splitSearchSummaryList } from '$lib/utils';
 
 export type FileGlobSearchMeta = {
 	path: string;
@@ -19,11 +19,13 @@ export type FileGlobSearchMeta = {
 
 export function parseFileGlobSearchMeta(section: AgenticSection): FileGlobSearchMeta | null {
 	const args = parseToolArgs(BuiltInTool.FILE_GLOB_SEARCH, section);
+
 	if (!args) return null;
 
 	const path = typeof args.path === 'string' ? args.path : '';
 	const include = typeof args.include === 'string' && args.include ? args.include : '**';
 	const exclude = typeof args.exclude === 'string' && args.exclude ? args.exclude : undefined;
+
 	if (!path) return null;
 
 	let matches: string[] = [];
@@ -31,17 +33,21 @@ export function parseFileGlobSearchMeta(section: AgenticSection): FileGlobSearch
 	let errorMessage: string | undefined;
 
 	const toolResultString = section.toolResult;
+
 	if (toolResultString) {
 		try {
 			const parsed: unknown = JSON.parse(toolResultString);
+
 			if (parsed && typeof parsed === 'object' && !Array.isArray(parsed)) {
 				const obj = parsed as Record<string, unknown>;
+
 				if (typeof obj.error === 'string') {
 					errorMessage = obj.error;
 				} else if (typeof obj.plain_text_response === 'string') {
 					const split = splitSearchSummaryList(obj.plain_text_response, (total) => {
 						totalMatches = total;
 					});
+
 					matches = split.lines;
 				}
 			}
@@ -50,9 +56,10 @@ export function parseFileGlobSearchMeta(section: AgenticSection): FileGlobSearch
 			const split = splitSearchSummaryList(toolResultString, (total) => {
 				totalMatches = total;
 			});
+
 			matches = split.lines;
 		}
 	}
 
-	return { path, include, exclude, matches, totalMatches, errorMessage };
+	return { errorMessage, exclude, include, matches, path, totalMatches };
 }
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/grep-search.ts b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/grep-search.ts
index 0e606e193..69c95210f 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/grep-search.ts
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/grep-search.ts
@@ -5,9 +5,9 @@
 // fallback so MCP servers that return unparseable output still get
 // surfaced.
 
-import { BuiltInTool } from '$lib/enums';
-import { splitSearchSummaryList, type AgenticSection } from '$lib/utils';
 import { parseToolArgs } from './_shared';
+import { BuiltInTool } from '$lib/enums';
+import { type AgenticSection, splitSearchSummaryList } from '$lib/utils';
 
 export type GrepSearchMatch = {
 	file: string;
@@ -28,10 +28,12 @@ export type GrepSearchMeta = {
 
 export function parseGrepSearchMeta(section: AgenticSection): GrepSearchMeta | null {
 	const args = parseToolArgs(BuiltInTool.GREP_SEARCH, section);
+
 	if (!args) return null;
 
 	const path = typeof args.path === 'string' ? args.path : '';
 	const pattern = typeof args.pattern === 'string' ? args.pattern : '';
+
 	if (!path || !pattern) return null;
 
 	const include = typeof args.include === 'string' && args.include ? args.include : '**';
@@ -43,17 +45,21 @@ export function parseGrepSearchMeta(section: AgenticSection): GrepSearchMeta | n
 	let errorMessage: string | undefined;
 
 	const toolResultString = section.toolResult;
+
 	if (toolResultString) {
 		try {
 			const parsed: unknown = JSON.parse(toolResultString);
+
 			if (parsed && typeof parsed === 'object' && !Array.isArray(parsed)) {
 				const obj = parsed as Record<string, unknown>;
+
 				if (typeof obj.error === 'string') {
 					errorMessage = obj.error;
 				} else if (typeof obj.plain_text_response === 'string') {
 					const split = splitSearchSummaryList(obj.plain_text_response, (total) => {
 						totalMatches = total;
 					});
+
 					matches = split.lines.map((line) => parseGrepLine(line, showLineNumbers));
 				}
 			}
@@ -64,19 +70,20 @@ export function parseGrepSearchMeta(section: AgenticSection): GrepSearchMeta | n
 			const split = splitSearchSummaryList(toolResultString, (total) => {
 				totalMatches = total;
 			});
+
 			matches = split.lines.map((line) => parseGrepLine(line, showLineNumbers));
 		}
 	}
 
 	return {
+		errorMessage,
+		exclude,
+		include,
+		matches,
 		path,
 		pattern,
-		include,
-		exclude,
 		showLineNumbers,
-		matches,
-		totalMatches,
-		errorMessage
+		totalMatches
 	};
 }
 
@@ -85,24 +92,29 @@ function parseGrepLine(line: string, showLineNumbers: boolean): GrepSearchMatch
 	//   <file>:<content>          when return_line_numbers=false
 	//   <file>:<lineno>:<content> when return_line_numbers=true
 	const firstColon = line.indexOf(':');
+
 	if (firstColon === -1) {
-		return { file: line, content: '' };
+		return { content: '', file: line };
 	}
+
 	const file = line.slice(0, firstColon);
 	const tail = line.slice(firstColon + 1);
 
 	if (!showLineNumbers) {
-		return { file, content: tail };
+		return { content: tail, file };
 	}
 
 	const secondColon = tail.indexOf(':');
+
 	if (secondColon === -1) {
-		return { file, content: tail };
+		return { content: tail, file };
 	}
+
 	const lineNum = parseInt(tail.slice(0, secondColon), 10);
+
 	return {
+		content: tail.slice(secondColon + 1),
 		file,
-		line: Number.isFinite(lineNum) ? lineNum : undefined,
-		content: tail.slice(secondColon + 1)
+		line: Number.isFinite(lineNum) ? lineNum : undefined
 	};
 }
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/read-file.ts b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/read-file.ts
index d37dcf501..cbde40df4 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/read-file.ts
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/read-file.ts
@@ -3,14 +3,14 @@
 // `start_line`+`line_count`). Args are parsed partially so a header
 // can render incrementally as the file path streams in.
 
-import { BuiltInTool } from '$lib/enums';
+import { parseToolArgs } from './_shared';
 import {
 	DEFAULT_LANGUAGE,
 	FILE_PATH_SEPARATOR_REGEX,
 	TEXT_LANGUAGE_PREFIX_REGEX
 } from '$lib/constants';
-import { getFileTypeByExtension, type AgenticSection } from '$lib/utils';
-import { parseToolArgs } from './_shared';
+import { BuiltInTool } from '$lib/enums';
+import { type AgenticSection, getFileTypeByExtension } from '$lib/utils';
 
 export type ReadFileMeta = {
 	fileName: string;
@@ -20,13 +20,14 @@ export type ReadFileMeta = {
 
 export function parseReadFileMeta(section: AgenticSection): ReadFileMeta | null {
 	const args = parseToolArgs(BuiltInTool.READ_FILE, section, { partial: true });
+
 	if (!args) return null;
 
 	const rawPath = args.path ?? args.file_path ?? args.filePath;
+
 	if (typeof rawPath !== 'string' || !rawPath) return null;
 
 	const fileName = rawPath.split(FILE_PATH_SEPARATOR_REGEX).pop() || rawPath;
-
 	// Models emit range arguments under several aliases. Accept all to
 	// stay forgiving across prompt variations.
 	const startRaw = args.start_line ?? args.line_start ?? args.startLine ?? args.from_line;
@@ -34,19 +35,22 @@ export function parseReadFileMeta(section: AgenticSection): ReadFileMeta | null
 	const countRaw = args.line_count ?? args.count ?? args.num_lines;
 
 	let lineRange: { start: number; end: number } | null = null;
+
 	const sNum = Number(startRaw);
 	const eNum = Number(endRaw);
+
 	if (startRaw != null && endRaw != null && Number.isFinite(sNum) && Number.isFinite(eNum)) {
-		lineRange = { start: sNum, end: eNum };
+		lineRange = { end: eNum, start: sNum };
 	} else if (startRaw != null && countRaw != null) {
 		const cNum = Number(countRaw);
+
 		if (Number.isFinite(sNum) && Number.isFinite(cNum)) {
-			lineRange = { start: sNum, end: sNum + cNum - 1 };
+			lineRange = { end: sNum + cNum - 1, start: sNum };
 		}
 	}
 
 	const fileType = getFileTypeByExtension(fileName);
 	const language = fileType ? fileType.replace(TEXT_LANGUAGE_PREFIX_REGEX, '') : DEFAULT_LANGUAGE;
 
-	return { fileName, lineRange, language };
+	return { fileName, language, lineRange };
 }
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/run-javascript.ts b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/run-javascript.ts
index 9bcba8f03..a74153d4d 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/run-javascript.ts
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/run-javascript.ts
@@ -5,9 +5,9 @@
 // failure renders as a flat line beginning with `Error:`. Both shapes
 // are handled.
 
+import { parseToolArgs } from './_shared';
 import { BuiltInTool } from '$lib/enums';
 import type { AgenticSection } from '$lib/utils';
-import { parseToolArgs } from './_shared';
 
 export type RunJavascriptMeta = {
 	code: string;
@@ -17,30 +17,37 @@ export type RunJavascriptMeta = {
 
 export function parseRunJavascriptMeta(section: AgenticSection): RunJavascriptMeta | null {
 	const args = parseToolArgs(BuiltInTool.RUN_JAVASCRIPT, section);
+
 	if (!args) return null;
 
 	const code = typeof args.code === 'string' ? args.code : '';
+
 	if (!code) return null;
 
 	const timeoutRaw = Number(args.timeout_ms);
 	const timeoutMs = Number.isFinite(timeoutRaw) && timeoutRaw > 0 ? timeoutRaw : undefined;
 
 	let errorMessage: string | undefined;
+
 	const toolResultString = section.toolResult;
+
 	if (toolResultString) {
 		// Branches matter here: a JSON object can carry `error`, but a
 		// JSON array always represents successful output (sandbox returns
 		// the array of values). Only when the result isn't a JSON object
 		// do we scan raw lines for the `Error:` prefix.
 		let parsedObject: Record<string, unknown> | null = null;
+
 		try {
 			const parsed: unknown = JSON.parse(toolResultString);
+
 			if (parsed && typeof parsed === 'object' && !Array.isArray(parsed)) {
 				parsedObject = parsed as Record<string, unknown>;
 			}
 		} catch {
 			parsedObject = null;
 		}
+
 		if (typeof parsedObject?.error === 'string') {
 			errorMessage = parsedObject.error;
 		} else if (!parsedObject) {
@@ -48,9 +55,10 @@ export function parseRunJavascriptMeta(section: AgenticSection): RunJavascriptMe
 				.split('\n')
 				.map((line) => line.trim())
 				.find((line) => line.startsWith('Error:'));
+
 			if (errorLine) errorMessage = errorLine.slice('Error:'.length).trim();
 		}
 	}
 
-	return { code, timeoutMs, errorMessage };
+	return { code, errorMessage, timeoutMs };
 }
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/write-file.ts b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/write-file.ts
index 95edc3d95..cdec283a0 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/write-file.ts
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/write-file.ts
@@ -3,14 +3,14 @@
 // finishes) and surfaces `bytes`, `result`, and `error` from the
 // result blob.
 
-import { BuiltInTool } from '$lib/enums';
+import { parseToolArgs } from './_shared';
 import {
 	DEFAULT_LANGUAGE,
 	FILE_PATH_SEPARATOR_REGEX,
 	TEXT_LANGUAGE_PREFIX_REGEX
 } from '$lib/constants';
-import { getFileTypeByExtension, tryParseToolResultObject, type AgenticSection } from '$lib/utils';
-import { parseToolArgs } from './_shared';
+import { BuiltInTool } from '$lib/enums';
+import { type AgenticSection, getFileTypeByExtension, tryParseToolResultObject } from '$lib/utils';
 
 export type WriteFileMeta = {
 	fileName: string;
@@ -24,18 +24,19 @@ export type WriteFileMeta = {
 
 export function parseWriteFileMeta(section: AgenticSection): WriteFileMeta | null {
 	const args = parseToolArgs(BuiltInTool.WRITE_FILE, section, { partial: true });
+
 	if (!args) return null;
 
 	// Tool contracts drifted over time: some models emit `path`,
 	// others `file_path` / `filePath`. Accept all three.
 	const rawPath = args.path ?? args.file_path ?? args.filePath;
+
 	if (typeof rawPath !== 'string' || !rawPath) return null;
 
 	const fileName = rawPath.split(FILE_PATH_SEPARATOR_REGEX).pop() || rawPath;
 	const content = typeof args.content === 'string' ? args.content : '';
 	const language =
 		getFileTypeByExtension(rawPath)?.replace(TEXT_LANGUAGE_PREFIX_REGEX, '') ?? DEFAULT_LANGUAGE;
-
 	const resultObj = tryParseToolResultObject(section.toolResult);
 	const bytesWritten =
 		resultObj && Number.isFinite(Number(resultObj.bytes)) ? Number(resultObj.bytes) : undefined;
@@ -43,12 +44,12 @@ export function parseWriteFileMeta(section: AgenticSection): WriteFileMeta | nul
 	const errorMessage = typeof resultObj?.error === 'string' ? resultObj.error : undefined;
 
 	return {
+		bytesWritten,
+		content,
+		errorMessage,
 		fileName,
 		filePath: rawPath,
 		language,
-		content,
-		bytesWritten,
-		resultMessage,
-		errorMessage
+		resultMessage
 	};
 }
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageUser/ChatMessageUser.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageUser/ChatMessageUser.svelte
index f7590c3a3..7e79ab230 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageUser/ChatMessageUser.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageUser/ChatMessageUser.svelte
@@ -6,9 +6,9 @@
 		ChatMessageUserBubble
 	} from '$lib/components/app/chat';
 	import { getMessageEditContext } from '$lib/contexts';
+	import { ChatMessageStatisticsMode, MessageRole } from '$lib/enums';
 	import { useProcessingState } from '$lib/hooks/use-processing-state.svelte';
 	import { isLoading } from '$lib/stores/chat.svelte';
-	import { MessageRole, ChatMessageStatisticsMode } from '$lib/enums';
 	import { config } from '$lib/stores/settings.svelte';
 
 	interface Props {
@@ -35,19 +35,19 @@
 
 	let {
 		class: className = '',
-		message,
-		siblingInfo = null,
 		deletionInfo,
 		isLastUserMessage = false,
+		message,
 		nextAssistantMessage = null,
-		showDeleteDialog,
-		onEdit,
-		onDelete,
 		onConfirmDelete,
+		onCopy,
+		onDelete,
+		onEdit,
 		onForkConversation,
-		onShowDeleteDialogChange,
 		onNavigateToSibling,
-		onCopy
+		onShowDeleteDialogChange,
+		showDeleteDialog,
+		siblingInfo = null
 	}: Props = $props();
 
 	// Get contexts
@@ -60,13 +60,14 @@
 	// For agentic turns, prefer the cumulative agentic.llm totals over per-call timings.
 	let storedReadingStats = $derived.by(() => {
 		const timings = nextAssistantMessage?.timings;
+
 		if (!timings?.prompt_n || !timings?.prompt_ms) return null;
 
 		const agentic = timings.agentic;
 
 		return {
-			promptTokens: agentic ? agentic.llm.prompt_n : timings.prompt_n,
-			promptMs: agentic ? agentic.llm.prompt_ms : timings.prompt_ms
+			promptMs: agentic ? agentic.llm.prompt_ms : timings.prompt_ms,
+			promptTokens: agentic ? agentic.llm.prompt_n : timings.prompt_n
 		};
 	});
 
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageUser/ChatMessageUserBubble.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageUser/ChatMessageUserBubble.svelte
index 04e6715bf..f5a3ff6f9 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageUser/ChatMessageUserBubble.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageUser/ChatMessageUserBubble.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
+	import { ChatAttachmentsList, MarkdownContent, MentionText } from '$lib/components/app';
 	import { Card } from '$lib/components/ui/card';
-	import { ChatAttachmentsList, MarkdownContent } from '$lib/components/app';
 	import { config } from '$lib/stores/settings.svelte';
 	import type { DatabaseMessageExtra } from '$lib/types/database';
 
@@ -14,12 +14,12 @@
 	}
 
 	let {
-		content,
 		attachments = [],
-		renderMarkdown = false,
-		textColorClass = 'text-foreground',
 		cardBgClass = 'dark:bg-primary/15',
-		maxHeightStyle = ''
+		content,
+		maxHeightStyle = '',
+		renderMarkdown = false,
+		textColorClass = 'text-foreground'
 	}: Props = $props();
 
 	let isMultiline = $state(false);
@@ -31,6 +31,7 @@
 
 		if (content.includes('\n')) {
 			isMultiline = true;
+
 			return;
 		}
 
@@ -68,9 +69,9 @@
 				<MarkdownContent class="markdown-user-content" {content} />
 			</div>
 		{:else}
-			<span bind:this={messageElement} class="text-md whitespace-pre-wrap">
-				{content}
-			</span>
+			<span bind:this={messageElement} class="text-md whitespace-pre-wrap"
+				><MentionText {content} /></span
+			>
 		{/if}
 	</Card>
 {/if}
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageUser/ChatMessageUserPending.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageUser/ChatMessageUserPending.svelte
index 1cc79fe6b..f3e8c4e91 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageUser/ChatMessageUserPending.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageUser/ChatMessageUserPending.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
-	import { ActionIcon, ChatMessageEditForm, ChatMessageUserBubble } from '$lib/components/app';
 	import { ArrowUp, Edit, Trash2 } from '@lucide/svelte';
+	import { ActionIcon, ChatMessageEditForm, ChatMessageUserBubble } from '$lib/components/app';
 	import { useMessageEditContext } from '$lib/hooks/use-message-edit-context.svelte';
 
 	interface Props {
@@ -16,9 +16,9 @@
 		class: className = '',
 		content,
 		extras = [],
-		onSendImmediately,
+		onDelete,
 		onEdit,
-		onDelete
+		onSendImmediately
 	}: Props = $props();
 
 	const editCtx = useMessageEditContext({
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionCard/ChatMessageActionCard.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionCard/ChatMessageActionCard.svelte
index 17d8e21d7..3a60e674c 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionCard/ChatMessageActionCard.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionCard/ChatMessageActionCard.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
 	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import type { Snippet, Component } from 'svelte';
+	import type { Component, Snippet } from 'svelte';
 
 	interface Props {
 		icon: Component<{ class?: string }>;
@@ -8,7 +8,7 @@
 		actions: Snippet;
 	}
 
-	let { icon: IconComponent, message, actions }: Props = $props();
+	let { actions, icon: IconComponent, message }: Props = $props();
 </script>
 
 <div class="my-2 rounded-lg border border-border bg-card p-3">
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionCard/ChatMessageActionCardContinueRequest.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionCard/ChatMessageActionCardContinueRequest.svelte
index bbb1f0ac2..cb8ad09cd 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionCard/ChatMessageActionCardContinueRequest.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionCard/ChatMessageActionCardContinueRequest.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
+	import ChatMessageActionCard from './ChatMessageActionCard.svelte';
 	import { RotateCw } from '@lucide/svelte';
 	import { Button } from '$lib/components/ui/button';
-	import ChatMessageActionCard from './ChatMessageActionCard.svelte';
 
 	interface Props {
 		onDecision: (shouldContinue: boolean) => void;
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionCard/ChatMessageActionCardPermissionRequest.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionCard/ChatMessageActionCardPermissionRequest.svelte
index 7f25c4549..ef79fabed 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionCard/ChatMessageActionCardPermissionRequest.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionCard/ChatMessageActionCardPermissionRequest.svelte
@@ -3,10 +3,10 @@
 	import { ChatMessageActionCard } from '$lib/components/app';
 	import { Button, buttonVariants } from '$lib/components/ui/button';
 	import * as ButtonGroup from '$lib/components/ui/button-group';
-	import { cn } from '$lib/components/ui/utils';
 	import * as DropdownMenu from '$lib/components/ui/dropdown-menu';
-	import { ToolSource, ToolPermissionDecision } from '$lib/enums';
+	import { cn } from '$lib/components/ui/utils';
 	import { TOOL_SERVER_LABELS } from '$lib/constants';
+	import { ToolPermissionDecision, ToolSource } from '$lib/enums';
 	import { toolsStore } from '$lib/stores/tools.svelte';
 
 	interface Props {
@@ -15,7 +15,7 @@
 		onDecision: (decision: ToolPermissionDecision) => void;
 	}
 
-	let { toolName, serverLabel, onDecision }: Props = $props();
+	let { onDecision, serverLabel, toolName }: Props = $props();
 </script>
 
 <ChatMessageActionCard icon={ShieldQuestion}>
@@ -40,7 +40,7 @@
 
 				<DropdownMenu.Trigger
 					class={cn(
-						buttonVariants({ variant: 'secondary', size: 'sm' }),
+						buttonVariants({ size: 'sm', variant: 'secondary' }),
 						'inline-flex cursor-pointer items-center !rounded-l-none !shadow-none !px-2'
 					)}
 					aria-label="More allow options"
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionIcons/ChatMessageActionIcons.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionIcons/ChatMessageActionIcons.svelte
index 503a2d086..d08dafcff 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionIcons/ChatMessageActionIcons.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionIcons/ChatMessageActionIcons.svelte
@@ -1,14 +1,14 @@
 <script lang="ts">
-	import { Edit, Copy, RefreshCw, Trash2, ArrowRight, GitBranch } from '@lucide/svelte';
+	import { ArrowRight, Copy, Edit, GitBranch, RefreshCw, Trash2 } from '@lucide/svelte';
 	import {
 		ActionIcon,
 		ChatMessageActionIconsBranchingControls,
 		DialogConfirmation
 	} from '$lib/components/app';
-	import { Switch } from '$lib/components/ui/switch';
 	import { Checkbox } from '$lib/components/ui/checkbox';
 	import Input from '$lib/components/ui/input/input.svelte';
 	import Label from '$lib/components/ui/label/label.svelte';
+	import { Switch } from '$lib/components/ui/switch';
 	import { MessageRole } from '$lib/enums';
 	import { activeConversation } from '$lib/stores/conversations.svelte';
 
@@ -42,21 +42,21 @@
 		actionsPosition,
 		deletionInfo,
 		justify,
-		onCopy,
-		onEdit,
 		onConfirmDelete,
 		onContinue,
+		onCopy,
 		onDelete,
+		onEdit,
 		onForkConversation,
 		onNavigateToSibling,
-		onShowDeleteDialogChange,
+		onRawOutputToggle,
 		onRegenerate,
+		onShowDeleteDialogChange,
+		rawOutputEnabled = false,
 		role,
-		siblingInfo = null,
 		showDeleteDialog,
 		showRawOutputSwitch = false,
-		rawOutputEnabled = false,
-		onRawOutputToggle
+		siblingInfo = null
 	}: Props = $props();
 
 	let showForkDialog = $state(false);
@@ -77,7 +77,7 @@
 	}
 
 	function handleConfirmFork() {
-		onForkConversation?.({ name: forkName.trim(), includeAttachments: forkIncludeAttachments });
+		onForkConversation?.({ includeAttachments: forkIncludeAttachments, name: forkName.trim() });
 		showForkDialog = false;
 	}
 </script>
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionIcons/ChatMessageActionIconsBranchingControls.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionIcons/ChatMessageActionIconsBranchingControls.svelte
index 465dcab73..37a6a7d94 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionIcons/ChatMessageActionIconsBranchingControls.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageActions/ChatMessageActionIcons/ChatMessageActionIconsBranchingControls.svelte
@@ -8,7 +8,7 @@
 		onNavigateToSibling?: (siblingId: string) => void;
 	}
 
-	let { class: className = '', siblingInfo, onNavigateToSibling }: Props = $props();
+	let { class: className = '', onNavigateToSibling, siblingInfo }: Props = $props();
 
 	let hasPrevious = $derived(siblingInfo && siblingInfo.currentIndex > 0);
 	let hasNext = $derived(siblingInfo && siblingInfo.currentIndex < siblingInfo.totalSiblings - 1);
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageAgenticContent.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageAgenticContent.svelte
index 751d13756..2b4a22dd4 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageAgenticContent.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageAgenticContent.svelte
@@ -1,29 +1,28 @@
 <script lang="ts">
+	import ChatMessageToolCallBlock from './ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlock.svelte';
+	import ChatMessageReasoningBlock from './ChatMessageReasoningBlock.svelte';
 	import {
-		ChatMessageStatistics,
-		MarkdownContent,
+		ChatMessageActionCardContinueRequest,
 		ChatMessageActionCardPermissionRequest,
-		ChatMessageActionCardContinueRequest
+		ChatMessageStatistics,
+		MarkdownContent
 	} from '$lib/components/app';
-
 	import { AgenticSectionType, ChatMessageStatsView, ToolPermissionDecision } from '$lib/enums';
-	import type {
-		ChatMessageAgenticTimings,
-		ChatMessageAgenticTurnStats,
-		DatabaseMessage
-	} from '$lib/types';
-	import { deriveAgenticSections, type AgenticSection } from '$lib/utils';
 	import {
-		agenticPendingPermissionRequest,
-		agenticResolvePermission,
+		agenticExecutingToolCallId,
+		agenticLastError,
 		agenticPendingContinueRequest,
+		agenticPendingPermissionRequest,
 		agenticResolveContinue,
-		agenticLastError,
-		agenticExecutingToolCallId
+		agenticResolvePermission
 	} from '$lib/stores/agentic.svelte';
 	import { config } from '$lib/stores/settings.svelte';
-	import ChatMessageReasoningBlock from './ChatMessageReasoningBlock.svelte';
-	import ChatMessageToolCallBlock from './ChatMessage/ChatMessageToolCall/ChatMessageToolCallBlock.svelte';
+	import type {
+		ChatMessageAgenticTimings,
+		ChatMessageAgenticTurnStats,
+		DatabaseMessage
+	} from '$lib/types';
+	import { type AgenticSection, deriveAgenticSections } from '$lib/utils';
 
 	interface Props {
 		message: DatabaseMessage;
@@ -33,15 +32,14 @@
 	}
 
 	let {
-		message,
-		toolMessages = [],
+		isLastAssistantMessage = false,
 		isStreaming = false,
-		isLastAssistantMessage = false
+		message,
+		toolMessages = []
 	}: Props = $props();
 
 	let expandedStates: Record<number, boolean> = $state({});
 
-	const renderThinkingAsMarkdown = $derived(config().renderThinkingAsMarkdown as boolean);
 	const showThoughtInProgress = $derived(Boolean(config().showThoughtInProgress));
 	const alwaysShowToolCallContent = $derived(Boolean(config().alwaysShowToolCallContent));
 	const showMessageStats = $derived(Boolean(config().showMessageStats));
@@ -61,6 +59,7 @@
 	$effect(() => {
 		if (pendingPermission !== prevPendingRef) {
 			prevPendingRef = pendingPermission;
+
 			if (pendingPermission) {
 				permissionDismissed = false;
 			}
@@ -82,6 +81,7 @@
 	$effect(() => {
 		if (pendingContinue !== prevContinueRef) {
 			prevContinueRef = pendingContinue;
+
 			if (pendingContinue) {
 				continueDismissed = false;
 			}
@@ -106,6 +106,7 @@
 
 	const turnGroups: TurnGroup[] = $derived.by(() => {
 		const groups: TurnGroup[] = [];
+
 		let currentTurn: AgenticSection[] = [];
 		let currentIndices: number[] = [];
 		let prevWasTool = false;
@@ -118,7 +119,7 @@
 				section.type === AgenticSectionType.TOOL_CALL_STREAMING;
 
 			if (!isTool && prevWasTool && currentTurn.length > 0) {
-				groups.push({ sections: currentTurn, flatIndices: currentIndices });
+				groups.push({ flatIndices: currentIndices, sections: currentTurn });
 				currentTurn = [];
 				currentIndices = [];
 			}
@@ -129,7 +130,7 @@
 		}
 
 		if (currentTurn.length > 0) {
-			groups.push({ sections: currentTurn, flatIndices: currentIndices });
+			groups.push({ flatIndices: currentIndices, sections: currentTurn });
 		}
 
 		return groups;
@@ -167,11 +168,11 @@
 
 	function buildTurnAgenticTimings(stats: ChatMessageAgenticTurnStats): ChatMessageAgenticTimings {
 		return {
-			turns: 1,
+			llm: stats.llm,
+			toolCalls: stats.toolCalls,
 			toolCallsCount: stats.toolCalls.length,
 			toolsMs: stats.toolsMs,
-			toolCalls: stats.toolCalls,
-			llm: stats.llm
+			turns: 1
 		};
 	}
 </script>
@@ -186,7 +187,6 @@
 			{section}
 			open={isExpanded(index, section)}
 			{isStreaming}
-			{renderThinkingAsMarkdown}
 			{hasReasoningError}
 			attachments={message?.extra}
 			onToggle={() => toggleExpanded(index, section)}
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageEditForm.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageEditForm.svelte
index 962f2a285..f44cd432e 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageEditForm.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageEditForm.svelte
@@ -1,8 +1,8 @@
 <script lang="ts">
-	import { X, AlertTriangle } from '@lucide/svelte';
+	import { AlertTriangle, X } from '@lucide/svelte';
+	import { ChatForm, DialogConfirmation } from '$lib/components/app';
 	import { Button } from '$lib/components/ui/button';
 	import { Switch } from '$lib/components/ui/switch';
-	import { ChatForm, DialogConfirmation } from '$lib/components/app';
 	import { getMessageEditContext } from '$lib/contexts';
 	import { KeyboardKey, MessageRole } from '$lib/enums';
 	import { chatStore } from '$lib/stores/chat.svelte';
@@ -19,6 +19,7 @@
 
 	let hasUnsavedChanges = $derived.by(() => {
 		if (editCtx.editedContent !== editCtx.originalContent) return true;
+
 		if (editCtx.editedUploadedFiles.length > 0) return true;
 
 		const extrasChanged =
@@ -71,17 +72,20 @@
 
 	function handleAttachmentRemove(index: number) {
 		const newExtras = [...editCtx.editedExtras];
+
 		newExtras.splice(index, 1);
 		editCtx.setExtras(newExtras);
 	}
 
 	function handleUploadedFileRemove(fileId: string) {
 		const newFiles = editCtx.editedUploadedFiles.filter((f) => f.id !== fileId);
+
 		editCtx.setUploadedFiles(newFiles);
 	}
 
 	async function handleFilesAdd(files: File[]) {
 		const processed = await processFilesToChatUploaded(files);
+
 		editCtx.setUploadedFiles([...editCtx.editedUploadedFiles, ...processed]);
 	}
 
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageReasoningBlock.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageReasoningBlock.svelte
index 833cae5db..ea3743e6c 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageReasoningBlock.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageReasoningBlock.svelte
@@ -1,8 +1,9 @@
 <script lang="ts">
 	import { Lightbulb } from '@lucide/svelte';
 	import { CollapsibleContentBlock, MarkdownContent } from '$lib/components/app';
-	import { AgenticSectionType } from '$lib/enums';
 	import { REASONING_SCROLL_AT_BOTTOM_THRESHOLD_PX } from '$lib/constants/auto-scroll';
+	import { AgenticSectionType } from '$lib/enums';
+	import { config } from '$lib/stores/settings.svelte';
 	import type { DatabaseMessageExtra } from '$lib/types';
 	import type { AgenticSection } from '$lib/utils';
 
@@ -10,22 +11,22 @@
 		section: AgenticSection;
 		open: boolean;
 		isStreaming: boolean;
-		renderThinkingAsMarkdown: boolean;
 		hasReasoningError?: boolean;
 		attachments?: DatabaseMessageExtra[];
 		onToggle?: () => void;
 	}
 
 	let {
-		section,
-		open,
-		isStreaming,
-		renderThinkingAsMarkdown,
-		hasReasoningError = false,
 		attachments,
-		onToggle
+		hasReasoningError = false,
+		isStreaming,
+		onToggle,
+		open,
+		section
 	}: Props = $props();
 
+	const currentConfig = config();
+
 	const REASONING_HEADER = 'Reasoning';
 	const REASONING_HEADER_PENDING = 'Reasoning...';
 	const REASONING_SUBTITLE_ERROR = 'Error';
@@ -37,9 +38,11 @@
 		if (isPending && !isStreaming) {
 			return hasReasoningError ? REASONING_SUBTITLE_ERROR : REASONING_SUBTITLE_CANCELLED;
 		}
+
 		if (section.wasInterrupted) {
 			return hasReasoningError ? REASONING_SUBTITLE_ERROR : REASONING_SUBTITLE_CANCELLED;
 		}
+
 		return isStreaming ? '' : undefined;
 	});
 	const shimmerTitle = $derived(isPending && isStreaming);
@@ -54,6 +57,7 @@
 
 	function isAtBottom(): boolean {
 		if (!scrollEl) return false;
+
 		return (
 			scrollEl.scrollHeight - scrollEl.clientHeight - scrollEl.scrollTop <=
 			SCROLL_BOTTOM_THRESHOLD_PX
@@ -62,8 +66,10 @@
 
 	function scrollToBottomOnFrame() {
 		if (pendingFrame !== null || !scrollEl || userScrolledUp) return;
+
 		pendingFrame = requestAnimationFrame(() => {
 			pendingFrame = null;
+
 			// User may scroll between scheduling and paint.
 			if (scrollEl && !userScrolledUp) {
 				scrollEl.scrollTop = scrollEl.scrollHeight;
@@ -73,18 +79,23 @@
 
 	function handleScrollEvent() {
 		if (!scrollEl) return;
+
 		const isScrollingUp = scrollEl.scrollTop < lastScrollTop;
+
 		if (isScrollingUp && !isAtBottom()) {
 			userScrolledUp = true;
 		} else if (isAtBottom()) {
 			userScrolledUp = false;
 		}
+
 		lastScrollTop = scrollEl.scrollTop;
 	}
 
 	$effect(() => {
 		void section.content;
+
 		if (!scrollEl || !isPending || !isStreaming) return;
+
 		scrollToBottomOnFrame();
 	});
 
@@ -94,10 +105,11 @@
 		if (!scrollEl || !isPending || !isStreaming) return;
 
 		const observer = new MutationObserver(() => scrollToBottomOnFrame());
+
 		observer.observe(scrollEl, {
+			characterData: true,
 			childList: true,
-			subtree: true,
-			characterData: true
+			subtree: true
 		});
 
 		return () => observer.disconnect();
@@ -128,7 +140,7 @@
 		class:is-streaming={isPending}
 		onscroll={handleScrollEvent}
 	>
-		{#if renderThinkingAsMarkdown}
+		{#if currentConfig.renderThinkingAsMarkdown}
 			<MarkdownContent content={section.content} class="text-muted-foreground" {attachments} />
 		{:else}
 			<div
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageStatistics/ChatMessageStatistics.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageStatistics/ChatMessageStatistics.svelte
index 7ef73a499..1358f0151 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageStatistics/ChatMessageStatistics.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageStatistics/ChatMessageStatistics.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import { Clock, Gauge, WholeWord, BookOpenText, Sparkles, Wrench, Layers } from '@lucide/svelte';
+	import { BookOpenText, Clock, Gauge, Layers, Sparkles, WholeWord, Wrench } from '@lucide/svelte';
 	import { ChatMessageStatisticsBadge } from '$lib/components/app';
 	import * as Tooltip from '$lib/components/ui/tooltip';
-	import { ChatMessageStatsView, ChatMessageStatisticsMode } from '$lib/enums';
+	import { DEFAULT_PERFORMANCE_TIME, MS_PER_SECOND } from '$lib/constants';
+	import { ChatMessageStatisticsMode, ChatMessageStatsView } from '$lib/enums';
 	import type { ChatMessageAgenticTimings } from '$lib/types/chat';
 	import { formatPerformanceTime } from '$lib/utils';
-	import { MS_PER_SECOND, DEFAULT_PERFORMANCE_TIME } from '$lib/constants';
 	import type { Component } from 'svelte';
 
 	interface Props {
@@ -23,17 +23,17 @@
 	}
 
 	let {
-		predictedTokens,
-		predictedMs,
-		promptTokens,
-		promptMs,
+		agenticTimings,
+		hideSummary = false,
+		initialView = ChatMessageStatsView.GENERATION,
 		isLive = false,
 		isProcessingPrompt = false,
-		initialView = ChatMessageStatsView.GENERATION,
-		agenticTimings,
+		mode = ChatMessageStatisticsMode.SWITCHABLE,
 		onActiveViewChange,
-		hideSummary = false,
-		mode = ChatMessageStatisticsMode.SWITCHABLE
+		predictedMs,
+		predictedTokens,
+		promptMs,
+		promptTokens
 	}: Props = $props();
 
 	let isSwitchable = $derived(mode === ChatMessageStatisticsMode.SWITCHABLE);
@@ -168,35 +168,35 @@
 		<div class="inline-flex items-center rounded-sm bg-muted-foreground/15 p-0.5">
 			{#if hasPromptStats || isLive}
 				{@render viewButton({
-					view: ChatMessageStatsView.READING,
 					icon: BookOpenText,
 					label: 'Reading',
-					tooltipText: 'Processing'
+					tooltipText: 'Processing',
+					view: ChatMessageStatsView.READING
 				})}
 			{/if}
 
 			{@render viewButton({
-				view: ChatMessageStatsView.GENERATION,
+				disabled: isGenerationDisabled,
 				icon: Sparkles,
 				label: 'Generation',
 				tooltipText: isGenerationDisabled ? 'Waiting for tokens...' : 'Generation',
-				disabled: isGenerationDisabled
+				view: ChatMessageStatsView.GENERATION
 			})}
 
 			{#if hasAgenticStats}
 				{@render viewButton({
-					view: ChatMessageStatsView.TOOLS,
 					icon: Wrench,
 					label: 'Tools',
-					tooltipText: 'Tool calls'
+					tooltipText: 'Tool calls',
+					view: ChatMessageStatsView.TOOLS
 				})}
 
 				{#if !hideSummary}
 					{@render viewButton({
-						view: ChatMessageStatsView.SUMMARY,
 						icon: Layers,
 						label: 'Summary',
-						tooltipText: 'Agentic summary'
+						tooltipText: 'Agentic summary',
+						view: ChatMessageStatsView.SUMMARY
 					})}
 				{/if}
 			{/if}
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageStatistics/ChatMessageStatisticsBadge.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageStatistics/ChatMessageStatisticsBadge.svelte
index db7d01690..0aa4cda87 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageStatistics/ChatMessageStatisticsBadge.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessageStatistics/ChatMessageStatisticsBadge.svelte
@@ -11,7 +11,7 @@
 		tooltipLabel?: string;
 	}
 
-	let { class: className = '', icon: IconComponent, value, tooltipLabel }: Props = $props();
+	let { class: className = '', icon: IconComponent, tooltipLabel, value }: Props = $props();
 
 	function handleClick() {
 		void copyToClipboard(String(value));
diff --git a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessages.svelte b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessages.svelte
index 2b5ccb978..3514165a5 100644
--- a/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessages.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatMessages/ChatMessages.svelte
@@ -2,21 +2,21 @@
 	import { ChatMessage, ChatMessageUserPending } from '$lib/components/app';
 	import { setChatActionsContext } from '$lib/contexts';
 	import { MessageRole } from '$lib/enums';
+	import {
+		agenticClearSteeringMessage,
+		agenticInjectSteeringMessage,
+		agenticPendingSteeringMessageContent,
+		agenticPendingSteeringMessageExtras
+	} from '$lib/stores/agentic.svelte';
 	import { chatStore } from '$lib/stores/chat.svelte';
 	import {
-		chatPendingMessageContent,
-		chatPendingMessageExtras,
 		chatClearPendingMessage,
-		chatInjectPendingMessage
+		chatInjectPendingMessage,
+		chatPendingMessageContent,
+		chatPendingMessageExtras
 	} from '$lib/stores/chat.svelte';
-	import { conversationsStore, activeConversation } from '$lib/stores/conversations.svelte';
+	import { activeConversation, conversationsStore } from '$lib/stores/conversations.svelte';
 	import { config } from '$lib/stores/settings.svelte';
-	import {
-		agenticPendingSteeringMessageContent,
-		agenticPendingSteeringMessageExtras,
-		agenticClearSteeringMessage,
-		agenticInjectSteeringMessage
-	} from '$lib/stores/agentic.svelte';
 	import {
 		buildSiblingInfoMap,
 		copyToClipboard,
@@ -30,13 +30,19 @@
 		onMessagesReady?: (messageCount: number) => void;
 	}
 
-	let { messages = [], onUserAction, onMessagesReady }: Props = $props();
+	let { messages = [], onMessagesReady, onUserAction }: Props = $props();
 
 	let allConversationMessages = $state<DatabaseMessage[]>([]);
 
 	const currentConfig = config();
 
 	setChatActionsContext({
+		continueAssistantMessage: async (message: DatabaseMessage) => {
+			onUserAction?.();
+			await chatStore.continueAssistantMessage(message.id);
+			refreshAllMessages();
+		},
+
 		copy: async (message: DatabaseMessage) => {
 			const asPlainText = Boolean(currentConfig.copyTextAttachmentsAsPlainText);
 			const clipboardContent = formatMessageForClipboard(
@@ -44,6 +50,7 @@
 				message.extra,
 				asPlainText
 			);
+
 			await copyToClipboard(clipboardContent, 'Message copied to clipboard');
 		},
 
@@ -52,8 +59,14 @@
 			refreshAllMessages();
 		},
 
-		navigateToSibling: async (siblingId: string) => {
-			await conversationsStore.navigateToSibling(siblingId);
+		editUserMessagePreserveResponses: async (
+			message: DatabaseMessage,
+			newContent: string,
+			newExtras?: DatabaseMessageExtra[]
+		) => {
+			onUserAction?.();
+			await chatStore.editUserMessagePreserveResponses(message.id, newContent, newExtras);
+			refreshAllMessages();
 		},
 
 		editWithBranching: async (
@@ -76,33 +89,21 @@
 			refreshAllMessages();
 		},
 
-		editUserMessagePreserveResponses: async (
+		forkConversation: async (
 			message: DatabaseMessage,
-			newContent: string,
-			newExtras?: DatabaseMessageExtra[]
+			options: { name: string; includeAttachments: boolean }
 		) => {
-			onUserAction?.();
-			await chatStore.editUserMessagePreserveResponses(message.id, newContent, newExtras);
-			refreshAllMessages();
+			await conversationsStore.forkConversation(message.id, options);
 		},
 
-		regenerateWithBranching: async (message: DatabaseMessage, modelOverride?: string) => {
-			onUserAction?.();
-			await chatStore.regenerateMessageWithBranching(message.id, modelOverride);
-			refreshAllMessages();
+		navigateToSibling: async (siblingId: string) => {
+			await conversationsStore.navigateToSibling(siblingId);
 		},
 
-		continueAssistantMessage: async (message: DatabaseMessage) => {
+		regenerateWithBranching: async (message: DatabaseMessage, modelOverride?: string) => {
 			onUserAction?.();
-			await chatStore.continueAssistantMessage(message.id);
+			await chatStore.regenerateMessageWithBranching(message.id, modelOverride);
 			refreshAllMessages();
-		},
-
-		forkConversation: async (
-			message: DatabaseMessage,
-			options: { name: string; includeAttachments: boolean }
-		) => {
-			await conversationsStore.forkConversation(message.id, options);
 		}
 	});
 
@@ -141,7 +142,6 @@
 		const filteredMessages = currentConfig.showSystemMessage
 			? messages
 			: messages.filter((msg) => msg.type !== MessageRole.SYSTEM);
-
 		// Build display entries, grouping agentic sessions into single entries.
 		// An agentic session = assistant(with tool_calls) → tool → assistant → tool → ... → assistant(final)
 		const result: Array<{
@@ -160,6 +160,7 @@
 			if (msg.role === MessageRole.TOOL) continue;
 
 			const toolMessages: DatabaseMessage[] = [];
+
 			if (msg.role === MessageRole.ASSISTANT && hasAgenticContent(msg)) {
 				let j = i + 1;
 
@@ -190,27 +191,29 @@
 			}
 
 			const siblingInfo = siblingInfoByMessageId.get(msg.id) ?? {
+				currentIndex: 0,
 				message: msg,
 				siblingIds: [msg.id],
-				currentIndex: 0,
 				totalSiblings: 1
 			};
 
 			result.push({
-				message: msg,
-				toolMessages,
 				isLastAssistantMessage: false,
 				isLastUserMessage: false,
+				message: msg,
 				nextAssistantMessage: null,
-				siblingInfo
+				siblingInfo,
+				toolMessages
 			});
 		}
 
 		let lastAssistantIdx = -1;
+
 		for (let i = result.length - 1; i >= 0; i--) {
 			if (result[i].message.role === MessageRole.ASSISTANT) {
 				result[i].isLastAssistantMessage = true;
 				lastAssistantIdx = i;
+
 				break;
 			}
 		}
@@ -225,6 +228,7 @@
 			for (let j = i + 1; j < result.length; j++) {
 				if (result[j].message.role === MessageRole.ASSISTANT) {
 					result[i].nextAssistantMessage = result[j].message;
+
 					break;
 				}
 			}
@@ -235,7 +239,7 @@
 </script>
 
 <div>
-	{#each displayMessages as { message, toolMessages, isLastAssistantMessage, isLastUserMessage, nextAssistantMessage, siblingInfo } (message.id)}
+	{#each displayMessages as { isLastAssistantMessage, isLastUserMessage, message, nextAssistantMessage, siblingInfo, toolMessages } (message.id)}
 		<ChatMessage
 			class="mx-auto mt-12 w-full max-w-3xl"
 			{message}
diff --git a/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreen.svelte b/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreen.svelte
index 6e32fc7aa..48ab40ec0 100644
--- a/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreen.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreen.svelte
@@ -1,41 +1,41 @@
 <script lang="ts">
+	import ChatScreenActionScrollDown from './ChatScreenActionScrollDown.svelte';
+	import ChatScreenDialogsAndAlerts from './ChatScreenDialogsAndAlerts.svelte';
+	import ChatScreenGreeting from './ChatScreenGreeting.svelte';
 	import { page } from '$app/state';
 	import {
-		ChatScreenForm,
 		ChatMessages,
 		ChatScreenDragOverlay,
+		ChatScreenForm,
+		ChatScreenServerError,
 		ChatScreenStreamResumeStatus,
-		ServerLoadingSplash,
-		ChatScreenServerError
+		ServerLoadingSplash
 	} from '$lib/components/app';
+	import { LANDING_SETTLE_MAX_MS, LANDING_STABLE_FRAMES, ROUTES } from '$lib/constants';
 	import { createAutoScrollController } from '$lib/hooks/use-auto-scroll.svelte';
 	import { useChatScreenActiveModel } from '$lib/hooks/use-chat-screen-active-model.svelte';
 	import { useChatScreenDragAndDrop } from '$lib/hooks/use-chat-screen-drag-and-drop.svelte';
 	import { useChatScreenFileUpload } from '$lib/hooks/use-chat-screen-file-upload.svelte';
 	import { useChatScreenScroll } from '$lib/hooks/use-chat-screen-scroll.svelte';
 	import { useKeyboardShortcuts } from '$lib/hooks/use-keyboard-shortcuts.svelte';
-	import { device } from '$lib/stores/device.svelte';
-	import { isMobile } from '$lib/stores/viewport.svelte';
 	import {
 		chatStore,
 		errorDialog,
-		isLoading,
 		isChatStreaming,
-		isEditing
+		isEditing,
+		isLoading
 	} from '$lib/stores/chat.svelte';
 	import {
-		conversationsStore,
+		activeConversation,
 		activeMessages,
-		activeConversation
+		conversationsStore
 	} from '$lib/stores/conversations.svelte';
+	import { device } from '$lib/stores/device.svelte';
+	import { serverError, serverLoading } from '$lib/stores/server.svelte';
 	import { config } from '$lib/stores/settings.svelte';
-	import { serverLoading, serverError } from '$lib/stores/server.svelte';
+	import { isMobile } from '$lib/stores/viewport.svelte';
 	import { parseFilesToMessageExtras } from '$lib/utils/browser-only';
 	import { onDestroy, onMount, tick } from 'svelte';
-	import ChatScreenGreeting from './ChatScreenGreeting.svelte';
-	import ChatScreenActionScrollDown from './ChatScreenActionScrollDown.svelte';
-	import ChatScreenDialogsAndAlerts from './ChatScreenDialogsAndAlerts.svelte';
-	import { LANDING_SETTLE_MAX_MS, LANDING_STABLE_FRAMES, ROUTES } from '$lib/constants';
 
 	let { showCenteredEmpty = false } = $props();
 
@@ -56,8 +56,11 @@
 	let isCurrentConversationLoading = $derived(isLoading() || isChatStreaming());
 	let chatFormBottomPosition = $derived.by(() => {
 		if (!isMobile.current) return '1rem';
+
 		if (device.isStandalone) return '1.5rem';
+
 		if (device.isIOSSafari) return '0.25rem';
+
 		return '0.5rem';
 	});
 
@@ -65,12 +68,12 @@
 	const scroll = useChatScreenScroll(autoScroll);
 	const activeModel = useChatScreenActiveModel();
 	const fileUpload = useChatScreenFileUpload({
+		activeModelId: () => activeModel.activeModelId,
 		capabilities: () => ({
-			hasVision: activeModel.hasVisionModality,
 			hasAudio: activeModel.hasAudioModality,
-			hasVideo: activeModel.hasVideoModality
-		}),
-		activeModelId: () => activeModel.activeModelId
+			hasVideo: activeModel.hasVideoModality,
+			hasVision: activeModel.hasVisionModality
+		})
 	});
 	const dragAndDrop = useChatScreenDragAndDrop({
 		onDrop: fileUpload.handleFileUpload
@@ -87,10 +90,12 @@
 		if (!isMobile.current) return;
 
 		const container = scroll.chatScrollContainer;
+
 		if (!container) return;
 
 		const distanceFromBottom =
 			container.scrollHeight - container.clientHeight - container.scrollTop;
+
 		isMobileUserScrolledUp = distanceFromBottom > 300;
 	}
 
@@ -113,18 +118,22 @@
 		if (result?.emptyFiles && result.emptyFiles.length > 0) {
 			emptyFileNames = result.emptyFiles;
 			showEmptyFileDialog = true;
+
 			if (files) {
 				const emptyFileNamesSet = new Set(result.emptyFiles);
+
 				fileUpload.uploadedFiles = fileUpload.uploadedFiles.filter(
 					(file) => !emptyFileNamesSet.has(file.name)
 				);
 			}
+
 			return false;
 		}
 
 		handleSendLikeScroll();
 
 		await chatStore.sendMessage(message, result?.extras);
+
 		return true;
 	}
 
@@ -138,28 +147,42 @@
 	// height settles, bailing out on user scroll or conversation change.
 	async function handleMessagesReady(messageCount: number) {
 		if (messageCount === 0) return;
+
 		const id = activeConversation()?.id ?? null;
+
 		if (!id || id === lastScrolledConversationId) return;
+
 		lastScrolledConversationId = id;
 		await tick();
 		autoScroll.scrollToBottom();
 
 		const container = scroll.chatScrollContainer;
+
 		if (!container) return;
+
 		const started = performance.now();
+
 		let stableFrames = 0;
 		let lastHeight = container.scrollHeight;
+
 		const settle = () => {
 			if (autoScroll.userScrolledUp) return;
+
 			if (activeConversation()?.id !== id) return;
+
 			autoScroll.scrollToBottom();
 			const height = container.scrollHeight;
+
 			stableFrames = height === lastHeight ? stableFrames + 1 : 0;
 			lastHeight = height;
+
 			if (stableFrames >= LANDING_STABLE_FRAMES) return;
+
 			if (performance.now() - started > LANDING_SETTLE_MAX_MS) return;
+
 			requestAnimationFrame(settle);
 		};
+
 		requestAnimationFrame(settle);
 	}
 
@@ -170,6 +193,7 @@
 
 		setTimeout(() => {
 			const container = scroll.chatScrollContainer;
+
 			if (!container) return;
 
 			const lastUserBubble = container.querySelector(
@@ -182,16 +206,17 @@
 				const baseHeight = container.scrollHeight - innerHeight;
 
 				container.scrollTo({
-					top: bubbleHeight > 0 ? baseHeight - bubbleHeight : baseHeight,
-					behavior: 'smooth'
+					behavior: 'smooth',
+					top: bubbleHeight > 0 ? baseHeight - bubbleHeight : baseHeight
 				});
 			} else if (lastUserBubble) {
 				// On desktop, place the last user message near the top of the viewport
 				const topPadding = 24;
 				const bubbleRect = lastUserBubble.getBoundingClientRect();
+
 				container.scrollTo({
-					top: Math.max(0, container.scrollTop + bubbleRect.top - topPadding),
-					behavior: 'smooth'
+					behavior: 'smooth',
+					top: Math.max(0, container.scrollTop + bubbleRect.top - topPadding)
 				});
 			} else {
 				autoScroll.scrollToBottom();
@@ -215,13 +240,16 @@
 		if (draft.message || draft.files.length > 0) {
 			chatStore.savePendingDraft(draft.message, draft.files);
 		}
+
 		await chatStore.addSystemPrompt();
 	}
 
 	$effect(() => {
 		const shouldDisableAutoScroll =
 			config().disableAutoScroll || (isMobile.current && isCurrentConversationLoading);
+
 		autoScroll.setDisabled(shouldDisableAutoScroll);
+
 		if (!shouldDisableAutoScroll) {
 			autoScroll.enable();
 		}
@@ -229,6 +257,7 @@
 
 	onMount(() => {
 		const pendingDraft = chatStore.consumePendingDraft();
+
 		if (pendingDraft) {
 			initialMessage = pendingDraft.message;
 			fileUpload.uploadedFiles = pendingDraft.files;
@@ -260,6 +289,7 @@
 	onscroll={(e) => {
 		scroll.handleScroll(e);
 		handleMobileScroll();
+
 		if (e.isTrusted && Date.now() > mobileScrollDownHintLockedUntil) {
 			mobileScrollDownHint = false;
 		}
@@ -314,8 +344,8 @@
 						onclick={() => {
 							mobileScrollDownHint = false;
 							scroll.chatScrollContainer?.scrollTo({
-								top: scroll.chatScrollContainer.scrollHeight,
-								behavior: 'smooth'
+								behavior: 'smooth',
+								top: scroll.chatScrollContainer.scrollHeight
 							});
 						}}
 					/>
diff --git a/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenActionScrollDown.svelte b/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenActionScrollDown.svelte
index dca24afd4..15f4813a1 100644
--- a/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenActionScrollDown.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenActionScrollDown.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { ArrowDown } from '@lucide/svelte';
 	import ActionIcon from '$lib/components/app/actions/ActionIcon.svelte';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 
 	let { onclick }: { onclick: (e?: MouseEvent) => void } = $props();
 </script>
diff --git a/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenDialogsAndAlerts.svelte b/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenDialogsAndAlerts.svelte
index 6305a7438..667e8fed4 100644
--- a/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenDialogsAndAlerts.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenDialogsAndAlerts.svelte
@@ -1,21 +1,21 @@
 <script lang="ts">
 	import { Trash2 } from '@lucide/svelte';
-	import { ErrorDialogType } from '$lib/enums';
 	import {
 		DialogChatError,
 		DialogConfirmation,
 		DialogEmptyFileAlert,
 		DialogFileUploadError
 	} from '$lib/components/app';
+	import { ErrorDialogType } from '$lib/enums';
 
 	let {
-		showDeleteDialog,
-		handleDeleteConfirm,
-		showEmptyFileDialog,
-		emptyFileNames,
 		activeErrorDialog,
+		emptyFileNames,
+		fileUpload,
+		handleDeleteConfirm,
 		handleErrorDialogOpenChange,
-		fileUpload
+		showDeleteDialog,
+		showEmptyFileDialog
 	} = $props();
 </script>
 
diff --git a/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenForm.svelte b/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenForm.svelte
index 8eb17eeae..679a7cd5f 100644
--- a/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenForm.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenForm.svelte
@@ -2,9 +2,9 @@
 	import { afterNavigate } from '$app/navigation';
 	import { page } from '$app/state';
 	import { ChatForm } from '$lib/components/app';
+	import { useDraftMessages } from '$lib/hooks/use-draft-messages.svelte';
 	import { isMobile } from '$lib/stores/viewport.svelte';
 	import { onMount } from 'svelte';
-	import { useDraftMessages } from '$lib/hooks/use-draft-messages.svelte';
 
 	interface Props {
 		class?: string;
@@ -40,16 +40,19 @@
 		if (!formWrapperEl) return;
 
 		const formEl = formWrapperEl.querySelector('form') as HTMLElement | null;
+
 		if (!formEl) return;
 
 		const updateHeight = () => {
 			const height = Math.round(formEl.getBoundingClientRect().height);
+
 			document.documentElement.style.setProperty('--chat-form-height', `${height}px`);
 		};
 
 		updateHeight();
 
 		const resizeObserver = new ResizeObserver(updateHeight);
+
 		resizeObserver.observe(formEl);
 
 		return () => {
@@ -64,11 +67,11 @@
 
 	const { clearDraft } = useDraftMessages({
 		getChatId: () => chatId,
-		getMessage: () => message,
 		getFiles: () => uploadedFiles,
-		setMessage: (m) => (message = m),
+		getInitialMessage: () => initialMessage,
+		getMessage: () => message,
 		setFiles: (f) => (uploadedFiles = f),
-		getInitialMessage: () => initialMessage
+		setMessage: (m) => (message = m)
 	});
 
 	function handleFilesAdd(files: File[]) {
@@ -99,7 +102,7 @@
 	}
 
 	function handleSystemPromptClick() {
-		onSystemPromptAdd?.({ message, files: uploadedFiles });
+		onSystemPromptAdd?.({ files: uploadedFiles, message });
 	}
 
 	function handleUploadedFileRemove(fileId: string) {
@@ -110,7 +113,9 @@
 	// message editor opened just before a navigation)
 	function focusFormUnlessCaptured() {
 		const active = document.activeElement;
+
 		if (active instanceof HTMLTextAreaElement || active instanceof HTMLInputElement) return;
+
 		chatFormRef?.focus();
 	}
 
diff --git a/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenServerError.svelte b/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenServerError.svelte
index 45538a351..ae5d91bee 100644
--- a/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenServerError.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenServerError.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { AlertTriangle, Loader2, RefreshCw } from '@lucide/svelte';
 	import * as Alert from '$lib/components/ui/alert';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { serverError, serverLoading, serverStatus, serverStore } from '$lib/stores/server.svelte';
 
 	let hasError = $derived(!!serverError());
diff --git a/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenStreamResumeStatus.svelte b/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenStreamResumeStatus.svelte
index b3abe4c66..906118610 100644
--- a/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenStreamResumeStatus.svelte
+++ b/tools/ui/src/lib/components/app/chat/ChatScreen/ChatScreenStreamResumeStatus.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
-	import { chatStore } from '$lib/stores/chat.svelte';
-	import { StreamConnectionState } from '$lib/enums';
 	import { Loader2 } from '@lucide/svelte';
+	import { StreamConnectionState } from '$lib/enums';
+	import { chatStore } from '$lib/stores/chat.svelte';
 
 	let state = $derived(chatStore.streamConnectionState);
 </script>
diff --git a/tools/ui/src/lib/components/app/chat/index.ts b/tools/ui/src/lib/components/app/chat/index.ts
index cd06ec036..04b1d915f 100644
--- a/tools/ui/src/lib/components/app/chat/index.ts
+++ b/tools/ui/src/lib/components/app/chat/index.ts
@@ -120,7 +120,8 @@ export { default as ChatAttachmentsPreviewCurrentItem } from './ChatAttachments/
  * Used by ChatScreenForm and ChatMessageEditForm for both new conversations and message editing.
  *
  * **Architecture:**
- * - Composes ChatFormTextarea, ChatFormActions, and ChatFormPickerMcpPrompts
+ * - Composes ChatFormTextarea (or ChatFormContenteditable for messages with
+ *   file mention links), ChatFormActions, and ChatFormPickerMcpPrompts
  * - Manages file upload state via `uploadedFiles` bindable prop
  * - Integrates with ModelsSelectorDropdown for model selection in router mode
  * - Communicates with parent via callbacks (onSubmit, onFilesAdd, onStop, etc.)
@@ -266,12 +267,29 @@ export { default as ChatFormFileInputInvisible } from './ChatForm/ChatFormFileIn
 export { default as ChatFormMcpResourcesList } from './ChatForm/ChatFormMcpResourcesList.svelte';
 
 /**
- * Auto-resizing textarea with IME composition support. Automatically adjusts
- * height based on content. Handles IME input correctly (waits for composition
- * end before processing Enter key). Exposes focus() and resetHeight() methods.
+ * Auto-resizing contenteditable input that renders `[name](file://...)`
+ * mention links as inline chips while keeping the value as the markdown
+ * source string. ChatForm swaps it in once a mention link lands in the
+ * buffer. Shares the focus()/resetHeight()/caret handle with the textarea.
+ */
+export { default as ChatFormContenteditable } from './ChatForm/ChatFormContenteditable.svelte';
+
+/**
+ * Plain auto-resizing textarea with IME composition support. Default input
+ * renderer inside ChatForm until a file mention lands.
  */
 export { default as ChatFormTextarea } from './ChatForm/ChatFormTextarea.svelte';
 
+/**
+ * Working directory selector for agent mode. Renders a chip below the chat
+ * form; clicking it opens a popover with a directory picker backed by the
+ * server's `file_glob_search` built-in tool (POST /tools). The picked
+ * directory is exposed via `bind:directory`; changing it records a
+ * synthetic "Set working directory to ..." user message into chat history
+ * and is enforced on tool calls via the `x-tool-cwd` request header.
+ */
+export { default as ChatFormWorkingDirectory } from './ChatForm/ChatFormWorkingDirectory.svelte';
+
 /**
  * **ChatFormPickerMcpPrompts** - MCP prompt selection interface
  *
@@ -341,14 +359,14 @@ export { default as ChatFormPickerPopover } from './ChatForm/ChatFormPickers/Cha
  * Generic scrollable list for picker popovers. Provides search input,
  * scroll-into-view for keyboard navigation, loading skeletons, empty state,
  * and optional footer. Uses Svelte 5 snippets for item/skeleton/footer rendering.
- * Shared by ChatFormPickerMcpPrompts and ChatFormPickerMcpResources.
+ * Shared by ChatFormPickerMcpPrompts and ChatFormMentionPicker.
  */
 export { default as ChatFormPickerList } from './ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerList.svelte';
 
 /**
  * Generic button wrapper for picker list items. Provides consistent styling,
  * hover/selected states, and data-picker-index attribute for scroll-into-view.
- * Shared by ChatFormPickerMcpPrompts and ChatFormPickerMcpResources.
+ * Shared by ChatFormPickerMcpPrompts and ChatFormMentionPicker.
  */
 export { default as ChatFormPickerListItem } from './ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerListItem.svelte';
 
@@ -366,30 +384,23 @@ export { default as ChatFormPickerItemHeader } from './ChatForm/ChatFormPickers/
 export { default as ChatFormPickerListItemSkeleton } from './ChatForm/ChatFormPickers/ChatFormPicker/ChatFormPickerListItemSkeleton.svelte';
 
 /**
- * **ChatFormPickerMcpResources** - MCP resource selection interface
- *
- * Floating picker for browsing and attaching MCP Server Resources.
- * Triggered by typing `@` in the chat input.
- * Loads resources from connected MCP servers and allows users to attach them to the chat context.
- *
- * **Features:**
- * - Search/filter resources by name, title, description, or URI across all connected servers
- * - Keyboard navigation (↑/↓ to navigate, Enter to select, Esc to close)
- * - Shows attached state for already-attached resources
- * - Loading states with skeleton placeholders
- * - Server information header per resource for visual identification
- *
- * **Exported API:**
- * - `handleKeydown(event): boolean` - Process keyboard events, returns true if handled
+ * `@`-triggered file/folder mention picker. Resolves `@<query>` in the chat
+ * input to a filesystem match via the server's `file_glob_search` built-in
+ * tool, scoped to the conversation cwd (or server home when unset).
+ * Selection splices a `[name](file:///<abs path>)` link into the input.
  */
-export { default as ChatFormPickerMcpResources } from './ChatForm/ChatFormPickers/ChatFormPickerMcpResources.svelte';
+export { default as ChatFormMentionPicker } from './ChatForm/ChatFormPickers/ChatFormMentionPicker.svelte';
 
 /**
- * **ChatFormPickers** - Chat input picker container
- *
- * Container component that hosts both MCP prompt and MCP resource pickers.
- * Manages shared state, keyboard navigation, and coordination between the two
- * picker interfaces. Used within ChatForm for `@`-triggered pickers.
+ * `/`-triggered slash-command picker. Lists the available slash commands
+ * (`/prompt`, `/cwd`, `/model`) filtered by the typed query; selection
+ * hands the command to the parent for dispatch.
+ */
+export { default as ChatFormCommandPicker } from './ChatForm/ChatFormPickers/ChatFormCommandPicker.svelte';
+
+/**
+ * Hosts the chat-form pickers (slash-command, MCP prompt, file mention)
+ * and delegates keyboard events to the active one.
  */
 export { default as ChatFormPickers } from './ChatForm/ChatFormPickers/ChatFormPickers.svelte';
 
@@ -557,6 +568,22 @@ export { default as ChatMessageStatisticsBadge } from './ChatMessages/ChatMessag
  */
 export { default as ChatMessageMcpPrompt } from './ChatMessages/ChatMessage/ChatMessageMcpPrompt/ChatMessageMcpPrompt.svelte';
 
+/**
+ * Synthetic working-directory-change message. Rendered in place of a user
+ * bubble when the message content parses as a cwd message (see
+ * parseCwdMessage); shows the new cwd with the same folder-row treatment
+ * the tool-call UI used.
+ */
+export { default as ChatMessageCwdChange } from './ChatMessages/ChatMessage/ChatMessageCwdChange.svelte';
+
+/**
+ * Generic wrapper for UI-generated (synthetic) messages. Routes the
+ * working-directory change to ChatMessageCwdChange and renders a muted
+ * fallback for any other synthetic text, so no synthetic message ever
+ * surfaces as a user bubble.
+ */
+export { default as ChatMessageSynthetic } from './ChatMessages/ChatMessage/ChatMessageSynthetic.svelte';
+
 /**
  * Formatted content display for MCP prompt messages. Renders the full prompt
  * content with arguments in a readable format. Used within ChatMessageMcpPrompt
diff --git a/tools/ui/src/lib/components/app/content/CollapsibleContentBlock.svelte b/tools/ui/src/lib/components/app/content/CollapsibleContentBlock.svelte
index ad7032261..ec57985ac 100644
--- a/tools/ui/src/lib/components/app/content/CollapsibleContentBlock.svelte
+++ b/tools/ui/src/lib/components/app/content/CollapsibleContentBlock.svelte
@@ -1,8 +1,8 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import ChevronDown from '@lucide/svelte/icons/chevron-down';
 	import * as Collapsible from '$lib/components/ui/collapsible/index.js';
 	import { cn } from '$lib/components/ui/utils';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import type { Snippet } from 'svelte';
 	import type { Component } from 'svelte';
 
@@ -21,17 +21,17 @@
 	}
 
 	let {
-		open = $bindable(false),
+		children,
 		class: className = '',
 		icon: IconComponent,
 		iconClass = ICON_CLASS_DEFAULT,
 		iconUrl = null,
-		title = '',
-		titleSnippet,
-		subtitle,
-		shimmerTitle = false,
 		onToggle,
-		children
+		open = $bindable(false),
+		shimmerTitle = false,
+		subtitle,
+		title = '',
+		titleSnippet
 	}: Props = $props();
 
 	function hideBrokenIcon(event: Event) {
diff --git a/tools/ui/src/lib/components/app/content/CollapsibleTerminalBlock.svelte b/tools/ui/src/lib/components/app/content/CollapsibleTerminalBlock.svelte
index 5cbe003bd..5995dcebc 100644
--- a/tools/ui/src/lib/components/app/content/CollapsibleTerminalBlock.svelte
+++ b/tools/ui/src/lib/components/app/content/CollapsibleTerminalBlock.svelte
@@ -21,17 +21,17 @@
 	}
 
 	let {
-		open = $bindable(false),
+		children,
 		class: className = '',
 		icon: IconComponent,
 		iconClass = ICON_CLASS_DEFAULT,
 		iconUrl = null,
-		title = '',
-		titleSnippet,
-		subtitle,
-		shimmerTitle = false,
 		onToggle,
-		children
+		open = $bindable(false),
+		shimmerTitle = false,
+		subtitle,
+		title = '',
+		titleSnippet
 	}: Props = $props();
 
 	function hideBrokenIcon(event: Event) {
diff --git a/tools/ui/src/lib/components/app/content/MarkdownContent/MarkdownContent.svelte b/tools/ui/src/lib/components/app/content/MarkdownContent/MarkdownContent.svelte
index fc7e31412..c768a0447 100644
--- a/tools/ui/src/lib/components/app/content/MarkdownContent/MarkdownContent.svelte
+++ b/tools/ui/src/lib/components/app/content/MarkdownContent/MarkdownContent.svelte
@@ -1,83 +1,85 @@
 <script lang="ts">
-	import { remark } from 'remark';
-	import remarkBreaks from 'remark-breaks';
-	import remarkGfm from 'remark-gfm';
-	import remarkMath from 'remark-math';
-	import rehypeHighlight from 'rehype-highlight';
-	import { all as lowlightAll } from 'lowlight';
-	import remarkRehype from 'remark-rehype';
-	import rehypeKatex from 'rehype-katex';
-	import rehypeStringify from 'rehype-stringify';
-	import type { Root as HastRoot, RootContent as HastRootContent } from 'hast';
-	import type { Root as MdastRoot } from 'mdast';
-	import { browser } from '$app/environment';
-	import { onDestroy, tick } from 'svelte';
-	import { SvelteMap } from 'svelte/reactivity';
-	import { rehypeRestoreTableHtml } from './plugins/rehype/table-html-restorer';
-	import { rehypeEnhanceLinks } from './plugins/rehype/enhance-links';
+	import '$styles/katex-custom.scss';
+	import {
+		getCodeInfoFromTarget,
+		getHastNodeId,
+		getMdastNodeHash,
+		isAppendMode
+	} from './markdown-utils';
 	import { rehypeEnhanceCodeBlocks } from './plugins/rehype/enhance-code-blocks';
+	import { rehypeEnhanceLinks } from './plugins/rehype/enhance-links';
 	import { rehypeEnhanceMermaidBlocks } from './plugins/rehype/enhance-mermaid-blocks';
-	import { rehypeMermaidPre } from './plugins/rehype/mermaid-pre';
-	import { rehypeSvgPre } from './plugins/rehype/svg-pre';
 	import { rehypeEnhanceSvgBlocks } from './plugins/rehype/enhance-svg-blocks';
-	import { rehypeResolveAttachmentImages } from './plugins/rehype/resolve-attachment-images';
+	import { rehypeFileBadge } from './plugins/rehype/file-badge';
+	import { rehypeMermaidPre } from './plugins/rehype/mermaid-pre';
 	import { rehypeRtlSupport } from './plugins/rehype/rehype-rtl-support';
+	import { rehypeResolveAttachmentImages } from './plugins/rehype/resolve-attachment-images';
+	import { rehypeSvgPre } from './plugins/rehype/svg-pre';
+	import { rehypeRestoreTableHtml } from './plugins/rehype/table-html-restorer';
 	import { remarkLiteralHtml } from './plugins/remark/literal-html';
+	import { browser } from '$app/environment';
 	import {
-		getHastNodeId,
-		getMdastNodeHash,
-		isAppendMode,
-		getCodeInfoFromTarget
-	} from './markdown-utils';
-	import {
-		preprocessLaTeX,
-		getImageErrorFallbackHtml,
-		copyCodeToClipboard,
-		copyToClipboard
-	} from '$lib/utils';
+		ActionIconCopyToClipboard,
+		CodeBlockActions,
+		DialogCodePreview,
+		DialogMermaidPreview
+	} from '$lib/components/app';
 	import {
-		IMAGE_NOT_ERROR_BOUND_SELECTOR,
-		DATA_ERROR_BOUND_ATTR,
-		DATA_ERROR_HANDLED_ATTR,
 		BOOL_TRUE_STRING,
-		SETTINGS_KEYS,
 		CODE_BLOCK_HEADER_CLASS,
-		MERMAID_WRAPPER_CLASS,
+		DATA_ERROR_BOUND_ATTR,
+		DATA_ERROR_HANDLED_ATTR,
+		DIAGRAM_VIEW_MODE_ATTR,
+		DIAGRAM_VIEW_RENDERED,
+		DIAGRAM_VIEW_SOURCE,
+		IMAGE_NOT_ERROR_BOUND_SELECTOR,
 		MERMAID_BLOCK_CLASS,
 		MERMAID_LANGUAGE,
-		MERMAID_SYNTAX_ATTR,
 		MERMAID_RENDERED_ATTR,
-		SVG_WRAPPER_CLASS,
+		MERMAID_SYNTAX_ATTR,
+		MERMAID_WRAPPER_CLASS,
+		SETTINGS_KEYS,
 		SVG_BLOCK_CLASS,
+		SVG_INLINE_SHADOW_STYLE,
 		SVG_LANGUAGE,
-		XML_LANGUAGE,
-		SVG_TAG_PREFIX,
-		SVG_SOURCE_ATTR,
 		SVG_RENDERED_ATTR,
-		SVG_INLINE_SHADOW_STYLE,
+		SVG_SOURCE_ATTR,
+		SVG_TAG_PREFIX,
+		SVG_WRAPPER_CLASS,
 		TOGGLE_SOURCE_BTN_CLASS,
-		DIAGRAM_VIEW_MODE_ATTR,
-		DIAGRAM_VIEW_RENDERED,
-		DIAGRAM_VIEW_SOURCE
+		XML_LANGUAGE
 	} from '$lib/constants';
 	import { ColorMode, UrlProtocol } from '$lib/enums';
 	import { FileTypeText } from '$lib/enums/files.enums';
-	import { highlightCode, detectIncompleteCodeBlock, type IncompleteCodeBlock } from '$lib/utils';
+	import { createAutoScrollController } from '$lib/hooks/use-auto-scroll.svelte';
+	import { config } from '$lib/stores/settings.svelte';
+	import type { DatabaseMessageExtra } from '$lib/types/database';
+	import {
+		copyCodeToClipboard,
+		copyToClipboard,
+		getImageErrorFallbackHtml,
+		preprocessLaTeX,
+		splitGluedClosingCodeFences
+	} from '$lib/utils';
+	import { detectIncompleteCodeBlock, highlightCode, type IncompleteCodeBlock } from '$lib/utils';
 	import { sanitizeSvg } from '$lib/utils/sanitize-svg';
 	import { mountSvgShadow } from '$lib/utils/svg-shadow';
-	import '$styles/katex-custom.scss';
-	import githubDarkCss from 'highlight.js/styles/github-dark.css?inline';
+	import type { Root as HastRoot, RootContent as HastRootContent } from 'hast';
 	import githubLightCss from 'highlight.js/styles/github.css?inline';
+	import githubDarkCss from 'highlight.js/styles/github-dark.css?inline';
+	import { all as lowlightAll } from 'lowlight';
+	import type { Root as MdastRoot } from 'mdast';
 	import { mode } from 'mode-watcher';
-	import {
-		CodeBlockActions,
-		DialogCodePreview,
-		DialogMermaidPreview,
-		ActionIconCopyToClipboard
-	} from '$lib/components/app';
-	import { createAutoScrollController } from '$lib/hooks/use-auto-scroll.svelte';
-	import type { DatabaseMessageExtra } from '$lib/types/database';
-	import { config } from '$lib/stores/settings.svelte';
+	import rehypeHighlight from 'rehype-highlight';
+	import rehypeKatex from 'rehype-katex';
+	import rehypeStringify from 'rehype-stringify';
+	import { remark } from 'remark';
+	import remarkBreaks from 'remark-breaks';
+	import remarkGfm from 'remark-gfm';
+	import remarkMath from 'remark-math';
+	import remarkRehype from 'remark-rehype';
+	import { onDestroy, tick } from 'svelte';
+	import { SvelteMap } from 'svelte/reactivity';
 
 	interface Props {
 		attachments?: DatabaseMessageExtra[];
@@ -92,7 +94,7 @@
 		contentHash?: string;
 	}
 
-	let { content, attachments, class: className = '', disableMath = false }: Props = $props();
+	let { attachments, class: className = '', content, disableMath = false }: Props = $props();
 
 	let containerRef = $state<HTMLDivElement>();
 	let renderedBlocks = $state<MarkdownBlock[]>([]);
@@ -100,10 +102,14 @@
 	let incompleteCodeBlock = $state<IncompleteCodeBlock | null>(null);
 	const streamingSvgCode = $derived.by(() => {
 		const block = incompleteCodeBlock;
+
 		if (!block) return null;
+
 		if (block.language === SVG_LANGUAGE) return block.code;
+
 		if (block.language === XML_LANGUAGE && block.code.trimStart().startsWith(SVG_TAG_PREFIX))
 			return block.code;
+
 		return null;
 	});
 	const liveSvgHtml = $derived(streamingSvgCode !== null ? sanitizeSvg(streamingSvgCode) : '');
@@ -169,11 +175,12 @@
 
 		return proc
 			.use(rehypeHighlight, {
-				languages: lowlightAll,
-				aliases: { [FileTypeText.XML]: [FileTypeText.SVELTE, FileTypeText.VUE] }
+				aliases: { [FileTypeText.XML]: [FileTypeText.SVELTE, FileTypeText.VUE] },
+				languages: lowlightAll
 			}) // Add syntax highlighting
 			.use(rehypeRestoreTableHtml) // Restore limited HTML (e.g., <br>, <ul>) inside Markdown tables
 			.use(rehypeEnhanceLinks) // Add target="_blank" to links
+			.use(rehypeFileBadge) // Render file:// anchors as inline badge chips
 			.use(rehypeMermaidPre) // Convert mermaid blocks to <pre class="mermaid">
 			.use(rehypeSvgPre) // Convert svg blocks to <pre class="svg-block">
 			.use(rehypeEnhanceCodeBlocks) // Wrap code blocks with header and actions
@@ -211,6 +218,7 @@
 		if (!browser) return;
 
 		const existingTheme = document.getElementById(themeStyleId);
+
 		existingTheme?.remove();
 	}
 
@@ -223,9 +231,11 @@
 		if (!browser) return;
 
 		const existingTheme = document.getElementById(themeStyleId);
+
 		existingTheme?.remove();
 
 		const style = document.createElement('style');
+
 		style.id = themeStyleId;
 		style.textContent = isDark ? githubDarkCss : githubLightCss;
 
@@ -251,19 +261,19 @@
 		index: number
 	): Promise<{ html: string; hash: string }> {
 		const hash = getMdastNodeHash(node, index);
-
 		const cached = transformCache.get(hash);
+
 		if (cached) {
-			return { html: cached, hash };
+			return { hash, html: cached };
 		}
 
-		const singleNodeRoot = { type: 'root', children: [node] };
+		const singleNodeRoot = { children: [node], type: 'root' };
 		const transformedRoot = (await processorInstance.run(singleNodeRoot as MdastRoot)) as HastRoot;
 		const html = processorInstance.stringify(transformedRoot);
 
 		transformCache.set(hash, html);
 
-		return { html, hash };
+		return { hash, html };
 	}
 
 	/**
@@ -340,7 +350,11 @@
 	 * Incomplete code blocks are rendered using SyntaxHighlightedCode to maintain interactivity.
 	 * @param markdown - The raw markdown string to process
 	 */
-	async function processMarkdown(markdown: string) {
+	async function processMarkdown(rawMarkdown: string) {
+		// Text glued to a closing code fence is not a fence to the parser -
+		// the block would swallow it. Split it onto its own line first.
+		const markdown = splitGluedClosingCodeFences(rawMarkdown);
+
 		// Early exit if content unchanged (can happen with rapid coalescing)
 		if (markdown === previousContent) {
 			return;
@@ -351,6 +365,7 @@
 			unstableBlockHtml = '';
 			incompleteCodeBlock = null;
 			previousContent = '';
+
 			return;
 		}
 
@@ -367,7 +382,6 @@
 				const ast = processorInstance.parse(normalizedPrefix) as MdastRoot;
 				const mdastChildren = (ast as { children?: unknown[] }).children ?? [];
 				const nextBlocks: MarkdownBlock[] = [];
-
 				// Check if we're in append mode for cache reuse
 				const appendMode = isAppendMode(prefixMarkdown, previousContent);
 				const previousBlockCount = appendMode ? renderedBlocks.length : 0;
@@ -389,13 +403,13 @@
 					}
 
 					// Transform this block (with caching)
-					const { html, hash } = await transformMdastNode(processorInstance, child, index);
+					const { hash, html } = await transformMdastNode(processorInstance, child, index);
 					const id = getHastNodeId(
 						{ position: (child as { position?: unknown }).position } as HastRootContent,
 						index
 					);
 
-					nextBlocks.push({ id, html, contentHash: hash });
+					nextBlocks.push({ contentHash: hash, html, id });
 				}
 
 				renderedBlocks = nextBlocks;
@@ -419,7 +433,6 @@
 		const mdastChildren = (ast as { children?: unknown[] }).children ?? [];
 		const stableCount = Math.max(mdastChildren.length - 1, 0);
 		const nextBlocks: MarkdownBlock[] = [];
-
 		// Check if we're in append mode for cache reuse
 		const appendMode = isAppendMode(markdown, previousContent);
 		const previousBlockCount = appendMode ? renderedBlocks.length : 0;
@@ -431,6 +444,7 @@
 			if (appendMode && index < previousBlockCount) {
 				const prevBlock = renderedBlocks[index];
 				const currentHash = getMdastNodeHash(child, index);
+
 				if (prevBlock?.contentHash === currentHash) {
 					nextBlocks.push(prevBlock);
 
@@ -439,20 +453,20 @@
 			}
 
 			// Transform this block (with caching)
-			const { html, hash } = await transformMdastNode(processorInstance, child, index);
+			const { hash, html } = await transformMdastNode(processorInstance, child, index);
 			const id = getHastNodeId(
 				{ position: (child as { position?: unknown }).position } as HastRootContent,
 				index
 			);
 
-			nextBlocks.push({ id, html, contentHash: hash });
+			nextBlocks.push({ contentHash: hash, html, id });
 		}
 
 		let unstableHtml = '';
 
 		if (mdastChildren.length > stableCount) {
 			const unstableChild = mdastChildren[stableCount];
-			const singleNodeRoot = { type: 'root', children: [unstableChild] };
+			const singleNodeRoot = { children: [unstableChild], type: 'root' };
 			const transformedRoot = (await processorInstance.run(
 				singleNodeRoot as MdastRoot
 			)) as HastRoot;
@@ -513,21 +527,24 @@
 	 */
 	async function handleMermaidClick(event: MouseEvent) {
 		const target = event.target as HTMLElement;
-
 		// Toggle a diagram block between its rendered view and its source view.
 		// Shared by mermaid and svg, css drives the visibility from the wrapper mode.
 		const toggleBtn = target.closest(`.${TOGGLE_SOURCE_BTN_CLASS}`);
+
 		if (toggleBtn) {
 			event.preventDefault();
 			event.stopPropagation();
 
 			const wrapper = toggleBtn.closest(`.${MERMAID_WRAPPER_CLASS}, .${SVG_WRAPPER_CLASS}`);
+
 			if (!wrapper) return;
 
 			const isSource = wrapper.getAttribute(DIAGRAM_VIEW_MODE_ATTR) === DIAGRAM_VIEW_SOURCE;
 			const next = isSource ? DIAGRAM_VIEW_RENDERED : DIAGRAM_VIEW_SOURCE;
+
 			wrapper.setAttribute(DIAGRAM_VIEW_MODE_ATTR, next);
 			toggleBtn.setAttribute('aria-pressed', String(!isSource));
+
 			return;
 		}
 
@@ -537,11 +554,13 @@
 
 		if (copyBtn || previewBtn) {
 			const wrapper = target.closest(`.${MERMAID_WRAPPER_CLASS}`);
+
 			if (!wrapper) return;
 
 			const preElement = wrapper.querySelector<HTMLElement>(
 				`pre.${MERMAID_BLOCK_CLASS}[${MERMAID_SYNTAX_ATTR}]`
 			);
+
 			if (!preElement) return;
 
 			const mermaidSyntax = preElement.getAttribute(MERMAID_SYNTAX_ATTR) ?? '';
@@ -554,6 +573,7 @@
 				} catch (error) {
 					console.error('Failed to copy mermaid syntax:', error);
 				}
+
 				return;
 			}
 
@@ -561,10 +581,13 @@
 				event.preventDefault();
 				event.stopPropagation();
 				const svg = preElement.querySelector('svg');
+
 				if (!svg) return;
+
 				mermaidPreviewSvgHtml = svg.outerHTML;
 				svgPreviewLive = false;
 				mermaidPreviewOpen = true;
+
 				return;
 			}
 		}
@@ -575,11 +598,13 @@
 
 		if (svgCopyBtn || svgPreviewBtn) {
 			const wrapper = target.closest(`.${SVG_WRAPPER_CLASS}`);
+
 			if (!wrapper) return;
 
 			const preElement = wrapper.querySelector<HTMLElement>(
 				`pre.${SVG_BLOCK_CLASS}[${SVG_SOURCE_ATTR}]`
 			);
+
 			if (!preElement) return;
 
 			if (svgCopyBtn) {
@@ -590,6 +615,7 @@
 				} catch (error) {
 					console.error('Failed to copy svg source:', error);
 				}
+
 				return;
 			}
 
@@ -599,6 +625,7 @@
 				mermaidPreviewSvgHtml = sanitizeSvg(preElement.getAttribute(SVG_SOURCE_ATTR) ?? '');
 				svgPreviewLive = false;
 				mermaidPreviewOpen = true;
+
 				return;
 			}
 		}
@@ -611,23 +638,29 @@
 		// Open preview when clicking the svg block itself. A final block carries its
 		// source, a streaming block does not and is mirrored live into the dialog.
 		const svgEl = target.closest(`.${SVG_BLOCK_CLASS}`);
+
 		if (svgEl) {
 			const source = svgEl.getAttribute(SVG_SOURCE_ATTR);
+
 			if (source !== null) {
 				mermaidPreviewSvgHtml = sanitizeSvg(source);
 				svgPreviewLive = false;
 			} else {
 				svgPreviewLive = true;
 			}
+
 			mermaidPreviewOpen = true;
+
 			return;
 		}
 
 		// Otherwise, open preview when clicking on the mermaid diagram itself
 		const mermaidEl = target.closest(`.${MERMAID_BLOCK_CLASS}`);
+
 		if (!mermaidEl) return;
 
 		const svg = mermaidEl.querySelector('svg');
+
 		if (!svg) return;
 
 		mermaidPreviewSvgHtml = svg.outerHTML;
@@ -641,6 +674,7 @@
 	 */
 	function handleMermaidPreviewOpenChange(open: boolean) {
 		mermaidPreviewOpen = open;
+
 		if (!open) {
 			mermaidPreviewSvgHtml = '';
 			svgPreviewLive = false;
@@ -659,6 +693,7 @@
 		const nodes = containerRef.querySelectorAll(
 			`pre.${MERMAID_BLOCK_CLASS}:not([${MERMAID_RENDERED_ATTR}])`
 		);
+
 		if (nodes.length === 0) return;
 
 		// Mark nodes immediately to prevent duplicate renders if called again during streaming.
@@ -667,24 +702,23 @@
 
 		// Read mode before await so Svelte tracks it reactively.
 		const isDark = mode.current === ColorMode.DARK;
-
 		// lazy load the mermaid dependecy only when needed to reduce bundle size.
 		const { default: mermaid } = await import('mermaid');
 
 		mermaid.initialize({
-			startOnLoad: false,
-			theme: isDark ? 'dark' : 'default',
-			securityLevel: 'strict',
 			flowchart: {
-				useMaxWidth: false,
-				htmlLabels: true
-			},
-			sequence: {
+				htmlLabels: true,
 				useMaxWidth: false
 			},
 			gantt: {
 				useMaxWidth: false
-			}
+			},
+			securityLevel: 'strict',
+			sequence: {
+				useMaxWidth: false
+			},
+			startOnLoad: false,
+			theme: isDark ? 'dark' : 'default'
 		});
 
 		try {
@@ -707,6 +741,7 @@
 		const nodes = containerRef.querySelectorAll<HTMLElement>(
 			`pre.${SVG_BLOCK_CLASS}:not([${SVG_RENDERED_ATTR}])`
 		);
+
 		if (nodes.length === 0) return;
 
 		nodes.forEach((node) => {
@@ -718,6 +753,7 @@
 			if (clean) {
 				node.textContent = '';
 				const host = document.createElement('div');
+
 				node.appendChild(host);
 				mountSvgShadow(host, clean, SVG_INLINE_SHADOW_STYLE);
 			}
@@ -730,6 +766,7 @@
 	 */
 	function handleImageError(event: Event) {
 		const img = event.target as HTMLImageElement;
+
 		if (!img || !img.src) return;
 
 		// Don't handle data URLs or already-handled images
@@ -738,11 +775,13 @@
 			img.dataset[DATA_ERROR_HANDLED_ATTR] === BOOL_TRUE_STRING
 		)
 			return;
+
 		img.dataset[DATA_ERROR_HANDLED_ATTR] = BOOL_TRUE_STRING;
 
 		const src = img.src;
 		// Create fallback element
 		const fallback = document.createElement('div');
+
 		fallback.className = 'image-load-error';
 		fallback.innerHTML = getImageErrorFallbackHtml(src);
 
@@ -768,6 +807,7 @@
 		try {
 			while (pendingMarkdown !== null) {
 				const nextMarkdown = pendingMarkdown;
+
 				pendingMarkdown = null;
 
 				await processMarkdown(nextMarkdown);
diff --git a/tools/ui/src/lib/components/app/content/MarkdownContent/markdown-content.css b/tools/ui/src/lib/components/app/content/MarkdownContent/markdown-content.css
index 41813f4fd..cada489ca 100644
--- a/tools/ui/src/lib/components/app/content/MarkdownContent/markdown-content.css
+++ b/tools/ui/src/lib/components/app/content/MarkdownContent/markdown-content.css
@@ -243,7 +243,6 @@ div.markdown-user-content :global(.table-wrapper) {
 /* Code blocks */
 
 .markdown-content :global(.code-block-wrapper) {
-	margin: 1.5rem 0;
 	border-radius: 0.75rem;
 	overflow: hidden;
 	border: 1px solid color-mix(in oklch, var(--border) 30%, transparent);
@@ -253,6 +252,14 @@ div.markdown-user-content :global(.table-wrapper) {
 	max-height: var(--max-message-height);
 }
 
+.markdown-content .markdown-block:not(:first-child) :global(.code-block-wrapper) {
+	margin-top: 1rem;
+}
+
+.markdown-content .markdown-block:not(:last-child) :global(.code-block-wrapper) {
+	margin-bottom: 1rem;
+}
+
 .markdown-content:global(.dark) :global(.code-block-wrapper) {
 	border-color: color-mix(in oklch, var(--border) 20%, transparent);
 }
diff --git a/tools/ui/src/lib/components/app/content/MarkdownContent/markdown-handlers.ts b/tools/ui/src/lib/components/app/content/MarkdownContent/markdown-handlers.ts
index 80052945f..bd6f28ee7 100644
--- a/tools/ui/src/lib/components/app/content/MarkdownContent/markdown-handlers.ts
+++ b/tools/ui/src/lib/components/app/content/MarkdownContent/markdown-handlers.ts
@@ -3,8 +3,8 @@
  * Uses dependency injection pattern to avoid direct component state access.
  */
 
+import { MERMAID_BLOCK_CLASS, MERMAID_SYNTAX_ATTR, MERMAID_WRAPPER_CLASS } from '$lib/constants';
 import { copyCodeToClipboard, copyToClipboard } from '$lib/utils';
-import { MERMAID_WRAPPER_CLASS, MERMAID_BLOCK_CLASS, MERMAID_SYNTAX_ATTR } from '$lib/constants';
 
 export interface PreviewState {
 	previewDialogOpen: boolean;
@@ -37,12 +37,15 @@ export function createHandleCopyClick() {
 		event.stopPropagation();
 
 		const target = event.currentTarget as HTMLButtonElement | null;
+
 		if (!target) return;
 
 		const wrapper = target.closest('.code-block-wrapper');
+
 		if (!wrapper) return;
 
 		const codeElement = wrapper.querySelector<HTMLElement>('code[data-code-id]');
+
 		if (!codeElement) return;
 
 		const rawCode = codeElement.textContent ?? '';
@@ -80,12 +83,15 @@ export function createHandlePreviewClick(previewState: PreviewState) {
 		event.stopPropagation();
 
 		const target = event.currentTarget as HTMLButtonElement | null;
+
 		if (!target) return;
 
 		const wrapper = target.closest('.code-block-wrapper');
+
 		if (!wrapper) return;
 
 		const codeElement = wrapper.querySelector<HTMLElement>('code[data-code-id]');
+
 		if (!codeElement) return;
 
 		const rawCode = codeElement.textContent ?? '';
@@ -105,18 +111,19 @@ export function createHandlePreviewClick(previewState: PreviewState) {
 export function createHandleMermaidClick(mermaidState: MermaidPreviewState) {
 	return async function handleMermaidClick(event: MouseEvent) {
 		const target = event.target as HTMLElement;
-
 		// Check if clicking on copy or preview button in mermaid block
 		const copyBtn = target.closest(`.${MERMAID_WRAPPER_CLASS} .copy-code-btn`);
 		const previewBtn = target.closest(`.${MERMAID_WRAPPER_CLASS} .preview-code-btn`);
 
 		if (copyBtn || previewBtn) {
 			const wrapper = target.closest(`.${MERMAID_WRAPPER_CLASS}`);
+
 			if (!wrapper) return;
 
 			const preElement = wrapper.querySelector<HTMLElement>(
 				`pre.${MERMAID_BLOCK_CLASS}[${MERMAID_SYNTAX_ATTR}]`
 			);
+
 			if (!preElement) return;
 
 			const mermaidSyntax = preElement.getAttribute(MERMAID_SYNTAX_ATTR) ?? '';
@@ -129,6 +136,7 @@ export function createHandleMermaidClick(mermaidState: MermaidPreviewState) {
 				} catch (error) {
 					console.error('Failed to copy mermaid syntax:', error);
 				}
+
 				return;
 			}
 
@@ -136,18 +144,23 @@ export function createHandleMermaidClick(mermaidState: MermaidPreviewState) {
 				event.preventDefault();
 				event.stopPropagation();
 				const svg = preElement.querySelector('svg');
+
 				if (!svg) return;
+
 				mermaidState.setMermaidPreviewSvgHtml(svg.outerHTML);
 				mermaidState.setMermaidPreviewOpen(true);
+
 				return;
 			}
 		}
 
 		// Otherwise, open preview when clicking on the mermaid diagram itself
 		const mermaidEl = target.closest(`.${MERMAID_BLOCK_CLASS}`);
+
 		if (!mermaidEl) return;
 
 		const svg = mermaidEl.querySelector('svg');
+
 		if (!svg) return;
 
 		mermaidState.setMermaidPreviewSvgHtml(svg.outerHTML);
@@ -162,6 +175,7 @@ export function createHandleMermaidClick(mermaidState: MermaidPreviewState) {
 export function createHandleMermaidPreviewOpenChange(mermaidState: MermaidPreviewState) {
 	return function handleMermaidPreviewOpenChange(open: boolean) {
 		mermaidState.setMermaidPreviewOpen(open);
+
 		if (!open) {
 			mermaidState.setMermaidPreviewSvgHtml('');
 		}
@@ -180,16 +194,20 @@ export function createHandleImageError(
 ) {
 	return async function handleImageError(event: Event) {
 		const img = event.target as HTMLImageElement;
+
 		if (!img) return;
 
 		const blockId = img.closest('[data-block-id]')?.getAttribute('data-block-id');
+
 		if (!blockId) return;
 
 		const block = renderedBlocksState.renderedBlocks.find((b) => b.id === blockId);
+
 		if (!block) return;
 
 		// Skip if already handled
 		if (img.dataset[DATA_ERROR_BOUND_ATTR] === BOOL_TRUE_STRING) return;
+
 		img.dataset[DATA_ERROR_BOUND_ATTR] = BOOL_TRUE_STRING;
 
 		// Get the fallback HTML and replace the image
@@ -197,19 +215,19 @@ export function createHandleImageError(
 			<span class="image-error-icon">⚠️</span>
 			<span class="image-error-text">Failed to load image</span>
 		</div>`;
-
 		// Replace the img element with fallback in the block's HTML
 		const newHtml = block.html.replace(/img[^>]*src=["']([^"']*)[^>]*>/g, (match, src) => {
 			if (src === img.src) {
 				return fallbackHtml.replace('data-original-src=""', `data-original-src="${src}"`);
 			}
+
 			return match;
 		});
-
 		// Update the block
 		const newBlocks = renderedBlocksState.renderedBlocks.map((b) =>
 			b.id === blockId ? { ...b, html: newHtml } : b
 		);
+
 		renderedBlocksState.setRenderedBlocks(newBlocks);
 	};
 }
diff --git a/tools/ui/src/lib/components/app/content/MarkdownContent/markdown-utils.ts b/tools/ui/src/lib/components/app/content/MarkdownContent/markdown-utils.ts
index dfb56d53c..96fcac6ce 100644
--- a/tools/ui/src/lib/components/app/content/MarkdownContent/markdown-utils.ts
+++ b/tools/ui/src/lib/components/app/content/MarkdownContent/markdown-utils.ts
@@ -65,6 +65,7 @@ export function getCodeInfoFromTarget(target: HTMLElement): CodeInfo | null {
 
 	if (!wrapper) {
 		console.error('No wrapper found');
+
 		return null;
 	}
 
@@ -72,13 +73,13 @@ export function getCodeInfoFromTarget(target: HTMLElement): CodeInfo | null {
 
 	if (!codeElement) {
 		console.error('No code element found in wrapper');
+
 		return null;
 	}
 
 	const rawCode = codeElement.textContent ?? '';
-
 	const languageLabel = wrapper.querySelector<HTMLElement>('.code-language');
 	const language = languageLabel?.textContent?.trim() || 'text';
 
-	return { rawCode, language };
+	return { language, rawCode };
 }
diff --git a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/code-block-utils.ts b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/code-block-utils.ts
index f1dd867e8..cd093655c 100644
--- a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/code-block-utils.ts
+++ b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/code-block-utils.ts
@@ -3,21 +3,21 @@
  * Contains common HAST element creation functions to avoid code duplication.
  */
 
-import type { Element, ElementContent } from 'hast';
 import {
-	CODE_BLOCK_HEADER_CLASS,
 	CODE_BLOCK_ACTIONS_CLASS,
+	CODE_BLOCK_HEADER_CLASS,
 	CODE_BLOCK_SCROLL_CONTAINER_CLASS,
+	CODE_ICON_SVG,
 	CODE_LANGUAGE_CLASS,
 	COPY_CODE_BTN_CLASS,
-	PREVIEW_CODE_BTN_CLASS,
-	TOGGLE_SOURCE_BTN_CLASS,
-	DIAGRAM_SOURCE_CLASS,
-	RELATIVE_CLASS,
 	COPY_ICON_SVG,
+	DIAGRAM_SOURCE_CLASS,
+	PREVIEW_CODE_BTN_CLASS,
 	PREVIEW_ICON_SVG,
-	CODE_ICON_SVG
+	RELATIVE_CLASS,
+	TOGGLE_SOURCE_BTN_CLASS
 } from '$lib/constants';
+import type { Element, ElementContent } from 'hast';
 
 export interface BlockIdGenerator {
 	(id: number): string;
@@ -28,10 +28,10 @@ export interface BlockIdGenerator {
  */
 export function createIconElement(svg: string): Element {
 	return {
-		type: 'element',
-		tagName: 'span',
+		children: [{ type: 'raw', value: svg } as unknown as ElementContent],
 		properties: {},
-		children: [{ type: 'raw', value: svg } as unknown as ElementContent]
+		tagName: 'span',
+		type: 'element'
 	};
 }
 
@@ -48,8 +48,7 @@ export function createButton(
 	extraProperties: Record<string, string> = {}
 ): Element {
 	return {
-		type: 'element',
-		tagName: 'button',
+		children: [createIconElement(iconSvg)],
 		properties: {
 			className: [className],
 			[idAttribute]: id,
@@ -57,7 +56,8 @@ export function createButton(
 			type: 'button',
 			...extraProperties
 		},
-		children: [createIconElement(iconSvg)]
+		tagName: 'button',
+		type: 'element'
 	};
 }
 
@@ -105,23 +105,24 @@ export function createSourceView(
 	language: string
 ): Element {
 	const code: Element = codeElement ?? {
-		type: 'element',
-		tagName: 'code',
+		children: [{ type: 'text', value: source }],
 		properties: { className: ['hljs', `language-${language}`] },
-		children: [{ type: 'text', value: source }]
+		tagName: 'code',
+		type: 'element'
 	};
+
 	return {
-		type: 'element',
-		tagName: 'div',
-		properties: { className: [DIAGRAM_SOURCE_CLASS, CODE_BLOCK_SCROLL_CONTAINER_CLASS] },
 		children: [
 			{
-				type: 'element',
-				tagName: 'pre',
+				children: [code],
 				properties: {},
-				children: [code]
+				tagName: 'pre',
+				type: 'element'
 			}
-		]
+		],
+		properties: { className: [DIAGRAM_SOURCE_CLASS, CODE_BLOCK_SCROLL_CONTAINER_CLASS] },
+		tagName: 'div',
+		type: 'element'
 	};
 }
 
@@ -136,23 +137,23 @@ export function createBlockHeader(
 	languageClassName: string = CODE_LANGUAGE_CLASS
 ): Element {
 	return {
-		type: 'element',
-		tagName: 'div',
-		properties: { className: [CODE_BLOCK_HEADER_CLASS] },
 		children: [
 			{
-				type: 'element',
-				tagName: 'span',
+				children: [{ type: 'text', value: language }],
 				properties: { className: [languageClassName] },
-				children: [{ type: 'text', value: language }]
+				tagName: 'span',
+				type: 'element'
 			},
 			{
-				type: 'element',
-				tagName: 'div',
+				children: actions,
 				properties: { className: [CODE_BLOCK_ACTIONS_CLASS] },
-				children: actions
+				tagName: 'div',
+				type: 'element'
 			}
-		]
+		],
+		properties: { className: [CODE_BLOCK_HEADER_CLASS] },
+		tagName: 'div',
+		type: 'element'
 	};
 }
 
@@ -161,10 +162,10 @@ export function createBlockHeader(
  */
 export function createScrollContainer(preElement: Element, scrollContainerClass: string): Element {
 	return {
-		type: 'element',
-		tagName: 'div',
+		children: [preElement],
 		properties: { className: [scrollContainerClass] },
-		children: [preElement]
+		tagName: 'div',
+		type: 'element'
 	};
 }
 
@@ -182,13 +183,13 @@ export function createWrapper(
 	extraChildren: Element[] = []
 ): Element {
 	return {
-		type: 'element',
-		tagName: 'div',
+		children: [header, createScrollContainer(preElement, scrollContainerClass), ...extraChildren],
 		properties: {
 			className: [wrapperClass, RELATIVE_CLASS],
 			...additionalAttributes
 		} as Element['properties'],
-		children: [header, createScrollContainer(preElement, scrollContainerClass), ...extraChildren]
+		tagName: 'div',
+		type: 'element'
 	};
 }
 
@@ -199,9 +200,12 @@ export function generateBlockId(prefix: string, windowKey: keyof Window): string
 	if (typeof window !== 'undefined') {
 		const idx = window[windowKey] as number | undefined;
 		const next = (idx ?? 0) + 1;
+
 		(window as unknown as Record<string, number>)[windowKey] = next;
+
 		return `${prefix}-${next}`;
 	}
+
 	// Fallback for SSR - use timestamp + random
 	return `${prefix}-${Date.now()}-${Math.random().toString(36).slice(2, 7)}`;
 }
diff --git a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/enhance-code-blocks.ts b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/enhance-code-blocks.ts
index b72e806b6..769e535fd 100644
--- a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/enhance-code-blocks.ts
+++ b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/enhance-code-blocks.ts
@@ -10,10 +10,6 @@
  * avoiding the need to stringify and re-parse HTML.
  */
 
-import type { Plugin } from 'unified';
-import type { Root, Element, ElementContent } from 'hast';
-import { visit } from 'unist-util-visit';
-import { CODE_BLOCK_SCROLL_CONTAINER_CLASS, CODE_BLOCK_WRAPPER_CLASS } from '$lib/constants';
 import {
 	createBlockHeader,
 	createCopyButton,
@@ -21,6 +17,10 @@ import {
 	createWrapper,
 	generateBlockId
 } from './code-block-utils';
+import { CODE_BLOCK_SCROLL_CONTAINER_CLASS, CODE_BLOCK_WRAPPER_CLASS } from '$lib/constants';
+import type { Element, ElementContent, Root } from 'hast';
+import type { Plugin } from 'unified';
+import { visit } from 'unist-util-visit';
 
 declare global {
 	interface Window {
@@ -30,6 +30,7 @@ declare global {
 
 function extractLanguage(codeElement: Element): string {
 	const className = codeElement.properties?.className;
+
 	if (!Array.isArray(className)) return 'text';
 
 	for (const cls of className) {
diff --git a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/enhance-links.ts b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/enhance-links.ts
index b5fbcbdaa..880a10cad 100644
--- a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/enhance-links.ts
+++ b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/enhance-links.ts
@@ -5,8 +5,8 @@
  * ensuring external links open in new tabs safely.
  */
 
+import type { Element, Root } from 'hast';
 import type { Plugin } from 'unified';
-import type { Root, Element } from 'hast';
 import { visit } from 'unist-util-visit';
 
 /**
diff --git a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/enhance-mermaid-blocks.ts b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/enhance-mermaid-blocks.ts
index 4007c20a1..d1f85b716 100644
--- a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/enhance-mermaid-blocks.ts
+++ b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/enhance-mermaid-blocks.ts
@@ -10,29 +10,29 @@
  * avoiding the need to stringify and re-parse HTML.
  */
 
-import type { Plugin } from 'unified';
-import type { Root, Element, ElementContent } from 'hast';
-import { visit } from 'unist-util-visit';
-import {
-	MERMAID_WRAPPER_CLASS,
-	MERMAID_SCROLL_CONTAINER_CLASS,
-	MERMAID_BLOCK_CLASS,
-	MERMAID_LANGUAGE,
-	MERMAID_SYNTAX_ATTR,
-	MERMAID_ID_ATTR,
-	DIAGRAM_VIEW_MODE_ATTR,
-	DIAGRAM_VIEW_RENDERED
-} from '$lib/constants';
-import type { DiagramPreData } from './pre-transform';
 import {
 	createBlockHeader,
 	createCopyButton,
 	createPreviewButton,
-	createToggleSourceButton,
 	createSourceView,
+	createToggleSourceButton,
 	createWrapper,
 	generateBlockId
 } from './code-block-utils';
+import type { DiagramPreData } from './pre-transform';
+import {
+	DIAGRAM_VIEW_MODE_ATTR,
+	DIAGRAM_VIEW_RENDERED,
+	MERMAID_BLOCK_CLASS,
+	MERMAID_ID_ATTR,
+	MERMAID_LANGUAGE,
+	MERMAID_SCROLL_CONTAINER_CLASS,
+	MERMAID_SYNTAX_ATTR,
+	MERMAID_WRAPPER_CLASS
+} from '$lib/constants';
+import type { Element, ElementContent, Root } from 'hast';
+import type { Plugin } from 'unified';
+import { visit } from 'unist-util-visit';
 
 declare global {
 	interface Window {
@@ -53,6 +53,7 @@ export const rehypeEnhanceMermaidBlocks: Plugin<[], Root> = () => {
 			if (node.tagName !== 'pre' || !parent || index === undefined) return;
 
 			const className = node.properties?.className;
+
 			if (!Array.isArray(className)) return;
 
 			const isMermaid = className.some(
@@ -62,11 +63,11 @@ export const rehypeEnhanceMermaidBlocks: Plugin<[], Root> = () => {
 			if (!isMermaid) return;
 
 			const mermaidId = generateBlockId(MERMAID_LANGUAGE, 'idxMermaidBlock');
-
 			// Extract the mermaid syntax (text content of the pre element)
 			const diagramText = node.children
 				.map((child) => {
 					if (child.type === 'text') return child.value;
+
 					return '';
 				})
 				.join('');
@@ -74,8 +75,8 @@ export const rehypeEnhanceMermaidBlocks: Plugin<[], Root> = () => {
 			// Store the mermaid syntax in data attribute for copy functionality
 			node.properties = {
 				...node.properties,
-				[MERMAID_SYNTAX_ATTR]: diagramText,
-				[MERMAID_ID_ATTR]: mermaidId
+				[MERMAID_ID_ATTR]: mermaidId,
+				[MERMAID_SYNTAX_ATTR]: diagramText
 			};
 
 			const actions = [
@@ -83,7 +84,6 @@ export const rehypeEnhanceMermaidBlocks: Plugin<[], Root> = () => {
 				createToggleSourceButton(mermaidId, MERMAID_ID_ATTR, 'Toggle mermaid source'),
 				createPreviewButton(mermaidId, MERMAID_ID_ATTR, 'Preview diagram')
 			];
-
 			const header = createBlockHeader(MERMAID_LANGUAGE, mermaidId, MERMAID_ID_ATTR, actions);
 			const preservedCode = (node.data as DiagramPreData | undefined)?.sourceCode;
 			const sourceView = createSourceView(preservedCode, diagramText, MERMAID_LANGUAGE);
@@ -93,8 +93,8 @@ export const rehypeEnhanceMermaidBlocks: Plugin<[], Root> = () => {
 				MERMAID_WRAPPER_CLASS,
 				MERMAID_SCROLL_CONTAINER_CLASS,
 				{
-					[MERMAID_ID_ATTR]: mermaidId,
-					[DIAGRAM_VIEW_MODE_ATTR]: DIAGRAM_VIEW_RENDERED
+					[DIAGRAM_VIEW_MODE_ATTR]: DIAGRAM_VIEW_RENDERED,
+					[MERMAID_ID_ATTR]: mermaidId
 				},
 				[sourceView]
 			);
diff --git a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/enhance-svg-blocks.ts b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/enhance-svg-blocks.ts
index 55bcb6065..70976ad7c 100644
--- a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/enhance-svg-blocks.ts
+++ b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/enhance-svg-blocks.ts
@@ -9,29 +9,29 @@
  * Operates directly on the HAST tree and reuses the shared code-block builders.
  */
 
-import type { Plugin } from 'unified';
-import type { Root, Element, ElementContent } from 'hast';
-import { visit } from 'unist-util-visit';
-import {
-	SVG_WRAPPER_CLASS,
-	SVG_SCROLL_CONTAINER_CLASS,
-	SVG_BLOCK_CLASS,
-	SVG_LANGUAGE,
-	SVG_SOURCE_ATTR,
-	SVG_ID_ATTR,
-	DIAGRAM_VIEW_MODE_ATTR,
-	DIAGRAM_VIEW_RENDERED
-} from '$lib/constants';
-import type { DiagramPreData } from './pre-transform';
 import {
 	createBlockHeader,
 	createCopyButton,
 	createPreviewButton,
-	createToggleSourceButton,
 	createSourceView,
+	createToggleSourceButton,
 	createWrapper,
 	generateBlockId
 } from './code-block-utils';
+import type { DiagramPreData } from './pre-transform';
+import {
+	DIAGRAM_VIEW_MODE_ATTR,
+	DIAGRAM_VIEW_RENDERED,
+	SVG_BLOCK_CLASS,
+	SVG_ID_ATTR,
+	SVG_LANGUAGE,
+	SVG_SCROLL_CONTAINER_CLASS,
+	SVG_SOURCE_ATTR,
+	SVG_WRAPPER_CLASS
+} from '$lib/constants';
+import type { Element, ElementContent, Root } from 'hast';
+import type { Plugin } from 'unified';
+import { visit } from 'unist-util-visit';
 
 declare global {
 	interface Window {
@@ -45,6 +45,7 @@ export const rehypeEnhanceSvgBlocks: Plugin<[], Root> = () => {
 			if (node.tagName !== 'pre' || !parent || index === undefined) return;
 
 			const className = node.properties?.className;
+
 			if (!Array.isArray(className)) return;
 
 			const isSvg = className.some((cls) => typeof cls === 'string' && cls === SVG_BLOCK_CLASS);
@@ -52,11 +53,11 @@ export const rehypeEnhanceSvgBlocks: Plugin<[], Root> = () => {
 			if (!isSvg) return;
 
 			const svgId = generateBlockId(SVG_LANGUAGE, 'idxSvgBlock');
-
 			// Extract the svg source (text content of the pre element)
 			const svgSource = node.children
 				.map((child) => {
 					if (child.type === 'text') return child.value;
+
 					return '';
 				})
 				.join('');
@@ -64,8 +65,8 @@ export const rehypeEnhanceSvgBlocks: Plugin<[], Root> = () => {
 			// Store the svg source in data attribute for copy and render
 			node.properties = {
 				...node.properties,
-				[SVG_SOURCE_ATTR]: svgSource,
-				[SVG_ID_ATTR]: svgId
+				[SVG_ID_ATTR]: svgId,
+				[SVG_SOURCE_ATTR]: svgSource
 			};
 
 			const actions = [
@@ -73,7 +74,6 @@ export const rehypeEnhanceSvgBlocks: Plugin<[], Root> = () => {
 				createToggleSourceButton(svgId, SVG_ID_ATTR, 'Toggle svg source'),
 				createPreviewButton(svgId, SVG_ID_ATTR, 'Preview svg')
 			];
-
 			const header = createBlockHeader(SVG_LANGUAGE, svgId, SVG_ID_ATTR, actions);
 			const preservedCode = (node.data as DiagramPreData | undefined)?.sourceCode;
 			const sourceView = createSourceView(preservedCode, svgSource, SVG_LANGUAGE);
@@ -83,8 +83,8 @@ export const rehypeEnhanceSvgBlocks: Plugin<[], Root> = () => {
 				SVG_WRAPPER_CLASS,
 				SVG_SCROLL_CONTAINER_CLASS,
 				{
-					[SVG_ID_ATTR]: svgId,
-					[DIAGRAM_VIEW_MODE_ATTR]: DIAGRAM_VIEW_RENDERED
+					[DIAGRAM_VIEW_MODE_ATTR]: DIAGRAM_VIEW_RENDERED,
+					[SVG_ID_ATTR]: svgId
 				},
 				[sourceView]
 			);
diff --git a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/file-badge.ts b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/file-badge.ts
new file mode 100644
index 000000000..e8bc37eca
--- /dev/null
+++ b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/file-badge.ts
@@ -0,0 +1,102 @@
+/**
+ * Rehype plugin that rewrites `file://` markdown anchors into the inline
+ * mention chip, sharing the class string with the contenteditable
+ * tokenizer via `$lib/constants/mention-badge`.
+ *
+ * The chip is presentational: `file://` navigation is blocked from
+ * http(s) pages, so the anchor becomes a plain `<span>` (no link role,
+ * no tab stop); the full path stays available on `title`.
+ */
+
+import {
+	FILE_URI_PREFIX,
+	MENTION_BADGE_CLASSNAME,
+	MENTION_BADGE_ICON_CLASSNAME,
+	MENTION_BADGE_SVG_ATTRIBUTES,
+	PATH_SEPARATOR,
+	SETTINGS_KEYS
+} from '$lib/constants';
+import { settingsStore } from '$lib/stores/settings.svelte';
+import { toolsStore } from '$lib/stores/tools.svelte';
+import { decodeFileLinkPath, getMentionBadgeIconPaths, getMentionBadgeLabel } from '$lib/utils';
+import type { Element, Root } from 'hast';
+import type { Plugin } from 'unified';
+import { visit } from 'unist-util-visit';
+
+// Trailing path separators mark a directory and are kept out of the label.
+const TRAILING_SEPARATOR_REGEX = /\/+$/;
+
+function decodeHrefPath(href: string): string {
+	const stripped = href.startsWith(FILE_URI_PREFIX) ? href.slice(FILE_URI_PREFIX.length) : href;
+
+	return decodeFileLinkPath(stripped);
+}
+
+function labelFromFileUrl(href: string): string {
+	const decoded = decodeHrefPath(href);
+	const trimmed = decoded.replace(TRAILING_SEPARATOR_REGEX, '');
+	const slash = trimmed.lastIndexOf(PATH_SEPARATOR);
+
+	return slash === -1 ? trimmed : trimmed.slice(slash + 1);
+}
+
+// A trailing `/` in the target marks a directory and selects the folder
+// icon, matching the convention the mention picker inserts with.
+function iconElement(href: string): Element {
+	return {
+		children: getMentionBadgeIconPaths(href).map((d) => ({
+			children: [],
+			properties: { d },
+			tagName: 'path',
+			type: 'element'
+		})),
+		properties: {
+			...MENTION_BADGE_SVG_ATTRIBUTES,
+			className: MENTION_BADGE_ICON_CLASSNAME.split(' ').filter(Boolean)
+		},
+		tagName: 'svg',
+		type: 'element'
+	};
+}
+
+export const rehypeFileBadge: Plugin<[], Root> = () => {
+	return (tree: Root) => {
+		visit(tree, 'element', (node: Element) => {
+			if (node.tagName !== 'a') return;
+
+			const props = node.properties ?? {};
+			const href = typeof props.href === 'string' ? props.href : null;
+
+			if (!href || !href.startsWith(FILE_URI_PREFIX)) return;
+
+			const label = labelFromFileUrl(href);
+			const titleAttr = typeof props.title === 'string' ? props.title : href;
+			const decodedPath = decodeHrefPath(href);
+
+			node.tagName = 'span';
+			node.properties = {
+				className: MENTION_BADGE_CLASSNAME.split(' ').filter(Boolean),
+				title: titleAttr.startsWith(FILE_URI_PREFIX) ? decodedPath : titleAttr
+			};
+			node.children = [
+				iconElement(href),
+				{
+					children: [
+						{
+							type: 'text',
+							value: getMentionBadgeLabel(
+								label,
+								decodedPath,
+								settingsStore.getConfig(SETTINGS_KEYS.SHOW_FULL_PATH_IN_MENTIONS),
+								toolsStore.serverHome
+							)
+						}
+					],
+					properties: { className: ['shrink-0', 'truncate'] },
+					tagName: 'span',
+					type: 'element'
+				}
+			];
+		});
+	};
+};
diff --git a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/pre-transform.ts b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/pre-transform.ts
index 7aa967bb8..755fa1ecd 100644
--- a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/pre-transform.ts
+++ b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/pre-transform.ts
@@ -1,5 +1,5 @@
+import type { Element, ElementContent, Root, Text } from 'hast';
 import type { Plugin } from 'unified';
-import type { Root, Element, ElementContent, Text } from 'hast';
 import { visit } from 'unist-util-visit';
 
 /**
@@ -17,9 +17,11 @@ export interface DiagramPreData {
  */
 function extractText(node: ElementContent): string {
 	if (node.type === 'text') return node.value;
+
 	if (node.type === 'element') {
 		return (node.children ?? []).map(extractText).join('');
 	}
+
 	return '';
 }
 
@@ -57,6 +59,7 @@ export function createPreTransform(
 				if (!codeElement) return;
 
 				const className = codeElement.properties?.className;
+
 				if (!Array.isArray(className)) return;
 
 				const matches = className.some(
@@ -73,15 +76,15 @@ export function createPreTransform(
 				if (contentGuard && !contentGuard(text)) return;
 
 				const pre: Element = {
-					type: 'element',
-					tagName: 'pre',
-					properties: {
-						className: [targetClass]
-					},
 					children: [{ type: 'text', value: text } as Text],
 					// Keep the highlighted code element so the block can offer a source
 					// view that matches the app code blocks without re highlighting.
-					data: { sourceCode: codeElement } satisfies DiagramPreData
+					data: { sourceCode: codeElement } satisfies DiagramPreData,
+					properties: {
+						className: [targetClass]
+					},
+					tagName: 'pre',
+					type: 'element'
 				};
 
 				(parent.children as ElementContent[])[index] = pre;
diff --git a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/rehype-rtl-support.ts b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/rehype-rtl-support.ts
index 0a8b93ad5..b63dddbdb 100644
--- a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/rehype-rtl-support.ts
+++ b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/rehype-rtl-support.ts
@@ -6,8 +6,8 @@
  * (including those not in a predefined list) receive the attribute.
  */
 
+import type { Element, Root } from 'hast';
 import type { Plugin } from 'unified';
-import type { Root, Element } from 'hast';
 import { visit } from 'unist-util-visit';
 
 /**
diff --git a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/resolve-attachment-images.ts b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/resolve-attachment-images.ts
index 36e7a3192..5d3ade0f1 100644
--- a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/resolve-attachment-images.ts
+++ b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/resolve-attachment-images.ts
@@ -1,7 +1,7 @@
+import { AttachmentType, UrlProtocol } from '$lib/enums';
+import type { DatabaseMessageExtra, DatabaseMessageExtraImageFile } from '$lib/types/database';
 import type { Root as HastRoot } from 'hast';
 import { visit } from 'unist-util-visit';
-import type { DatabaseMessageExtra, DatabaseMessageExtraImageFile } from '$lib/types/database';
-import { AttachmentType, UrlProtocol } from '$lib/enums';
 
 /**
  * Rehype plugin to resolve attachment image sources.
diff --git a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/svg-pre.ts b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/svg-pre.ts
index eb0e2c699..df2cd5cbd 100644
--- a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/svg-pre.ts
+++ b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/svg-pre.ts
@@ -1,5 +1,5 @@
 import { createPreTransform } from './pre-transform';
-import { SVG_BLOCK_CLASS, SVG_LANGUAGE, XML_LANGUAGE, SVG_TAG_PREFIX } from '$lib/constants';
+import { SVG_BLOCK_CLASS, SVG_LANGUAGE, SVG_TAG_PREFIX, XML_LANGUAGE } from '$lib/constants';
 
 /**
  * Converts svg code blocks to <pre class="svg-block"> for client-side rendering.
diff --git a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/table-html-restorer.ts b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/table-html-restorer.ts
index bc5d03465..1dd0247fe 100644
--- a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/table-html-restorer.ts
+++ b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/rehype/table-html-restorer.ts
@@ -64,27 +64,30 @@
  * // With this plugin: <br> becomes line break, <ul> becomes actual list
  */
 
-import type { Plugin } from 'unified';
+import { BR_PATTERN, LI_PATTERN, LIST_PATTERN } from '$lib/constants';
 import type { Element, ElementContent, Root, Text } from 'hast';
+import type { Plugin } from 'unified';
 import { visit } from 'unist-util-visit';
 import { visitParents } from 'unist-util-visit-parents';
-import { BR_PATTERN, LIST_PATTERN, LI_PATTERN } from '$lib/constants';
 
 /**
  * Expands text containing `<br>` tags into an array of text nodes and br elements.
  */
 function expandBrTags(value: string): ElementContent[] {
 	const matches = [...value.matchAll(BR_PATTERN)];
+
 	if (!matches.length) return [{ type: 'text', value } as Text];
 
 	const result: ElementContent[] = [];
+
 	let cursor = 0;
 
 	for (const m of matches) {
 		if (m.index! > cursor) {
 			result.push({ type: 'text', value: value.slice(cursor, m.index) } as Text);
 		}
-		result.push({ type: 'element', tagName: 'br', properties: {}, children: [] } as Element);
+
+		result.push({ children: [], properties: {}, tagName: 'br', type: 'element' } as Element);
 		cursor = m.index! + m[0].length;
 	}
 
@@ -101,10 +104,12 @@ function expandBrTags(value: string): ElementContent[] {
  */
 function parseList(value: string): Element | null {
 	const match = value.trim().match(LIST_PATTERN);
+
 	if (!match) return null;
 
 	const body = match[1];
 	const items: ElementContent[] = [];
+
 	let cursor = 0;
 
 	for (const liMatch of body.matchAll(LI_PATTERN)) {
@@ -112,10 +117,10 @@ function parseList(value: string): Element | null {
 		if (body.slice(cursor, liMatch.index!).trim()) return null;
 
 		items.push({
-			type: 'element',
-			tagName: 'li',
+			children: expandBrTags(liMatch[1] ?? ''),
 			properties: {},
-			children: expandBrTags(liMatch[1] ?? '')
+			tagName: 'li',
+			type: 'element'
 		} as Element);
 
 		cursor = liMatch.index! + liMatch[0].length;
@@ -124,7 +129,7 @@ function parseList(value: string): Element | null {
 	// Reject if no items found or trailing garbage exists
 	if (!items.length || body.slice(cursor).trim()) return null;
 
-	return { type: 'element', tagName: 'ul', properties: {}, children: items } as Element;
+	return { children: items, properties: {}, tagName: 'ul', type: 'element' } as Element;
 }
 
 /**
@@ -133,11 +138,13 @@ function parseList(value: string): Element | null {
 function processCell(cell: Element) {
 	visitParents(cell, 'text', (textNode: Text, ancestors) => {
 		const parent = ancestors[ancestors.length - 1];
+
 		if (!parent || parent.type !== 'element') return;
 
 		const parentEl = parent as Element;
 		const siblings = parentEl.children as ElementContent[];
 		const startIndex = siblings.indexOf(textNode as ElementContent);
+
 		if (startIndex === -1) return;
 
 		// Combine consecutive text nodes and <br> elements into one string
@@ -146,6 +153,7 @@ function processCell(cell: Element) {
 
 		for (let i = startIndex; i < siblings.length; i++) {
 			const sib = siblings[i];
+
 			if (sib.type === 'text') {
 				combined += (sib as Text).value;
 				endIndex = i;
@@ -159,13 +167,16 @@ function processCell(cell: Element) {
 
 		// Try parsing as list first (replaces entire combined range)
 		const list = parseList(combined);
+
 		if (list) {
 			siblings.splice(startIndex, endIndex - startIndex + 1, list);
+
 			return;
 		}
 
 		// Otherwise, just expand <br> tags in this text node
 		const expanded = expandBrTags(textNode.value);
+
 		if (expanded.length !== 1 || expanded[0] !== textNode) {
 			siblings.splice(startIndex, 1, ...expanded);
 		}
diff --git a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/remark/literal-html.ts b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/remark/literal-html.ts
index c974d8b18..5183fe531 100644
--- a/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/remark/literal-html.ts
+++ b/tools/ui/src/lib/components/app/content/MarkdownContent/plugins/remark/literal-html.ts
@@ -1,7 +1,7 @@
+import { LINE_BREAK, NBSP, PHRASE_PARENTS, TAB_AS_SPACES } from '$lib/constants';
+import type { Break, Content, Paragraph, PhrasingContent, Root, Text } from 'mdast';
 import type { Plugin } from 'unified';
 import { visit } from 'unist-util-visit';
-import type { Break, Content, Paragraph, PhrasingContent, Root, Text } from 'mdast';
-import { LINE_BREAK, NBSP, PHRASE_PARENTS, TAB_AS_SPACES } from '$lib/constants';
 
 /**
  * remark plugin that rewrites raw HTML nodes into plain-text equivalents.
@@ -23,12 +23,14 @@ function preserveIndent(line: string): string {
 		if (char === ' ') {
 			output += NBSP;
 			index += 1;
+
 			continue;
 		}
 
 		if (char === '\t') {
 			output += TAB_AS_SPACES;
 			index += 1;
+
 			continue;
 		}
 
@@ -71,12 +73,12 @@ export const remarkLiteralHtml: Plugin<[], Root> = () => {
 
 			if (!PHRASE_PARENTS.has(parent.type as string)) {
 				const paragraph: Paragraph = {
-					type: 'paragraph',
 					children: replacement as Paragraph['children'],
-					data: { literalHtml: true }
+					data: { literalHtml: true },
+					type: 'paragraph'
 				};
-
 				const siblings = parent.children as unknown as Content[];
+
 				siblings.splice(index, 1, paragraph as unknown as Content);
 
 				if (index > 0) {
diff --git a/tools/ui/src/lib/components/app/content/MentionBadge.svelte b/tools/ui/src/lib/components/app/content/MentionBadge.svelte
new file mode 100644
index 000000000..1af126267
--- /dev/null
+++ b/tools/ui/src/lib/components/app/content/MentionBadge.svelte
@@ -0,0 +1,36 @@
+<script lang="ts">
+	import { SETTINGS_KEYS } from '$lib/constants';
+	import { settingsStore } from '$lib/stores/settings.svelte';
+	import { toolsStore } from '$lib/stores/tools.svelte';
+	import {
+		getMentionBadgeIconPaths,
+		getMentionBadgeLabel,
+		MENTION_BADGE_CLASSNAME,
+		MENTION_BADGE_ICON_CLASSNAME,
+		MENTION_BADGE_SVG_ATTRIBUTES
+	} from '$lib/utils';
+
+	interface Props {
+		name: string;
+		path: string;
+	}
+
+	let { name, path }: Props = $props();
+
+	let showFullPath = $derived(
+		settingsStore.getConfig(SETTINGS_KEYS.SHOW_FULL_PATH_IN_MENTIONS) as boolean
+	);
+	let label = $derived(getMentionBadgeLabel(name, path, showFullPath, toolsStore.serverHome));
+</script>
+
+<!-- The chip is a flex container, so template whitespace between its
+     children collapses away and the icon keeps its `gap-1` spacing. -->
+<span class={MENTION_BADGE_CLASSNAME} title={path}>
+	<svg {...MENTION_BADGE_SVG_ATTRIBUTES} class={MENTION_BADGE_ICON_CLASSNAME}>
+		{#each getMentionBadgeIconPaths(path) as d (d)}
+			<path {d} />
+		{/each}
+	</svg>
+
+	<span class="shrink-0 truncate">{label}</span>
+</span>
diff --git a/tools/ui/src/lib/components/app/content/MentionText.svelte b/tools/ui/src/lib/components/app/content/MentionText.svelte
new file mode 100644
index 000000000..0a4bc0eeb
--- /dev/null
+++ b/tools/ui/src/lib/components/app/content/MentionText.svelte
@@ -0,0 +1,17 @@
+<script lang="ts">
+	import MentionBadge from './MentionBadge.svelte';
+	import { splitMentionSegments } from '$lib/utils';
+
+	interface Props {
+		content: string;
+	}
+
+	let { content }: Props = $props();
+
+	let segments = $derived(splitMentionSegments(content));
+</script>
+
+<!-- Segments sit in a `whitespace-pre-wrap` parent, so the markup stays
+     glued: any newline between the tags below would print as a space. -->
+<!-- prettier-ignore -->
+{#each segments as segment, index (index)}{#if segment.mention}<MentionBadge name={segment.mention.name} path={segment.mention.path} />{:else}{segment.text}{/if}{/each}
diff --git a/tools/ui/src/lib/components/app/content/MermaidPreview.svelte b/tools/ui/src/lib/components/app/content/MermaidPreview.svelte
index a30f585b9..417600211 100644
--- a/tools/ui/src/lib/components/app/content/MermaidPreview.svelte
+++ b/tools/ui/src/lib/components/app/content/MermaidPreview.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
 	import MermaidPreviewControls from './MermaidPreviewControls.svelte';
-	import { mountSvgShadow } from '$lib/utils/svg-shadow';
 	import { SVG_DIALOG_SHADOW_STYLE } from '$lib/constants';
+	import { mountSvgShadow } from '$lib/utils/svg-shadow';
 
 	interface Props {
 		svgHtml: string;
@@ -51,6 +51,7 @@
 		event.preventDefault();
 
 		const delta = event.deltaY > 0 ? -ZOOM_STEP : ZOOM_STEP;
+
 		scale = Math.min(Math.max(scale + delta, MIN_SCALE), MAX_SCALE);
 	}
 
@@ -58,6 +59,7 @@
 	// (Svelte 5 wheel listeners are passive by default, making preventDefault() a no-op)
 	$effect(() => {
 		const el = containerRef.current;
+
 		if (!el) return;
 
 		function onWheel(e: WheelEvent) {
@@ -65,6 +67,7 @@
 		}
 
 		el.addEventListener('wheel', onWheel, { passive: false });
+
 		return () => el.removeEventListener('wheel', onWheel);
 	});
 
diff --git a/tools/ui/src/lib/components/app/content/MermaidPreviewControls.svelte b/tools/ui/src/lib/components/app/content/MermaidPreviewControls.svelte
index 39540e7a8..1dd341f5a 100644
--- a/tools/ui/src/lib/components/app/content/MermaidPreviewControls.svelte
+++ b/tools/ui/src/lib/components/app/content/MermaidPreviewControls.svelte
@@ -1,9 +1,9 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { Download } from '@lucide/svelte';
+	import RotateCcwIcon from '@lucide/svelte/icons/rotate-ccw';
 	import ZoomInIcon from '@lucide/svelte/icons/zoom-in';
 	import ZoomOutIcon from '@lucide/svelte/icons/zoom-out';
-	import RotateCcwIcon from '@lucide/svelte/icons/rotate-ccw';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 
 	interface Props {
 		scale: number;
@@ -13,13 +13,15 @@
 		onResetView: () => void;
 	}
 
-	let { scale, svgHtml, onZoomIn, onZoomOut, onResetView }: Props = $props();
+	let { onResetView, onZoomIn, onZoomOut, scale, svgHtml }: Props = $props();
 
 	function downloadSvg() {
 		if (!svgHtml) return;
+
 		const blob = new Blob([svgHtml], { type: 'image/svg+xml' });
 		const url = URL.createObjectURL(blob);
 		const a = document.createElement('a');
+
 		a.href = url;
 		a.download = 'diagram.svg';
 		a.click();
diff --git a/tools/ui/src/lib/components/app/content/SyntaxHighlightedCode.svelte b/tools/ui/src/lib/components/app/content/SyntaxHighlightedCode.svelte
index 2d5725f55..1261de4a8 100644
--- a/tools/ui/src/lib/components/app/content/SyntaxHighlightedCode.svelte
+++ b/tools/ui/src/lib/components/app/content/SyntaxHighlightedCode.svelte
@@ -1,12 +1,11 @@
 <script lang="ts">
 	import { browser } from '$app/environment';
-	import { mode } from 'mode-watcher';
-
-	import githubDarkCss from 'highlight.js/styles/github-dark.css?inline';
-	import githubLightCss from 'highlight.js/styles/github.css?inline';
-	import { ColorMode } from '$lib/enums';
 	import { SYNTAX_CODE_SCROLL_AT_BOTTOM_THRESHOLD_PX } from '$lib/constants/auto-scroll';
+	import { ColorMode } from '$lib/enums';
 	import { highlightCode } from '$lib/utils';
+	import githubLightCss from 'highlight.js/styles/github.css?inline';
+	import githubDarkCss from 'highlight.js/styles/github-dark.css?inline';
+	import { mode } from 'mode-watcher';
 
 	interface Props {
 		code: string;
@@ -20,9 +19,9 @@
 	}
 
 	let {
+		class: className = '',
 		code,
 		language = 'text',
-		class: className = '',
 		maxHeight = '60vh',
 		maxWidth = '',
 		streaming = false
@@ -40,9 +39,11 @@
 		if (!browser) return;
 
 		const existingThemes = document.querySelectorAll('style[data-highlight-theme-preview]');
+
 		existingThemes.forEach((style) => style.remove());
 
 		const style = document.createElement('style');
+
 		style.setAttribute('data-highlight-theme-preview', 'true');
 		style.textContent = isDark ? githubDarkCss : githubLightCss;
 
@@ -51,6 +52,7 @@
 
 	function isAtBottom(): boolean {
 		if (!scrollEl) return false;
+
 		return (
 			scrollEl.scrollHeight - scrollEl.clientHeight - scrollEl.scrollTop <=
 			SCROLL_BOTTOM_THRESHOLD_PX
@@ -59,8 +61,10 @@
 
 	function scrollToBottomOnFrame() {
 		if (pendingFrame !== null || !scrollEl || userScrolledUp) return;
+
 		pendingFrame = requestAnimationFrame(() => {
 			pendingFrame = null;
+
 			// User may scroll between scheduling and paint.
 			if (scrollEl && !userScrolledUp) {
 				scrollEl.scrollTop = scrollEl.scrollHeight;
@@ -70,12 +74,15 @@
 
 	function handleScrollEvent() {
 		if (!scrollEl) return;
+
 		const isScrollingUp = scrollEl.scrollTop < lastScrollTop;
+
 		if (isScrollingUp && !isAtBottom()) {
 			userScrolledUp = true;
 		} else if (isAtBottom()) {
 			userScrolledUp = false;
 		}
+
 		lastScrollTop = scrollEl.scrollTop;
 	}
 
@@ -96,7 +103,9 @@
 
 	$effect(() => {
 		void code;
+
 		if (!streaming || userScrolledUp) return;
+
 		scrollToBottomOnFrame();
 	});
 
@@ -105,10 +114,11 @@
 		if (!streaming || !scrollEl) return;
 
 		const observer = new MutationObserver(() => scrollToBottomOnFrame());
+
 		observer.observe(scrollEl, {
+			characterData: true,
 			childList: true,
-			subtree: true,
-			characterData: true
+			subtree: true
 		});
 
 		return () => observer.disconnect();
diff --git a/tools/ui/src/lib/components/app/content/index.ts b/tools/ui/src/lib/components/app/content/index.ts
index 5cfdd1b9c..9b43fe9cc 100644
--- a/tools/ui/src/lib/components/app/content/index.ts
+++ b/tools/ui/src/lib/components/app/content/index.ts
@@ -31,6 +31,20 @@
  */
 export { default as MarkdownContent } from './MarkdownContent/MarkdownContent.svelte';
 
+/**
+ * **MentionText** - Plain text with file mention badges
+ *
+ * Renders a message verbatim, turning only `[name](file://path)` links
+ * into the same badge chips the markdown path draws. Nothing else is
+ * interpreted, so pasted code keeps its `#` comments and underscores.
+ *
+ * @example
+ * ```svelte
+ * <span class="whitespace-pre-wrap"><MentionText content={message.content} /></span>
+ * ```
+ */
+export { default as MentionText } from './MentionText.svelte';
+
 /**
  * **SyntaxHighlightedCode** - Code syntax highlighting
  *
diff --git a/tools/ui/src/lib/components/app/dialogs/DialogChatAttachmentsPreview.svelte b/tools/ui/src/lib/components/app/dialogs/DialogChatAttachmentsPreview.svelte
index 533301dfd..e0b4138ba 100644
--- a/tools/ui/src/lib/components/app/dialogs/DialogChatAttachmentsPreview.svelte
+++ b/tools/ui/src/lib/components/app/dialogs/DialogChatAttachmentsPreview.svelte
@@ -1,9 +1,9 @@
 <script lang="ts">
-	import { Dialog } from 'bits-ui';
 	import { X } from '@lucide/svelte';
-	import * as DialogUI from '$lib/components/ui/dialog';
 	import { ChatAttachmentsPreview } from '$lib/components/app';
+	import * as DialogUI from '$lib/components/ui/dialog';
 	import { KeyboardKey } from '$lib/enums';
+	import { Dialog } from 'bits-ui';
 
 	interface Props {
 		open: boolean;
@@ -14,11 +14,11 @@
 	}
 
 	let {
-		open = $bindable(false),
-		uploadedFiles = [],
-		attachments = [],
 		activeModelId,
-		previewFocusIndex = 0
+		attachments = [],
+		open = $bindable(false),
+		previewFocusIndex = 0,
+		uploadedFiles = []
 	}: Props = $props();
 
 	function handleClose() {
@@ -59,6 +59,7 @@
 		}
 
 		document.addEventListener('keydown', handleKeyDown);
+
 		return () => document.removeEventListener('keydown', handleKeyDown);
 	});
 </script>
diff --git a/tools/ui/src/lib/components/app/dialogs/DialogChatError.svelte b/tools/ui/src/lib/components/app/dialogs/DialogChatError.svelte
index ff1005313..c2429fe4d 100644
--- a/tools/ui/src/lib/components/app/dialogs/DialogChatError.svelte
+++ b/tools/ui/src/lib/components/app/dialogs/DialogChatError.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
-	import * as AlertDialog from '$lib/components/ui/alert-dialog';
 	import { AlertTriangle, TimerOff } from '@lucide/svelte';
+	import * as AlertDialog from '$lib/components/ui/alert-dialog';
 	import { ErrorDialogType } from '$lib/enums';
 
 	interface Props {
@@ -11,7 +11,7 @@
 		onOpenChange?: (open: boolean) => void;
 	}
 
-	let { open = $bindable(), type, message, contextInfo, onOpenChange }: Props = $props();
+	let { contextInfo, message, onOpenChange, open = $bindable(), type }: Props = $props();
 
 	const isTimeout = $derived(type === ErrorDialogType.TIMEOUT);
 	const title = $derived(isTimeout ? 'TCP Timeout' : 'Server Error');
diff --git a/tools/ui/src/lib/components/app/dialogs/DialogCodePreview.svelte b/tools/ui/src/lib/components/app/dialogs/DialogCodePreview.svelte
index fe5d9b504..3c6012d82 100644
--- a/tools/ui/src/lib/components/app/dialogs/DialogCodePreview.svelte
+++ b/tools/ui/src/lib/components/app/dialogs/DialogCodePreview.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
-	import { Dialog as DialogPrimitive } from 'bits-ui';
 	import XIcon from '@lucide/svelte/icons/x';
+	import { Dialog as DialogPrimitive } from 'bits-ui';
 
 	interface Props {
 		open: boolean;
@@ -9,7 +9,7 @@
 		onOpenChange?: (open: boolean) => void;
 	}
 
-	let { open = $bindable(), code, language, onOpenChange }: Props = $props();
+	let { code, language, onOpenChange, open = $bindable() }: Props = $props();
 
 	let iframeRef = $state<HTMLIFrameElement | null>(null);
 
diff --git a/tools/ui/src/lib/components/app/dialogs/DialogConfirmation.svelte b/tools/ui/src/lib/components/app/dialogs/DialogConfirmation.svelte
index becc658d3..409cbc3a9 100644
--- a/tools/ui/src/lib/components/app/dialogs/DialogConfirmation.svelte
+++ b/tools/ui/src/lib/components/app/dialogs/DialogConfirmation.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
 	import * as AlertDialog from '$lib/components/ui/alert-dialog';
-	import type { Component, Snippet } from 'svelte';
 	import { KeyboardKey } from '$lib/enums';
+	import type { Component, Snippet } from 'svelte';
 
 	interface Props {
 		open: boolean;
@@ -18,17 +18,17 @@
 	}
 
 	let {
-		open = $bindable(),
-		title,
-		description,
-		confirmText = 'Confirm',
 		cancelText = 'Cancel',
-		variant = 'default',
+		children,
+		confirmText = 'Confirm',
+		description,
 		icon,
-		onConfirm,
 		onCancel,
+		onConfirm,
 		onKeydown,
-		children
+		open = $bindable(),
+		title,
+		variant = 'default'
 	}: Props = $props();
 
 	function handleKeydown(event: KeyboardEvent) {
@@ -37,6 +37,7 @@
 
 			onConfirm();
 		}
+
 		onKeydown?.(event);
 	}
 
diff --git a/tools/ui/src/lib/components/app/dialogs/DialogConversationRename.svelte b/tools/ui/src/lib/components/app/dialogs/DialogConversationRename.svelte
index d85340f3f..e4c4e0bbc 100644
--- a/tools/ui/src/lib/components/app/dialogs/DialogConversationRename.svelte
+++ b/tools/ui/src/lib/components/app/dialogs/DialogConversationRename.svelte
@@ -1,8 +1,8 @@
 <script lang="ts">
+	import { Pencil } from '@lucide/svelte';
 	import * as AlertDialog from '$lib/components/ui/alert-dialog';
 	import { Button } from '$lib/components/ui/button';
 	import { Input } from '$lib/components/ui/input';
-	import { Pencil } from '@lucide/svelte';
 
 	interface Props {
 		open: boolean;
@@ -13,11 +13,11 @@
 	}
 
 	let {
-		open = $bindable(),
 		currentTitle,
-		value = $bindable(''),
+		onCancel,
 		onConfirm,
-		onCancel
+		open = $bindable(),
+		value = $bindable('')
 	}: Props = $props();
 
 	let inputRef = $state<HTMLInputElement | null>(null);
@@ -42,7 +42,9 @@
 
 	function handleSubmit(event: Event) {
 		event.preventDefault();
+
 		if (!canSubmit) return;
+
 		value = value.trim();
 		onConfirm();
 	}
diff --git a/tools/ui/src/lib/components/app/dialogs/DialogConversationSelection.svelte b/tools/ui/src/lib/components/app/dialogs/DialogConversationSelection.svelte
index 5f5b2f4ab..4e40591ce 100644
--- a/tools/ui/src/lib/components/app/dialogs/DialogConversationSelection.svelte
+++ b/tools/ui/src/lib/components/app/dialogs/DialogConversationSelection.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
-	import * as Dialog from '$lib/components/ui/dialog';
 	import { ConversationSelection } from '$lib/components/app';
+	import * as Dialog from '$lib/components/ui/dialog';
 
 	interface Props {
 		conversations: DatabaseConversation[];
diff --git a/tools/ui/src/lib/components/app/dialogs/DialogEmptyFileAlert.svelte b/tools/ui/src/lib/components/app/dialogs/DialogEmptyFileAlert.svelte
index f875b0aba..9e1c8057a 100644
--- a/tools/ui/src/lib/components/app/dialogs/DialogEmptyFileAlert.svelte
+++ b/tools/ui/src/lib/components/app/dialogs/DialogEmptyFileAlert.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
-	import * as AlertDialog from '$lib/components/ui/alert-dialog';
 	import { FileX } from '@lucide/svelte';
+	import * as AlertDialog from '$lib/components/ui/alert-dialog';
 
 	interface Props {
 		open: boolean;
@@ -8,7 +8,7 @@
 		onOpenChange?: (open: boolean) => void;
 	}
 
-	let { open = $bindable(), emptyFiles, onOpenChange }: Props = $props();
+	let { emptyFiles, onOpenChange, open = $bindable() }: Props = $props();
 
 	function handleOpenChange(newOpen: boolean) {
 		open = newOpen;
diff --git a/tools/ui/src/lib/components/app/dialogs/DialogExportSettings.svelte b/tools/ui/src/lib/components/app/dialogs/DialogExportSettings.svelte
index fe36dce56..3b11e5dad 100644
--- a/tools/ui/src/lib/components/app/dialogs/DialogExportSettings.svelte
+++ b/tools/ui/src/lib/components/app/dialogs/DialogExportSettings.svelte
@@ -1,14 +1,14 @@
 <script lang="ts">
+	import { Shield, ShieldOff } from '@lucide/svelte';
 	import * as AlertDialog from '$lib/components/ui/alert-dialog';
 	import { Checkbox } from '$lib/components/ui/checkbox';
 	import Label from '$lib/components/ui/label/label.svelte';
-	import { Shield, ShieldOff } from '@lucide/svelte';
 
 	let {
-		open = $bindable(),
 		includeSensitiveData = $bindable(false),
 		onCancel,
-		onConfirm
+		onConfirm,
+		open = $bindable()
 	}: {
 		open: boolean;
 		includeSensitiveData: boolean;
diff --git a/tools/ui/src/lib/components/app/dialogs/DialogFileUploadError.svelte b/tools/ui/src/lib/components/app/dialogs/DialogFileUploadError.svelte
index 3bb2d357f..0d5a9984c 100644
--- a/tools/ui/src/lib/components/app/dialogs/DialogFileUploadError.svelte
+++ b/tools/ui/src/lib/components/app/dialogs/DialogFileUploadError.svelte
@@ -12,7 +12,7 @@
 		onOpenChange?: (open: boolean) => void;
 	}
 
-	let { open = $bindable(), fileErrorData, onOpenChange }: Props = $props();
+	let { fileErrorData, onOpenChange, open = $bindable() }: Props = $props();
 
 	function handleOpenChange(newOpen: boolean) {
 		open = newOpen;
diff --git a/tools/ui/src/lib/components/app/dialogs/DialogMcpResourcePreview.svelte b/tools/ui/src/lib/components/app/dialogs/DialogMcpResourcePreview.svelte
index 7bf284089..537dd4c50 100644
--- a/tools/ui/src/lib/components/app/dialogs/DialogMcpResourcePreview.svelte
+++ b/tools/ui/src/lib/components/app/dialogs/DialogMcpResourcePreview.svelte
@@ -1,18 +1,18 @@
 <script lang="ts">
-	import * as Dialog from '$lib/components/ui/dialog';
 	import { Download } from '@lucide/svelte';
+	import { ActionIconCopyToClipboard, SyntaxHighlightedCode } from '$lib/components/app';
 	import { Button } from '$lib/components/ui/button';
+	import * as Dialog from '$lib/components/ui/dialog';
+	import { DEFAULT_RESOURCE_FILENAME } from '$lib/constants';
+	import { MimeTypeIncludes, MimeTypeText } from '$lib/enums';
 	import { mcpStore } from '$lib/stores/mcp.svelte';
-	import { SyntaxHighlightedCode, ActionIconCopyToClipboard } from '$lib/components/app';
+	import type { DatabaseMessageExtraMcpResource } from '$lib/types';
 	import {
+		downloadResourceContent,
 		getLanguageFromFilename,
 		isCodeResource,
-		isImageResource,
-		downloadResourceContent
+		isImageResource
 	} from '$lib/utils';
-	import { MimeTypeIncludes, MimeTypeText } from '$lib/enums';
-	import { DEFAULT_RESOURCE_FILENAME } from '$lib/constants';
-	import type { DatabaseMessageExtraMcpResource } from '$lib/types';
 
 	interface Props {
 		open: boolean;
@@ -20,14 +20,16 @@
 		extra: DatabaseMessageExtraMcpResource;
 	}
 
-	let { open = $bindable(), onOpenChange, extra }: Props = $props();
+	let { extra, onOpenChange, open = $bindable() }: Props = $props();
 
 	const serverName = $derived(mcpStore.getServerDisplayName(extra.serverName));
 	const favicon = $derived(mcpStore.getServerFavicon(extra.serverName));
 
 	function getLanguage(): string {
 		if (extra.mimeType?.includes(MimeTypeIncludes.JSON)) return MimeTypeIncludes.JSON;
+
 		if (extra.mimeType?.includes(MimeTypeIncludes.JAVASCRIPT)) return MimeTypeIncludes.JAVASCRIPT;
+
 		if (extra.mimeType?.includes(MimeTypeIncludes.TYPESCRIPT)) return MimeTypeIncludes.TYPESCRIPT;
 
 		const name = extra.name || extra.uri || '';
diff --git a/tools/ui/src/lib/components/app/dialogs/DialogMcpResourcesBrowser.svelte b/tools/ui/src/lib/components/app/dialogs/DialogMcpResourcesBrowser.svelte
index f741b544b..c208250cd 100644
--- a/tools/ui/src/lib/components/app/dialogs/DialogMcpResourcesBrowser.svelte
+++ b/tools/ui/src/lib/components/app/dialogs/DialogMcpResourcesBrowser.svelte
@@ -1,24 +1,24 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import { FolderOpen, Plus, Loader2, Braces } from '@lucide/svelte';
-	import { toast } from 'svelte-sonner';
-	import * as Dialog from '$lib/components/ui/dialog';
+	import { Braces, FolderOpen, Loader2, Plus } from '@lucide/svelte';
+	import {
+		McpResourcePreview,
+		McpResourcesBrowser,
+		McpResourceTemplateForm
+	} from '$lib/components/app';
 	import { Button } from '$lib/components/ui/button';
-	import { mcpStore } from '$lib/stores/mcp.svelte';
+	import * as Dialog from '$lib/components/ui/dialog';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { conversationsStore } from '$lib/stores/conversations.svelte';
+	import { mcpStore } from '$lib/stores/mcp.svelte';
 	import {
 		mcpResources,
-		mcpTotalResourceCount,
-		mcpResourceStore
+		mcpResourceStore,
+		mcpTotalResourceCount
 	} from '$lib/stores/mcp-resources.svelte';
-	import {
-		McpResourcesBrowser,
-		McpResourcePreview,
-		McpResourceTemplateForm
-	} from '$lib/components/app';
+	import type { MCPResourceContent, MCPResourceInfo, MCPResourceTemplateInfo } from '$lib/types';
 	import { getResourceDisplayName } from '$lib/utils';
-	import type { MCPResourceInfo, MCPResourceContent, MCPResourceTemplateInfo } from '$lib/types';
 	import { SvelteSet } from 'svelte/reactivity';
+	import { toast } from 'svelte-sonner';
 
 	interface Props {
 		open?: boolean;
@@ -27,7 +27,7 @@
 		preSelectedUri?: string;
 	}
 
-	let { open = $bindable(false), onOpenChange, onAttach, preSelectedUri }: Props = $props();
+	let { onAttach, onOpenChange, open = $bindable(false), preSelectedUri }: Props = $props();
 
 	let selectedResources = new SvelteSet<string>();
 	let lastSelectedUri = $state<string | null>(null);
@@ -144,16 +144,17 @@
 				if (mcpResourceStore.isAttached(templatePreviewUri)) {
 					toast.info('Resource already attached');
 					handleOpenChange(false);
+
 					return;
 				}
 
 				const resourceInfo: MCPResourceInfo = {
-					uri: templatePreviewUri,
 					name: templatePreviewUri.split('/').pop() || templatePreviewUri,
-					serverName: selectedTemplate.serverName
+					serverName: selectedTemplate.serverName,
+					uri: templatePreviewUri
 				};
-
 				const attachment = mcpResourceStore.addAttachment(resourceInfo);
+
 				mcpResourceStore.updateAttachmentContent(attachment.id, templatePreviewContent);
 
 				toast.success(`Resource attached: ${resourceInfo.name}`);
@@ -215,6 +216,7 @@
 		return allResources.sort((a, b) => {
 			const aName = getResourceDisplayName(a);
 			const bName = getResourceDisplayName(b);
+
 			return aName.localeCompare(bName);
 		});
 	}
@@ -339,9 +341,9 @@
 					<!-- Template resolved: show preview -->
 					<McpResourcePreview
 						resource={{
-							uri: templatePreviewUri ?? '',
 							name: templatePreviewUri?.split('/').pop() || (templatePreviewUri ?? ''),
-							serverName: selectedTemplate?.serverName || ''
+							serverName: selectedTemplate?.serverName || '',
+							uri: templatePreviewUri ?? ''
 						}}
 						preloadedContent={templatePreviewContent}
 					/>
diff --git a/tools/ui/src/lib/components/app/dialogs/DialogMcpServerAddNew.svelte b/tools/ui/src/lib/components/app/dialogs/DialogMcpServerAddNew.svelte
index 9ec57a558..09780173a 100644
--- a/tools/ui/src/lib/components/app/dialogs/DialogMcpServerAddNew.svelte
+++ b/tools/ui/src/lib/components/app/dialogs/DialogMcpServerAddNew.svelte
@@ -1,10 +1,8 @@
 <script lang="ts">
+	import { browser } from '$app/environment';
+	import { McpServerCardCompact, McpServerForm } from '$lib/components/app/mcp';
 	import { Button } from '$lib/components/ui/button';
 	import * as Dialog from '$lib/components/ui/dialog';
-	import { McpServerCardCompact, McpServerForm } from '$lib/components/app/mcp';
-	import { mcpStore } from '$lib/stores/mcp.svelte';
-	import { conversationsStore } from '$lib/stores/conversations.svelte';
-	import { parseHeadersToArray, uuid, canonicalizeServerUrl } from '$lib/utils';
 	import {
 		BEARER_PREFIX,
 		BOOL_FALSE_STRING,
@@ -14,15 +12,17 @@
 		RECOMMENDED_MCP_SERVERS,
 		REDACTED_HEADERS
 	} from '$lib/constants';
-	import { browser } from '$app/environment';
 	import { HealthCheckStatus } from '$lib/enums';
+	import { conversationsStore } from '$lib/stores/conversations.svelte';
+	import { mcpStore } from '$lib/stores/mcp.svelte';
+	import { canonicalizeServerUrl, parseHeadersToArray, uuid } from '$lib/utils';
 
 	interface Props {
 		open: boolean;
 		onOpenChange?: (open: boolean) => void;
 	}
 
-	let { open = $bindable(), onOpenChange }: Props = $props();
+	let { onOpenChange, open = $bindable() }: Props = $props();
 
 	let newServerUrl = $state('');
 	let newServerName = $state('');
@@ -42,8 +42,11 @@
 
 	let selectedRecommendationId = $derived.by(() => {
 		const url = newServerUrl.trim();
+
 		if (!url) return null;
+
 		const targetCanonical = canonicalizeServerUrl(url);
+
 		return (
 			RECOMMENDED_MCP_SERVERS.find((rec) => canonicalizeServerUrl(rec.url) === targetCanonical)
 				?.id ?? null
@@ -72,6 +75,7 @@
 
 	let newServerUrlError = $derived.by(() => {
 		if (!newServerUrl.trim()) return 'URL is required';
+
 		try {
 			new URL(newServerUrl);
 
@@ -90,15 +94,18 @@
 	// Backward-compatible read: older versions stored a JSON array of dismissed ids.
 	function readRecommendationsDismissed(): boolean {
 		if (!browser) return false;
+
 		const raw = localStorage.getItem(DISMISSED_RECOMMENDED_MCP_SERVERS_LOCALSTORAGE_KEY);
 
 		if (!raw) return false;
 
 		if (raw === BOOL_TRUE_STRING) return true;
+
 		if (raw === BOOL_FALSE_STRING) return false;
 
 		try {
 			const parsed = JSON.parse(raw);
+
 			return Array.isArray(parsed) && parsed.length > 0;
 		} catch {
 			return false;
@@ -142,10 +149,10 @@
 		const previewId = `${MCP_SERVER_ID_PREFIX}-preview-${run}`;
 		const timer = setTimeout(async () => {
 			await mcpStore.runHealthCheck({
-				id: previewId,
 				enabled: false,
-				url,
 				headers: headers || undefined,
+				id: previewId,
+				url,
 				useProxy
 			});
 
@@ -207,6 +214,7 @@
 			newServerUseProxy = false;
 			newServerWantsAuthorization = false;
 		}
+
 		open = value;
 		onOpenChange?.(value);
 	}
@@ -217,16 +225,16 @@
 		const newServerId = uuid() ?? `${MCP_SERVER_ID_PREFIX}-${Date.now()}`;
 
 		mcpStore.addServer({
-			id: newServerId,
-			enabled: true,
-			url: newServerUrl.trim(),
 			// A name equal to the autofilled server-reported one is not a
 			// customization: keep following the automatic label.
 			displayName:
 				newServerName.trim() && newServerName.trim() !== nameAutoFilled.trim()
 					? newServerName.trim()
 					: undefined,
+			enabled: true,
 			headers: newServerHeaders.trim() || undefined,
+			id: newServerId,
+			url: newServerUrl.trim(),
 			useProxy: newServerUseProxy
 		});
 
diff --git a/tools/ui/src/lib/components/app/dialogs/DialogMermaidPreview.svelte b/tools/ui/src/lib/components/app/dialogs/DialogMermaidPreview.svelte
index 9cbeebc36..09e53442a 100644
--- a/tools/ui/src/lib/components/app/dialogs/DialogMermaidPreview.svelte
+++ b/tools/ui/src/lib/components/app/dialogs/DialogMermaidPreview.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
-	import * as Dialog from '$lib/components/ui/dialog/index.js';
 	import { MermaidPreview } from '$lib/components/app/content';
+	import * as Dialog from '$lib/components/ui/dialog/index.js';
 
 	interface Props {
 		open: boolean;
@@ -8,7 +8,7 @@
 		onOpenChange?: (open: boolean) => void;
 	}
 
-	let { open = $bindable(), svgHtml, onOpenChange }: Props = $props();
+	let { onOpenChange, open = $bindable(), svgHtml }: Props = $props();
 </script>
 
 <Dialog.Root bind:open {onOpenChange}>
diff --git a/tools/ui/src/lib/components/app/dialogs/DialogModelInformation.svelte b/tools/ui/src/lib/components/app/dialogs/DialogModelInformation.svelte
index 5a10859a0..9318c6bd6 100644
--- a/tools/ui/src/lib/components/app/dialogs/DialogModelInformation.svelte
+++ b/tools/ui/src/lib/components/app/dialogs/DialogModelInformation.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
+	import { ActionIconCopyToClipboard, BadgesModality } from '$lib/components/app';
 	import * as Dialog from '$lib/components/ui/dialog';
 	import * as Table from '$lib/components/ui/table';
-	import { BadgesModality, ActionIconCopyToClipboard } from '$lib/components/app';
+	import { modelOptions, modelsLoading, modelsStore } from '$lib/stores/models.svelte';
 	import { serverStore } from '$lib/stores/server.svelte';
-	import { modelsStore, modelOptions, modelsLoading } from '$lib/stores/models.svelte';
-	import { formatFileSize, formatParameters, formatNumber } from '$lib/utils';
 	import type { ApiLlamaCppServerProps } from '$lib/types';
+	import { formatFileSize, formatNumber, formatParameters } from '$lib/utils';
 
 	interface Props {
 		open?: boolean;
@@ -14,7 +14,7 @@
 		modelId?: string | null;
 	}
 
-	let { open = $bindable(), onOpenChange, modelId = null }: Props = $props();
+	let { modelId = null, onOpenChange, open = $bindable() }: Props = $props();
 
 	let isRouter = $derived(serverStore.isRouterMode);
 
@@ -35,12 +35,14 @@
 		if (isRouter && modelId) {
 			return models.find((m) => m.model === modelId) ?? null;
 		}
+
 		return models[0] ?? null;
 	});
 
 	// Get modalities from modelStore using the model ID from the first model
 	let modalities = $derived.by(() => {
 		if (!firstModel?.id) return [];
+
 		return modelsStore.getModelModalitiesArray(firstModel.id);
 	});
 
@@ -67,6 +69,7 @@
 					isLoadingRouterProps = false;
 				});
 		}
+
 		if (!open) {
 			routerModelProps = null;
 		}
diff --git a/tools/ui/src/lib/components/app/dialogs/DialogModelNotAvailable.svelte b/tools/ui/src/lib/components/app/dialogs/DialogModelNotAvailable.svelte
index 89d23cd4b..e77923bb3 100644
--- a/tools/ui/src/lib/components/app/dialogs/DialogModelNotAvailable.svelte
+++ b/tools/ui/src/lib/components/app/dialogs/DialogModelNotAvailable.svelte
@@ -1,9 +1,10 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import * as AlertDialog from '$lib/components/ui/alert-dialog';
 	import { AlertTriangle, ArrowRight } from '@lucide/svelte';
 	import { goto } from '$app/navigation';
 	import { page } from '$app/state';
+	import * as AlertDialog from '$lib/components/ui/alert-dialog';
+	import { URL_PARAMS } from '$lib/constants';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 
 	interface Props {
 		open: boolean;
@@ -12,7 +13,7 @@
 		onOpenChange?: (open: boolean) => void;
 	}
 
-	let { open = $bindable(), modelName, availableModels = [], onOpenChange }: Props = $props();
+	let { availableModels = [], modelName, onOpenChange, open = $bindable() }: Props = $props();
 
 	function handleOpenChange(newOpen: boolean) {
 		open = newOpen;
@@ -22,7 +23,8 @@
 	function handleSelectModel(model: string) {
 		// Build URL with selected model, preserving other params
 		const url = new URL(page.url);
-		url.searchParams.set('model', model);
+
+		url.searchParams.set(URL_PARAMS.MODEL, model);
 
 		handleOpenChange(false);
 		goto(url.toString());
diff --git a/tools/ui/src/lib/components/app/forms/HighlightedMatch.svelte b/tools/ui/src/lib/components/app/forms/HighlightedMatch.svelte
new file mode 100644
index 000000000..cb4289057
--- /dev/null
+++ b/tools/ui/src/lib/components/app/forms/HighlightedMatch.svelte
@@ -0,0 +1,25 @@
+<script lang="ts">
+	import { highlightMatch } from '$lib/utils';
+
+	interface Props {
+		text: string;
+		query: string;
+		matchClass?: string;
+	}
+
+	let {
+		matchClass = 'rounded bg-yellow-200/60 px-0.5 text-foreground dark:bg-yellow-500/30',
+		query,
+		text
+	}: Props = $props();
+
+	let segments = $derived(highlightMatch(text, query));
+</script>
+
+{#each segments as seg, i (i)}
+	{#if seg.match}
+		<mark class={matchClass}>{seg.text}</mark>
+	{:else}
+		{seg.text}
+	{/if}
+{/each}
diff --git a/tools/ui/src/lib/components/app/forms/InputWithSuggestions.svelte b/tools/ui/src/lib/components/app/forms/InputWithSuggestions.svelte
index 5d047c59a..613406796 100644
--- a/tools/ui/src/lib/components/app/forms/InputWithSuggestions.svelte
+++ b/tools/ui/src/lib/components/app/forms/InputWithSuggestions.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
-	import { fly } from 'svelte/transition';
 	import { Input } from '$lib/components/ui/input';
 	import { Label } from '$lib/components/ui/label';
+	import { fly } from 'svelte/transition';
 
 	interface Props {
 		name: string;
@@ -18,17 +18,17 @@
 	}
 
 	let {
-		name,
-		value = '',
-		suggestions = [],
-		isLoadingSuggestions = false,
-		isAutocompleteActive = false,
 		autocompleteIndex = 0,
-		onInput,
-		onKeydown,
+		isAutocompleteActive = false,
+		isLoadingSuggestions = false,
+		name,
 		onBlur,
 		onFocus,
-		onSelectSuggestion
+		onInput,
+		onKeydown,
+		onSelectSuggestion,
+		suggestions = [],
+		value = ''
 	}: Props = $props();
 </script>
 
@@ -60,7 +60,7 @@
 	{#if isAutocompleteActive && suggestions.length > 0}
 		<div
 			class="absolute top-full right-0 left-0 z-10 mt-1 max-h-32 overflow-y-auto rounded-lg border border-border/50 bg-background shadow-lg"
-			transition:fly={{ y: -5, duration: 100 }}
+			transition:fly={{ duration: 100, y: -5 }}
 		>
 			{#each suggestions as suggestion, i (suggestion)}
 				<button
diff --git a/tools/ui/src/lib/components/app/forms/KeyValuePairs.svelte b/tools/ui/src/lib/components/app/forms/KeyValuePairs.svelte
index f06480774..f83f53d94 100644
--- a/tools/ui/src/lib/components/app/forms/KeyValuePairs.svelte
+++ b/tools/ui/src/lib/components/app/forms/KeyValuePairs.svelte
@@ -1,14 +1,14 @@
 <script lang="ts">
-	import { tick } from 'svelte';
 	import { Plus, Trash2 } from '@lucide/svelte';
 	import { Input } from '$lib/components/ui/input';
+	import { KEY_VALUE_PAIR_KEY_MAX_LENGTH, KEY_VALUE_PAIR_VALUE_MAX_LENGTH } from '$lib/constants';
+	import type { KeyValuePair } from '$lib/types';
 	import {
 		autoResizeTextarea,
 		sanitizeKeyValuePairKey,
 		sanitizeKeyValuePairValue
 	} from '$lib/utils';
-	import { KEY_VALUE_PAIR_KEY_MAX_LENGTH, KEY_VALUE_PAIR_VALUE_MAX_LENGTH } from '$lib/constants';
-	import type { KeyValuePair } from '$lib/types';
+	import { tick } from 'svelte';
 
 	interface Props {
 		class?: string;
@@ -23,15 +23,15 @@
 	}
 
 	let {
-		class: className = '',
-		pairs,
-		onPairsChange,
-		keyPlaceholder = 'Key',
-		valuePlaceholder = 'Value',
 		addButtonLabel = 'Add',
+		class: className = '',
 		emptyMessage = 'No items configured.',
+		keyPlaceholder = 'Key',
+		onPairsChange,
+		pairs,
 		sectionLabel,
-		sectionLabelOptional = true
+		sectionLabelOptional = true,
+		valuePlaceholder = 'Value'
 	}: Props = $props();
 
 	// Pre-allocate the ref array so `bind:ref={keyInputRefs[index]}` never reads `undefined`
@@ -43,6 +43,7 @@
 		// Capture the target index before mutating so deletions earlier in the
 		// list can't make keyInputRefs.length drift past the newly-appended row.
 		const newIndex = pairs.length;
+
 		onPairsChange([...pairs, { key: '', value: '' }]);
 		await tick();
 		keyInputRefs[newIndex]?.focus();
@@ -62,6 +63,7 @@
 
 	function trimPairKey(index: number, key: string) {
 		const trimmed = key.trim();
+
 		if (trimmed === key) return;
 
 		const newPairs = [...pairs];
@@ -80,6 +82,7 @@
 
 	function trimPairValue(index: number, value: string) {
 		const trimmed = value.trim();
+
 		if (trimmed === value) return;
 
 		const newPairs = [...pairs];
diff --git a/tools/ui/src/lib/components/app/forms/SearchInput.svelte b/tools/ui/src/lib/components/app/forms/SearchInput.svelte
index 2d29672c4..488249b88 100644
--- a/tools/ui/src/lib/components/app/forms/SearchInput.svelte
+++ b/tools/ui/src/lib/components/app/forms/SearchInput.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import { Input } from '$lib/components/ui/input';
 	import { Search, X } from '@lucide/svelte';
+	import { Input } from '$lib/components/ui/input';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 
 	interface Props {
 		autofocus?: boolean;
@@ -18,15 +18,15 @@
 
 	let {
 		autofocus,
-		value = $bindable(''),
-		placeholder = 'Search...',
-		onInput,
-		onClose,
-		onKeyDown,
 		class: className,
 		id,
+		isCancelAlwaysVisible = false,
+		onClose,
+		onInput,
+		onKeyDown,
+		placeholder = 'Search...',
 		ref = $bindable(null),
-		isCancelAlwaysVisible = false
+		value = $bindable('')
 	}: Props = $props();
 
 	let showClearButton = $derived(isCancelAlwaysVisible || !!value || !!onClose);
diff --git a/tools/ui/src/lib/components/app/forms/index.ts b/tools/ui/src/lib/components/app/forms/index.ts
index 4cf56cdc9..87594d7e3 100644
--- a/tools/ui/src/lib/components/app/forms/index.ts
+++ b/tools/ui/src/lib/components/app/forms/index.ts
@@ -42,3 +42,11 @@ export { default as KeyValuePairs } from './KeyValuePairs.svelte';
  * Supports placeholder, autofocus, and change callbacks.
  */
 export { default as SearchInput } from './SearchInput.svelte';
+
+/**
+ * **HighlightedMatch** - Substring-match text highlight
+ *
+ * Renders `text` with each case-insensitive occurrence of `query` wrapped
+ * in `<mark>`.
+ */
+export { default as HighlightedMatch } from './HighlightedMatch.svelte';
diff --git a/tools/ui/src/lib/components/app/mcp/McpActiveServersAvatars.svelte b/tools/ui/src/lib/components/app/mcp/McpActiveServersAvatars.svelte
index d2113ade1..b3f61c2a9 100644
--- a/tools/ui/src/lib/components/app/mcp/McpActiveServersAvatars.svelte
+++ b/tools/ui/src/lib/components/app/mcp/McpActiveServersAvatars.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
+	import McpLogo from './McpLogo.svelte';
 	import * as Tooltip from '$lib/components/ui/tooltip';
+	import { MAX_DISPLAYED_MCP_AVATARS } from '$lib/constants';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
+	import { HealthCheckStatus } from '$lib/enums';
 	import { conversationsStore } from '$lib/stores/conversations.svelte';
 	import { mcpStore } from '$lib/stores/mcp.svelte';
-	import { HealthCheckStatus } from '$lib/enums';
-	import { MAX_DISPLAYED_MCP_AVATARS } from '$lib/constants';
-	import McpLogo from './McpLogo.svelte';
 
 	interface Props {
 		class?: string;
@@ -21,6 +21,7 @@
 	let healthyEnabledMcpServers = $derived(
 		enabledMcpServersForChat.filter((s) => {
 			const healthState = mcpStore.getHealthCheckState(s.id);
+
 			return healthState.status !== HealthCheckStatus.ERROR;
 		})
 	);
diff --git a/tools/ui/src/lib/components/app/mcp/McpCapabilitiesBadges.svelte b/tools/ui/src/lib/components/app/mcp/McpCapabilitiesBadges.svelte
index d17b24ebb..ae3ad0072 100644
--- a/tools/ui/src/lib/components/app/mcp/McpCapabilitiesBadges.svelte
+++ b/tools/ui/src/lib/components/app/mcp/McpCapabilitiesBadges.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
-	import { Wrench, Database, MessageSquare, FileText, Sparkles, ListChecks } from '@lucide/svelte';
-	import type { MCPCapabilitiesInfo } from '$lib/types';
+	import { Database, FileText, ListChecks, MessageSquare, Sparkles, Wrench } from '@lucide/svelte';
 	import { Badge } from '$lib/components/ui/badge';
+	import type { MCPCapabilitiesInfo } from '$lib/types';
 
 	interface Props {
 		capabilities?: MCPCapabilitiesInfo;
diff --git a/tools/ui/src/lib/components/app/mcp/McpConnectionLogs.svelte b/tools/ui/src/lib/components/app/mcp/McpConnectionLogs.svelte
index 305c9db3a..168d11b12 100644
--- a/tools/ui/src/lib/components/app/mcp/McpConnectionLogs.svelte
+++ b/tools/ui/src/lib/components/app/mcp/McpConnectionLogs.svelte
@@ -2,7 +2,7 @@
 	import { ChevronDown, ChevronRight } from '@lucide/svelte';
 	import * as Collapsible from '$lib/components/ui/collapsible';
 	import type { MCPConnectionLog } from '$lib/types';
-	import { formatTime, getMcpLogLevelIcon, getMcpLogLevelClass } from '$lib/utils';
+	import { formatTime, getMcpLogLevelClass, getMcpLogLevelIcon } from '$lib/utils';
 
 	interface Props {
 		logs: MCPConnectionLog[];
@@ -11,7 +11,7 @@
 		class?: string;
 	}
 
-	let { logs, connectionTimeMs, defaultExpanded = false, class: className }: Props = $props();
+	let { class: className, connectionTimeMs, defaultExpanded = false, logs }: Props = $props();
 
 	let isExpanded = $derived(defaultExpanded);
 
diff --git a/tools/ui/src/lib/components/app/mcp/McpResourcePreview.svelte b/tools/ui/src/lib/components/app/mcp/McpResourcePreview.svelte
index d2d400bff..eb533d4ae 100644
--- a/tools/ui/src/lib/components/app/mcp/McpResourcePreview.svelte
+++ b/tools/ui/src/lib/components/app/mcp/McpResourcePreview.svelte
@@ -1,18 +1,18 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import { FileText, Loader2, AlertCircle, Download } from '@lucide/svelte';
+	import { AlertCircle, Download, FileText, Loader2 } from '@lucide/svelte';
+	import { ActionIconCopyToClipboard } from '$lib/components/app';
 	import { Button } from '$lib/components/ui/button';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
+	import { MimeTypeApplication, MimeTypeText } from '$lib/enums';
 	import { mcpStore } from '$lib/stores/mcp.svelte';
+	import type { MCPResourceContent, MCPResourceInfo } from '$lib/types';
 	import {
-		isImageMimeType,
 		createBase64DataUrl,
-		getResourceTextContent,
+		downloadResourceContent,
 		getResourceBlobContent,
-		downloadResourceContent
+		getResourceTextContent,
+		isImageMimeType
 	} from '$lib/utils';
-	import { MimeTypeApplication, MimeTypeText } from '$lib/enums';
-	import { ActionIconCopyToClipboard } from '$lib/components/app';
-	import type { MCPResourceInfo, MCPResourceContent } from '$lib/types';
 
 	interface Props {
 		resource: MCPResourceInfo | null;
@@ -21,7 +21,7 @@
 		class?: string;
 	}
 
-	let { resource, preloadedContent, class: className }: Props = $props();
+	let { class: className, preloadedContent, resource }: Props = $props();
 
 	let content = $state<MCPResourceContent[] | null>(null);
 	let isLoading = $state(false);
@@ -48,6 +48,7 @@
 
 		try {
 			const result = await mcpStore.readResource(uri);
+
 			if (result) {
 				content = result;
 			} else {
@@ -62,7 +63,9 @@
 
 	function handleDownload() {
 		const text = getResourceTextContent(content);
+
 		if (!text || !resource) return;
+
 		downloadResourceContent(
 			text,
 			resource.mimeType || MimeTypeText.PLAIN,
diff --git a/tools/ui/src/lib/components/app/mcp/McpResourceTemplateForm.svelte b/tools/ui/src/lib/components/app/mcp/McpResourceTemplateForm.svelte
index f62632514..a2e7f2be7 100644
--- a/tools/ui/src/lib/components/app/mcp/McpResourceTemplateForm.svelte
+++ b/tools/ui/src/lib/components/app/mcp/McpResourceTemplateForm.svelte
@@ -1,14 +1,14 @@
 <script lang="ts">
-	import { Button } from '$lib/components/ui/button';
 	import { InputWithSuggestions } from '$lib/components/app';
+	import { Button } from '$lib/components/ui/button';
+	import { MIN_AUTOCOMPLETE_INPUT_LENGTH } from '$lib/constants';
 	import { KeyboardKey } from '$lib/enums';
 	import { mcpStore } from '$lib/stores/mcp.svelte';
-	import { MIN_AUTOCOMPLETE_INPUT_LENGTH } from '$lib/constants';
 	import type { MCPResourceTemplateInfo } from '$lib/types';
 	import {
 		debounce,
-		extractTemplateVariables,
 		expandTemplate,
+		extractTemplateVariables,
 		isTemplateComplete
 	} from '$lib/utils';
 
@@ -18,7 +18,7 @@
 		onCancel: () => void;
 	}
 
-	let { template, onResolve, onCancel }: Props = $props();
+	let { onCancel, onResolve, template }: Props = $props();
 
 	const variables = $derived(extractTemplateVariables(template.uriTemplate));
 
diff --git a/tools/ui/src/lib/components/app/mcp/McpResourcesBrowser/McpResourcesBrowser.svelte b/tools/ui/src/lib/components/app/mcp/McpResourcesBrowser/McpResourcesBrowser.svelte
index 24538e8d7..f17199a90 100644
--- a/tools/ui/src/lib/components/app/mcp/McpResourcesBrowser/McpResourcesBrowser.svelte
+++ b/tools/ui/src/lib/components/app/mcp/McpResourcesBrowser/McpResourcesBrowser.svelte
@@ -1,12 +1,12 @@
 <script lang="ts">
+	import McpResourcesBrowserEmptyState from './McpResourcesBrowserEmptyState.svelte';
+	import McpResourcesBrowserHeader from './McpResourcesBrowserHeader.svelte';
+	import McpResourcesBrowserServerItem from './McpResourcesBrowserServerItem.svelte';
 	import { mcpStore } from '$lib/stores/mcp.svelte';
 	import { mcpResources, mcpResourcesLoading } from '$lib/stores/mcp-resources.svelte';
-	import type { MCPServerResources, MCPResourceInfo, MCPResourceTemplateInfo } from '$lib/types';
-	import { SvelteMap, SvelteSet } from 'svelte/reactivity';
+	import type { MCPResourceInfo, MCPResourceTemplateInfo, MCPServerResources } from '$lib/types';
 	import { parseResourcePath } from '$lib/utils';
-	import McpResourcesBrowserHeader from './McpResourcesBrowserHeader.svelte';
-	import McpResourcesBrowserEmptyState from './McpResourcesBrowserEmptyState.svelte';
-	import McpResourcesBrowserServerItem from './McpResourcesBrowserServerItem.svelte';
+	import { SvelteMap, SvelteSet } from 'svelte/reactivity';
 
 	interface Props {
 		onSelect?: (resource: MCPResourceInfo, shiftKey?: boolean) => void;
@@ -19,13 +19,13 @@
 	}
 
 	let {
+		class: className,
+		expandToUri,
 		onSelect,
-		onToggle,
 		onTemplateSelect,
-		selectedUris = new Set(),
+		onToggle,
 		selectedTemplateUri,
-		expandToUri,
-		class: className
+		selectedUris = new Set()
 	}: Props = $props();
 
 	let expandedServers = new SvelteSet<string>();
@@ -51,7 +51,6 @@
 					serverName.toLowerCase().includes(query)
 				);
 			});
-
 			const filteredTemplates = serverRes.templates.filter((t) => {
 				return (
 					t.name?.toLowerCase().includes(query) ||
@@ -82,18 +81,23 @@
 	function autoExpandToResource(uri: string) {
 		for (const [serverName, serverRes] of resources.entries()) {
 			const resource = serverRes.resources.find((r) => r.uri === uri);
+
 			if (resource) {
 				expandedServers.add(serverName);
 
 				const pathParts = parseResourcePath(uri);
+
 				if (pathParts.length > 1) {
 					let currentPath = '';
+
 					for (let i = 0; i < pathParts.length - 1; i++) {
 						currentPath = `${currentPath}/${pathParts[i]}`;
 						const folderId = `${serverName}:${currentPath}`;
+
 						expandedFolders.add(folderId);
 					}
 				}
+
 				break;
 			}
 		}
diff --git a/tools/ui/src/lib/components/app/mcp/McpResourcesBrowser/McpResourcesBrowserHeader.svelte b/tools/ui/src/lib/components/app/mcp/McpResourcesBrowser/McpResourcesBrowserHeader.svelte
index e683bcd42..f10566ee6 100644
--- a/tools/ui/src/lib/components/app/mcp/McpResourcesBrowser/McpResourcesBrowserHeader.svelte
+++ b/tools/ui/src/lib/components/app/mcp/McpResourcesBrowser/McpResourcesBrowserHeader.svelte
@@ -1,8 +1,8 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import { RefreshCw, Loader2 } from '@lucide/svelte';
-	import { Button } from '$lib/components/ui/button';
+	import { Loader2, RefreshCw } from '@lucide/svelte';
 	import { SearchInput } from '$lib/components/app/forms';
+	import { Button } from '$lib/components/ui/button';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 
 	interface Props {
 		isLoading: boolean;
diff --git a/tools/ui/src/lib/components/app/mcp/McpResourcesBrowser/McpResourcesBrowserServerItem.svelte b/tools/ui/src/lib/components/app/mcp/McpResourcesBrowser/McpResourcesBrowserServerItem.svelte
index 00391e9f8..0c35559ee 100644
--- a/tools/ui/src/lib/components/app/mcp/McpResourcesBrowser/McpResourcesBrowserServerItem.svelte
+++ b/tools/ui/src/lib/components/app/mcp/McpResourcesBrowser/McpResourcesBrowserServerItem.svelte
@@ -1,19 +1,19 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import { FolderOpen, ChevronDown, ChevronRight, Loader2, Braces } from '@lucide/svelte';
-	import { Checkbox } from '$lib/components/ui/checkbox';
-	import * as Collapsible from '$lib/components/ui/collapsible';
-	import { mcpStore } from '$lib/stores/mcp.svelte';
-	import type { MCPResourceInfo, MCPResourceTemplateInfo, MCPServerResources } from '$lib/types';
-	import { SvelteSet } from 'svelte/reactivity';
 	import {
-		type ResourceTreeNode,
 		buildResourceTree,
 		countTreeResources,
+		type ResourceTreeNode,
 		sortTreeChildren
 	} from './mcp-resources-browser';
-	import { getDisplayName, getResourceIcon } from '$lib/utils';
+	import { Braces, ChevronDown, ChevronRight, FolderOpen, Loader2 } from '@lucide/svelte';
 	import { McpServerIdentity } from '$lib/components/app/mcp';
+	import { Checkbox } from '$lib/components/ui/checkbox';
+	import * as Collapsible from '$lib/components/ui/collapsible';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
+	import { mcpStore } from '$lib/stores/mcp.svelte';
+	import type { MCPResourceInfo, MCPResourceTemplateInfo, MCPServerResources } from '$lib/types';
+	import { getDisplayName, getResourceIcon } from '$lib/utils';
+	import { SvelteSet } from 'svelte/reactivity';
 
 	interface Props {
 		serverName: string;
@@ -31,18 +31,18 @@
 	}
 
 	let {
-		serverName,
-		serverRes,
-		isExpanded,
-		selectedUris,
-		selectedTemplateUri,
 		expandedFolders,
-		onToggleServer,
-		onToggleFolder,
+		isExpanded,
 		onSelect,
-		onToggle,
 		onTemplateSelect,
-		searchQuery = ''
+		onToggle,
+		onToggleFolder,
+		onToggleServer,
+		searchQuery = '',
+		selectedTemplateUri,
+		selectedUris,
+		serverName,
+		serverRes
 	}: Props = $props();
 
 	let serverDisplayName = $derived(mcpStore.getServerDisplayName(serverName));
@@ -55,14 +55,14 @@
 
 	const templateInfos = $derived<MCPResourceTemplateInfo[]>(
 		serverRes.templates.map((t) => ({
-			uriTemplate: t.uriTemplate,
-			name: t.name,
-			title: t.title,
+			annotations: t.annotations,
 			description: t.description,
+			icons: t.icons,
 			mimeType: t.mimeType,
+			name: t.name,
 			serverName,
-			annotations: t.annotations,
-			icons: t.icons
+			title: t.title,
+			uriTemplate: t.uriTemplate
 		}))
 	);
 
diff --git a/tools/ui/src/lib/components/app/mcp/McpResourcesBrowser/mcp-resources-browser.ts b/tools/ui/src/lib/components/app/mcp/McpResourcesBrowser/mcp-resources-browser.ts
index 804fa7fe2..e76af5202 100644
--- a/tools/ui/src/lib/components/app/mcp/McpResourcesBrowser/mcp-resources-browser.ts
+++ b/tools/ui/src/lib/components/app/mcp/McpResourcesBrowser/mcp-resources-browser.ts
@@ -19,26 +19,30 @@ export function buildResourceTree(
 	serverName: string,
 	searchQuery?: string
 ): ResourceTreeNode {
-	const root: ResourceTreeNode = { name: 'root', children: new Map() };
+	const root: ResourceTreeNode = { children: new Map(), name: 'root' };
 
 	if (!searchQuery || !searchQuery.trim()) {
 		for (const resource of resourceList) {
 			const pathParts = parseResourcePath(resource.uri);
+
 			let current = root;
 
 			for (let i = 0; i < pathParts.length - 1; i++) {
 				const part = pathParts[i];
+
 				if (!current.children.has(part)) {
-					current.children.set(part, { name: part, children: new Map() });
+					current.children.set(part, { children: new Map(), name: part });
 				}
+
 				current = current.children.get(part)!;
 			}
 
 			const fileName = pathParts[pathParts.length - 1] || resource.name;
+
 			current.children.set(resource.uri, {
+				children: new Map(),
 				name: fileName,
-				resource: { ...resource, serverName },
-				children: new Map()
+				resource: { ...resource, serverName }
 			});
 		}
 
@@ -52,23 +56,26 @@ export function buildResourceTree(
 		if (!resourceMatchesSearch(resource, query)) continue;
 
 		const pathParts = parseResourcePath(resource.uri);
+
 		let current = root;
 
 		for (let i = 0; i < pathParts.length - 1; i++) {
 			const part = pathParts[i];
+
 			if (!current.children.has(part)) {
-				current.children.set(part, { name: part, children: new Map(), isFiltered: true });
+				current.children.set(part, { children: new Map(), isFiltered: true, name: part });
 			}
+
 			current = current.children.get(part)!;
 		}
 
 		const fileName = pathParts[pathParts.length - 1] || resource.name;
 
 		current.children.set(resource.uri, {
-			name: fileName,
-			resource: { ...resource, serverName },
 			children: new Map(),
-			isFiltered: true
+			isFiltered: true,
+			name: fileName,
+			resource: { ...resource, serverName }
 		});
 	}
 
@@ -76,6 +83,7 @@ export function buildResourceTree(
 		if (node.resource) return true;
 
 		const toDelete: string[] = [];
+
 		for (const [name, child] of node.children.entries()) {
 			if (!cleanupEmptyFolders(child)) {
 				toDelete.push(name);
@@ -96,6 +104,7 @@ export function buildResourceTree(
 
 export function countTreeResources(node: ResourceTreeNode): number {
 	if (node.resource) return 1;
+
 	let count = 0;
 
 	for (const child of node.children.values()) {
@@ -111,6 +120,7 @@ export function sortTreeChildren(children: ResourceTreeNode[]): ResourceTreeNode
 		const bIsFolder = !b.resource && b.children.size > 0;
 
 		if (aIsFolder && !bIsFolder) return -1;
+
 		if (!aIsFolder && bIsFolder) return 1;
 
 		return a.name.localeCompare(b.name);
diff --git a/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCard.svelte b/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCard.svelte
index 5d4c89209..3dc1bc7d0 100644
--- a/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCard.svelte
+++ b/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCard.svelte
@@ -1,20 +1,20 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import { tick } from 'svelte';
-	import * as Card from '$lib/components/ui/card';
-	import { Skeleton } from '$lib/components/ui/skeleton';
-	import type { MCPServerSettingsEntry, HealthCheckState } from '$lib/types';
-	import { HealthCheckStatus } from '$lib/enums';
-	import { mcpStore } from '$lib/stores/mcp.svelte';
 	import {
+		McpConnectionLogs,
 		McpServerCardActions,
 		McpServerCardDeleteDialog,
 		McpServerCardEditForm,
 		McpServerCardHeader,
 		McpServerCardToolsList,
-		McpConnectionLogs,
 		McpServerInfo
 	} from '$lib/components/app/mcp';
+	import * as Card from '$lib/components/ui/card';
+	import { Skeleton } from '$lib/components/ui/skeleton';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
+	import { HealthCheckStatus } from '$lib/enums';
+	import { mcpStore } from '$lib/stores/mcp.svelte';
+	import type { HealthCheckState, MCPServerSettingsEntry } from '$lib/types';
+	import { tick } from 'svelte';
 
 	interface Props {
 		server: MCPServerSettingsEntry;
@@ -24,7 +24,7 @@
 		onDelete: () => void;
 	}
 
-	let { server, enabled, onToggle, onUpdate, onDelete }: Props = $props();
+	let { enabled, onDelete, onToggle, onUpdate, server }: Props = $props();
 
 	let healthState = $derived<HealthCheckState>(mcpStore.getHealthCheckState(server.id));
 	let displayName = $derived(mcpStore.getServerLabel(server));
@@ -88,11 +88,11 @@
 
 	function saveEditing(url: string, headers: string, useProxy: boolean, name?: string) {
 		onUpdate({
-			url: url,
 			// undefined = prefill untouched, keep any existing custom name;
 			// empty string = field cleared, back to the automatic label
 			displayName: name === undefined ? server.displayName : name.trim() || undefined,
 			headers: headers || undefined,
+			url: url,
 			useProxy: useProxy
 		});
 		isEditing = false;
diff --git a/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardActions.svelte b/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardActions.svelte
index 6f137fa21..fbfc8beda 100644
--- a/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardActions.svelte
+++ b/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardActions.svelte
@@ -1,5 +1,5 @@
 <script lang="ts">
-	import { Trash2, RefreshCw, Pencil } from '@lucide/svelte';
+	import { Pencil, RefreshCw, Trash2 } from '@lucide/svelte';
 	import { Button } from '$lib/components/ui/button';
 
 	interface Props {
@@ -9,7 +9,7 @@
 		onDelete: () => void;
 	}
 
-	let { isHealthChecking, onEdit, onRefresh, onDelete }: Props = $props();
+	let { isHealthChecking, onDelete, onEdit, onRefresh }: Props = $props();
 </script>
 
 <div class="flex shrink-0 items-center gap-1">
diff --git a/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardCompact.svelte b/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardCompact.svelte
index e70d63540..5157c5779 100644
--- a/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardCompact.svelte
+++ b/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardCompact.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
 	import * as Card from '$lib/components/ui/card';
-	import { mode } from 'mode-watcher';
 	import type { RecommendedMCPServer } from '$lib/types';
+	import { mode } from 'mode-watcher';
 
 	interface Props {
 		server: RecommendedMCPServer;
@@ -10,12 +10,13 @@
 		dimmed?: boolean;
 	}
 
-	let { server, onClick, selected = false, dimmed = false }: Props = $props();
+	let { dimmed = false, onClick, selected = false, server }: Props = $props();
 
 	let activeIconUrl = $derived.by(() => {
 		const isDark = mode.current === 'dark';
 
 		if (isDark && server.iconUrlDark) return server.iconUrlDark;
+
 		if (!isDark && server.iconUrlLight) return server.iconUrlLight;
 
 		return server.iconUrl;
diff --git a/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardDeleteDialog.svelte b/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardDeleteDialog.svelte
index 8f650148a..0b3d3d00e 100644
--- a/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardDeleteDialog.svelte
+++ b/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardDeleteDialog.svelte
@@ -8,7 +8,7 @@
 		onConfirm: () => void;
 	}
 
-	let { open = $bindable(), displayName, onOpenChange, onConfirm }: Props = $props();
+	let { displayName, onConfirm, onOpenChange, open = $bindable() }: Props = $props();
 </script>
 
 <AlertDialog.Root bind:open {onOpenChange}>
diff --git a/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardEditForm.svelte b/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardEditForm.svelte
index 19778f95b..8705d3651 100644
--- a/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardEditForm.svelte
+++ b/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardEditForm.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
-	import { Button } from '$lib/components/ui/button';
 	import { McpServerForm } from '$lib/components/app/mcp';
+	import { Button } from '$lib/components/ui/button';
 	import { parseHeadersToArray } from '$lib/utils';
 
 	interface Props {
@@ -14,12 +14,12 @@
 	}
 
 	let {
+		onCancel,
+		onSave,
 		serverId,
-		serverUrl,
-		serverUseProxy = false,
 		serverLabel = '',
-		onSave,
-		onCancel
+		serverUrl,
+		serverUseProxy = false
 	}: Props = $props();
 
 	let editUrl = $derived(serverUrl);
@@ -29,8 +29,10 @@
 
 	let urlError = $derived.by(() => {
 		if (!editUrl.trim()) return 'URL is required';
+
 		try {
 			new URL(editUrl);
+
 			return null;
 		} catch {
 			return 'Invalid URL format';
diff --git a/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardHeader.svelte b/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardHeader.svelte
index 5544bcec4..4e27243f5 100644
--- a/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardHeader.svelte
+++ b/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardHeader.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
-	import { Switch } from '$lib/components/ui/switch';
-	import { Badge } from '$lib/components/ui/badge';
 	import { McpCapabilitiesBadges, McpServerIdentity } from '$lib/components/app/mcp';
-	import { MCP_TRANSPORT_LABELS, MCP_TRANSPORT_ICONS } from '$lib/constants';
+	import { Badge } from '$lib/components/ui/badge';
+	import { Switch } from '$lib/components/ui/switch';
+	import { MCP_TRANSPORT_ICONS, MCP_TRANSPORT_LABELS } from '$lib/constants';
 	import { MCPTransportType } from '$lib/enums';
-	import type { MCPServerInfo, MCPCapabilitiesInfo } from '$lib/types';
+	import type { MCPCapabilitiesInfo, MCPServerInfo } from '$lib/types';
 
 	interface Props {
 		displayName: string;
@@ -18,13 +18,13 @@
 	}
 
 	let {
+		capabilities,
+		disabled = false,
 		displayName,
-		faviconUrl,
 		enabled,
-		disabled = false,
+		faviconUrl,
 		onToggle,
 		serverInfo,
-		capabilities,
 		transportType
 	}: Props = $props();
 </script>
diff --git a/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardToolsList.svelte b/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardToolsList.svelte
index d0397c17a..e4882bcb7 100644
--- a/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardToolsList.svelte
+++ b/tools/ui/src/lib/components/app/mcp/McpServerCard/McpServerCardToolsList.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
 	import { ChevronDown, ChevronRight } from '@lucide/svelte';
-	import * as Collapsible from '$lib/components/ui/collapsible';
 	import { Badge } from '$lib/components/ui/badge';
+	import * as Collapsible from '$lib/components/ui/collapsible';
 
 	interface Tool {
 		name: string;
diff --git a/tools/ui/src/lib/components/app/mcp/McpServerForm.svelte b/tools/ui/src/lib/components/app/mcp/McpServerForm.svelte
index 2b8e1226b..528257e01 100644
--- a/tools/ui/src/lib/components/app/mcp/McpServerForm.svelte
+++ b/tools/ui/src/lib/components/app/mcp/McpServerForm.svelte
@@ -1,10 +1,7 @@
 <script lang="ts">
+	import { KeyValuePairs } from '$lib/components/app';
 	import { Input } from '$lib/components/ui/input';
 	import { Switch } from '$lib/components/ui/switch';
-	import { KeyValuePairs } from '$lib/components/app';
-	import type { KeyValuePair } from '$lib/types';
-	import { parseHeadersToArray, serializeHeaders } from '$lib/utils';
-	import { UrlProtocol } from '$lib/enums';
 	import {
 		AUTHORIZATION_HEADER,
 		BEARER_PREFIX,
@@ -12,7 +9,10 @@
 		MCP_SERVER_URL_PLACEHOLDER,
 		REDACTED_HEADERS
 	} from '$lib/constants';
+	import { UrlProtocol } from '$lib/enums';
 	import { mcpStore } from '$lib/stores/mcp.svelte';
+	import type { KeyValuePair } from '$lib/types';
+	import { parseHeadersToArray, serializeHeaders } from '$lib/utils';
 
 	interface Props {
 		url: string;
@@ -46,19 +46,19 @@
 	}
 
 	let {
-		url,
 		headers,
+		id = 'server',
 		name = '',
-		onNameChange,
 		namePlaceholder = 'Name reported by the server',
-		useProxy = false,
-		onUrlChange,
 		onHeadersChange,
+		onNameChange,
+		onUrlChange,
 		onUseProxyChange,
+		required = false,
+		url,
 		urlError = null,
-		id = 'server',
-		wantsAuthorization = $bindable(false),
-		required = false
+		useProxy = false,
+		wantsAuthorization = $bindable(false)
 	}: Props = $props();
 
 	let isWebSocket = $derived(
@@ -99,7 +99,9 @@
 
 	let bearerToken = $derived.by(() => {
 		const auth = headerPairs.find(ownedByBearerUi);
+
 		if (!auth) return '';
+
 		return auth.value.trim().slice(BEARER_PREFIX.length).trim();
 	});
 
@@ -120,7 +122,6 @@
 	// behavior would otherwise pick one arbitrarily, so we strip first.
 	function updateBearerToken(token: string) {
 		const filtered = headerPairs.filter((p) => !matchesAuthorizationKey(p.key));
-
 		const trimmed = token.trim();
 
 		if (trimmed) {
@@ -137,6 +138,7 @@
 			// Only drop the entry this UI owns; a non-Bearer Authorization row
 			// authored in the KV section must survive a toggle off untouched.
 			const filtered = headerPairs.filter((p) => !ownedByBearerUi(p));
+
 			updateHeaderPairs(filtered);
 		}
 	}
@@ -217,6 +219,7 @@
 		pairs={headerPairs.filter((p) => !ownedByBearerUi(p))}
 		onPairsChange={(pairs) => {
 			const auth = headerPairs.find(ownedByBearerUi);
+
 			updateHeaderPairs(auth ? [...pairs, auth] : pairs);
 		}}
 		keyPlaceholder="Header name"
diff --git a/tools/ui/src/lib/components/app/mcp/McpServerIdentity.svelte b/tools/ui/src/lib/components/app/mcp/McpServerIdentity.svelte
index 3f128e02c..c87ab9203 100644
--- a/tools/ui/src/lib/components/app/mcp/McpServerIdentity.svelte
+++ b/tools/ui/src/lib/components/app/mcp/McpServerIdentity.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
 	import { ExternalLink } from '@lucide/svelte';
-	import { Badge } from '$lib/components/ui/badge';
 	import { McpLogo } from '$lib/components/app/mcp';
 	import { TruncatedText } from '$lib/components/app/misc';
-	import { sanitizeExternalUrl } from '$lib/utils';
+	import { Badge } from '$lib/components/ui/badge';
 	import type { MCPServerInfo } from '$lib/types';
+	import { sanitizeExternalUrl } from '$lib/utils';
 
 	interface Props {
 		displayName?: string;
@@ -20,12 +20,12 @@
 	let {
 		displayName,
 		faviconUrl = null,
-		serverInfo,
 		iconClass = 'h-5 w-5',
 		iconRounded = 'rounded-sm',
+		nameClass,
+		serverInfo,
 		showVersion = true,
-		showWebsite = true,
-		nameClass
+		showWebsite = true
 	}: Props = $props();
 
 	let safeWebsiteUrl = $derived(
diff --git a/tools/ui/src/lib/components/app/mcp/McpServerInfo.svelte b/tools/ui/src/lib/components/app/mcp/McpServerInfo.svelte
index aecae6e57..fe0a45532 100644
--- a/tools/ui/src/lib/components/app/mcp/McpServerInfo.svelte
+++ b/tools/ui/src/lib/components/app/mcp/McpServerInfo.svelte
@@ -7,7 +7,7 @@
 		class?: string;
 	}
 
-	let { instructions, class: className }: Props = $props();
+	let { class: className, instructions }: Props = $props();
 
 	let isExpanded = $state(false);
 </script>
diff --git a/tools/ui/src/lib/components/app/misc/CodeBlockActions.svelte b/tools/ui/src/lib/components/app/misc/CodeBlockActions.svelte
index fa12d1c62..cd421f022 100644
--- a/tools/ui/src/lib/components/app/misc/CodeBlockActions.svelte
+++ b/tools/ui/src/lib/components/app/misc/CodeBlockActions.svelte
@@ -10,7 +10,7 @@
 		onPreview?: (code: string, language: string) => void;
 	}
 
-	let { code, language, disabled = false, onPreview }: Props = $props();
+	let { code, disabled = false, language, onPreview }: Props = $props();
 
 	const showPreview = $derived(language?.toLowerCase() === FileTypeText.HTML);
 </script>
diff --git a/tools/ui/src/lib/components/app/misc/ConversationSelection.svelte b/tools/ui/src/lib/components/app/misc/ConversationSelection.svelte
index b6052b4a9..a3096ffb3 100644
--- a/tools/ui/src/lib/components/app/misc/ConversationSelection.svelte
+++ b/tools/ui/src/lib/components/app/misc/ConversationSelection.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
+	import SearchInput from '$lib/components/app/forms/SearchInput.svelte';
 	import { Button } from '$lib/components/ui/button';
 	import { Checkbox } from '$lib/components/ui/checkbox';
-	import SearchInput from '$lib/components/app/forms/SearchInput.svelte';
 	import { ScrollArea } from '$lib/components/ui/scroll-area';
-	import { SvelteSet } from 'svelte/reactivity';
 	import { useMarqueeSelection } from '$lib/hooks/use-marquee-selection.svelte';
+	import { SvelteSet } from 'svelte/reactivity';
 
 	interface Props {
 		conversations: DatabaseConversation[];
@@ -17,11 +17,11 @@
 
 	let {
 		conversations,
+		isOpen = true,
 		messageCountMap = new Map(),
 		mode,
 		onCancel,
-		onConfirm,
-		isOpen = true
+		onConfirm
 	}: Props = $props();
 
 	let searchQuery = $state('');
@@ -34,6 +34,7 @@
 	let filteredConversations = $derived(
 		conversations.filter((conv) => {
 			const name = conv.name || 'Untitled conversation';
+
 			return name.toLowerCase().includes(searchQuery.toLowerCase());
 		})
 	);
@@ -50,23 +51,26 @@
 	);
 
 	const marquee = useMarqueeSelection({
-		selectedIds: () => selectedIds,
+		enabled: () => isOpen,
 		orderedIds: () => orderedIds,
-		enabled: () => isOpen
+		selectedIds: () => selectedIds
 	});
 
 	function toggleAll() {
 		const newSet = new SvelteSet(selectedIds);
+
 		if (allSelected) {
 			filteredConversations.forEach((conv) => newSet.delete(conv.id));
 		} else {
 			filteredConversations.forEach((conv) => newSet.add(conv.id));
 		}
+
 		selectedIds = newSet;
 	}
 
 	function handleConfirm() {
 		const selected = conversations.filter((conv) => selectedIds.has(conv.id));
+
 		onConfirm(selected);
 	}
 
diff --git a/tools/ui/src/lib/components/app/misc/HorizontalScrollCarousel.svelte b/tools/ui/src/lib/components/app/misc/HorizontalScrollCarousel.svelte
index d5665901a..68cd1e045 100644
--- a/tools/ui/src/lib/components/app/misc/HorizontalScrollCarousel.svelte
+++ b/tools/ui/src/lib/components/app/misc/HorizontalScrollCarousel.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { ChevronLeft, ChevronRight } from '@lucide/svelte';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import type { Snippet } from 'svelte';
 
 	interface Props {
@@ -10,7 +10,7 @@
 		onScrollableChange?: (isScrollable: boolean) => void;
 	}
 
-	let { class: className = '', children, gapSize = '3', onScrollableChange }: Props = $props();
+	let { children, class: className = '', gapSize = '3', onScrollableChange }: Props = $props();
 
 	let canScrollLeft = $state(false);
 	let canScrollRight = $state(false);
@@ -22,7 +22,7 @@
 
 		if (!scrollContainer) return;
 
-		scrollContainer.scrollBy({ left: scrollContainer.clientWidth * -0.67, behavior: 'smooth' });
+		scrollContainer.scrollBy({ behavior: 'smooth', left: scrollContainer.clientWidth * -0.67 });
 	}
 
 	function scrollRight(event?: MouseEvent) {
@@ -31,18 +31,19 @@
 
 		if (!scrollContainer) return;
 
-		scrollContainer.scrollBy({ left: scrollContainer.clientWidth * 0.67, behavior: 'smooth' });
+		scrollContainer.scrollBy({ behavior: 'smooth', left: scrollContainer.clientWidth * 0.67 });
 	}
 
 	function updateScrollButtons() {
 		if (!scrollContainer) return;
 
-		const { scrollLeft, scrollWidth, clientWidth } = scrollContainer;
+		const { clientWidth, scrollLeft, scrollWidth } = scrollContainer;
 
 		canScrollLeft = scrollLeft > 0;
 		canScrollRight = scrollLeft < scrollWidth - clientWidth - 1;
 
 		const isScrollable = scrollWidth > clientWidth;
+
 		onScrollableChange?.(isScrollable);
 	}
 
@@ -59,6 +60,7 @@
 		if (!scrollContainer) return;
 
 		const observer = new ResizeObserver(() => updateScrollButtons());
+
 		observer.observe(scrollContainer);
 
 		return () => observer.disconnect();
diff --git a/tools/ui/src/lib/components/app/misc/KeyboardShortcutInfo.svelte b/tools/ui/src/lib/components/app/misc/KeyboardShortcutInfo.svelte
index da55abda0..35d38d246 100644
--- a/tools/ui/src/lib/components/app/misc/KeyboardShortcutInfo.svelte
+++ b/tools/ui/src/lib/components/app/misc/KeyboardShortcutInfo.svelte
@@ -7,7 +7,7 @@
 		class?: string;
 	}
 
-	let { keys, variant = 'default', class: className = '' }: Props = $props();
+	let { class: className = '', keys, variant = 'default' }: Props = $props();
 
 	let baseClasses =
 		'px-1 pointer-events-none inline-flex select-none items-center gap-0.5 font-sans text-md font-medium opacity-0 transition-opacity -my-1';
diff --git a/tools/ui/src/lib/components/app/misc/TruncatedText.svelte b/tools/ui/src/lib/components/app/misc/TruncatedText.svelte
index a6b7cb483..8e621d301 100644
--- a/tools/ui/src/lib/components/app/misc/TruncatedText.svelte
+++ b/tools/ui/src/lib/components/app/misc/TruncatedText.svelte
@@ -7,7 +7,7 @@
 		showTooltip?: boolean;
 	}
 
-	let { text, class: className = '', showTooltip = true }: Props = $props();
+	let { class: className = '', showTooltip = true, text }: Props = $props();
 
 	let textElement: HTMLSpanElement | undefined = $state();
 	let isTruncated = $state(false);
@@ -23,6 +23,7 @@
 			checkTruncation();
 
 			const observer = new ResizeObserver(checkTruncation);
+
 			observer.observe(textElement);
 
 			return () => observer.disconnect();
diff --git a/tools/ui/src/lib/components/app/models/ModelBadge.svelte b/tools/ui/src/lib/components/app/models/ModelBadge.svelte
index b840687d4..969c21d5a 100644
--- a/tools/ui/src/lib/components/app/models/ModelBadge.svelte
+++ b/tools/ui/src/lib/components/app/models/ModelBadge.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
-	import { Package } from '@lucide/svelte';
-	import { BadgeInfo, ActionIconCopyToClipboard } from '$lib/components/app';
 	import ModelId from './ModelId.svelte';
+	import { Package } from '@lucide/svelte';
+	import { ActionIconCopyToClipboard, BadgeInfo } from '$lib/components/app';
+	import * as Tooltip from '$lib/components/ui/tooltip';
 	import { modelsStore } from '$lib/stores/models.svelte';
 	import { serverStore } from '$lib/stores/server.svelte';
-	import * as Tooltip from '$lib/components/ui/tooltip';
 
 	interface Props {
 		class?: string;
diff --git a/tools/ui/src/lib/components/app/models/ModelId.svelte b/tools/ui/src/lib/components/app/models/ModelId.svelte
index f566b55ee..042d72106 100644
--- a/tools/ui/src/lib/components/app/models/ModelId.svelte
+++ b/tools/ui/src/lib/components/app/models/ModelId.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
+	import { TruncatedText } from '$lib/components/app';
 	import { ModelsService } from '$lib/services/models.service';
 	import { config } from '$lib/stores/settings.svelte';
-	import { TruncatedText } from '$lib/components/app';
 
 	interface Props {
 		modelId: string;
@@ -15,14 +15,14 @@
 	}
 
 	let {
-		modelId,
+		aliases,
+		class: className = '',
 		hideOrgName = false,
-		showRaw = undefined,
 		hideQuantization,
 		hideTags,
-		aliases,
+		modelId,
+		showRaw = undefined,
 		tags,
-		class: className = '',
 		...rest
 	}: Props = $props();
 
diff --git a/tools/ui/src/lib/components/app/models/ModelsSelectorDropdown.svelte b/tools/ui/src/lib/components/app/models/ModelsSelectorDropdown.svelte
index 720963a8d..f1dfd60c1 100644
--- a/tools/ui/src/lib/components/app/models/ModelsSelectorDropdown.svelte
+++ b/tools/ui/src/lib/components/app/models/ModelsSelectorDropdown.svelte
@@ -1,11 +1,7 @@
 <script lang="ts">
-	import { ChevronDown, Loader2, Package } from '@lucide/svelte';
-	import * as DropdownMenu from '$lib/components/ui/dropdown-menu';
-	import * as Tooltip from '$lib/components/ui/tooltip';
-	import { KeyboardKey, ServerModelStatus } from '$lib/enums';
-	import { useModelsSelector } from '$lib/hooks/use-models-selector.svelte';
-	import { modelsStore, routerModels } from '$lib/stores/models.svelte';
-	import { modelLoadFraction } from '$lib/utils';
+	import ModelLoadHighlight from './ModelLoadHighlight.svelte';
+	import type { ModelItem } from './utils';
+	import { ChevronDown, Loader2 } from '@lucide/svelte';
 	import {
 		DialogModelInformation,
 		DropdownMenuSearchable,
@@ -13,8 +9,13 @@
 		ModelsSelectorList,
 		ModelsSelectorOption
 	} from '$lib/components/app';
-	import ModelLoadHighlight from './ModelLoadHighlight.svelte';
-	import type { ModelItem } from './utils';
+	import * as DropdownMenu from '$lib/components/ui/dropdown-menu';
+	import * as Tooltip from '$lib/components/ui/tooltip';
+	import { MODEL_SELECTOR_ICON } from '$lib/constants';
+	import { KeyboardKey, ServerModelStatus } from '$lib/enums';
+	import { useModelsSelector } from '$lib/hooks/use-models-selector.svelte';
+	import { modelsStore, routerModels } from '$lib/stores/models.svelte';
+	import { modelLoadFraction } from '$lib/utils';
 
 	interface Props {
 		class?: string;
@@ -35,23 +36,89 @@
 	}: Props = $props();
 
 	let isOpen = $state(false);
-	let highlightedIndex = $state<number>(-1);
+	let highlightedId = $state<string | null>(null);
 
 	const ms = useModelsSelector({
 		currentModel: () => currentModel,
-		useGlobalSelection: () => useGlobalSelection,
 		onModelChange: () => onModelChange,
 		onOpenChange: (open) => {
 			isOpen = open;
-			highlightedIndex = -1;
-		}
+			highlightedId = null;
+		},
+		useGlobalSelection: () => useGlobalSelection
 	});
 
 	$effect(() => {
 		void ms.searchTerm;
-		highlightedIndex = -1;
+		highlightedId = null;
 	});
 
+	// Focus the dropdown's search box without scrolling the page. bits-ui
+	// auto-focuses the opened content by default, which can yank the page
+	// scroll; we prevent that on the Content and refocus the search here.
+	$effect(() => {
+		if (!isOpen) return;
+
+		requestAnimationFrame(() => {
+			const search = document.querySelector<HTMLElement>(
+				'[data-slot="dropdown-menu-content"] input'
+			);
+
+			search?.focus({ preventScroll: true });
+		});
+	});
+
+	// Keyboard navigation follows the on-screen row order, not the flat option list order.
+	let visualOrder = $derived.by(() => {
+		const order: string[] = [];
+
+		for (const item of ms.groupedFilteredOptions.loaded) order.push(item.option.id);
+		for (const item of ms.groupedFilteredOptions.favorites) order.push(item.option.id);
+		for (const group of ms.groupedFilteredOptions.available) {
+			for (const item of group.items) order.push(item.option.id);
+		}
+
+		return order;
+	});
+
+	let highlightedIndex = $derived(highlightedId ? visualOrder.indexOf(highlightedId) : -1);
+
+	function moveHighlight(direction: 1 | -1) {
+		const len = visualOrder.length;
+
+		if (len === 0) {
+			highlightedId = null;
+
+			return;
+		}
+
+		let index = highlightedIndex;
+
+		if (index === -1) {
+			index = direction === 1 ? 0 : len - 1;
+		} else {
+			index = (index + direction + len) % len;
+		}
+
+		highlightedId = visualOrder[index];
+	}
+
+	// Alt+Enter only unloads and keeps the dropdown open.
+	async function handleModelKeyAction(modelId: string, unload: boolean) {
+		if (!unload) {
+			void ms.handleSelect(modelId);
+
+			return;
+		}
+
+		const model = routerModels().find((m) => m.id === modelId);
+		const status = model?.status?.value as ServerModelStatus | undefined;
+
+		if (status === ServerModelStatus.LOADING) return;
+
+		await modelsStore.unloadModel(modelId);
+	}
+
 	export function open() {
 		ms.handleOpenChange(true);
 	}
@@ -61,33 +128,17 @@
 
 		if (event.key === KeyboardKey.ARROW_DOWN) {
 			event.preventDefault();
-
-			if (ms.filteredOptions.length === 0) return;
-
-			if (highlightedIndex === -1 || highlightedIndex === ms.filteredOptions.length - 1) {
-				highlightedIndex = 0;
-			} else {
-				highlightedIndex += 1;
-			}
+			moveHighlight(1);
 		} else if (event.key === KeyboardKey.ARROW_UP) {
 			event.preventDefault();
-
-			if (ms.filteredOptions.length === 0) return;
-
-			if (highlightedIndex === -1 || highlightedIndex === 0) {
-				highlightedIndex = ms.filteredOptions.length - 1;
-			} else {
-				highlightedIndex -= 1;
-			}
+			moveHighlight(-1);
 		} else if (event.key === KeyboardKey.ENTER) {
 			event.preventDefault();
 
-			if (highlightedIndex >= 0 && highlightedIndex < ms.filteredOptions.length) {
-				const option = ms.filteredOptions[highlightedIndex];
-
-				ms.handleSelect(option.id);
-			} else if (ms.filteredOptions.length > 0) {
-				highlightedIndex = 0;
+			if (highlightedId) {
+				void handleModelKeyAction(highlightedId, event.altKey);
+			} else if (visualOrder.length > 0) {
+				highlightedId = visualOrder[0];
 			}
 		}
 	}
@@ -109,7 +160,7 @@
 				]}
 				style="max-width: min(calc(100cqw - 10rem), 20rem)"
 			>
-				<Package class="h-3.5 w-3.5 shrink-0" />
+				<MODEL_SELECTOR_ICON class="h-3.5 w-3.5 shrink-0" />
 			</span>
 		{:else}
 			<p class="text-xs text-muted-foreground">No models available.</p>
@@ -150,7 +201,7 @@
 								]}
 								disabled={disabled || ms.updating}
 							>
-								<Package class="h-3.5 w-3.5 shrink-0" />
+								<MODEL_SELECTOR_ICON class="h-3.5 w-3.5 shrink-0" />
 
 								{#if selectedOption}
 									<ModelId
@@ -186,6 +237,7 @@
 				<DropdownMenu.Content
 					align="end"
 					class="w-full max-w-[100vw] pt-0 sm:w-max sm:max-w-[calc(100vw-2rem)]"
+					onOpenAutoFocus={(event) => event.preventDefault()}
 				>
 					<DropdownMenuSearchable
 						searchValue={ms.searchTerm}
@@ -217,9 +269,9 @@
 							{/if}
 
 							{#snippet modelOption(item: ModelItem, hideOrgName: boolean)}
-								{@const { option, flatIndex } = item}
+								{@const { option } = item}
 								{@const isSelected = currentModel === option.model || ms.activeId === option.id}
-								{@const isHighlighted = flatIndex === highlightedIndex}
+								{@const isHighlighted = option.id === highlightedId}
 								{@const isFav = ms.isFavorite(option.model)}
 
 								<ModelsSelectorOption
@@ -230,11 +282,11 @@
 									{hideOrgName}
 									onSelect={ms.handleSelect}
 									onInfoClick={ms.handleInfoClick}
-									onMouseEnter={() => (highlightedIndex = flatIndex)}
+									onMouseEnter={() => (highlightedId = option.id)}
 									onKeyDown={(event) => {
 										if (event.key === KeyboardKey.ENTER || event.key === KeyboardKey.SPACE) {
 											event.preventDefault();
-											ms.handleSelect(option.id);
+											void handleModelKeyAction(option.id, event.altKey);
 										}
 									}}
 								/>
@@ -275,7 +327,7 @@
 							onclick={() => ms.handleOpenChange(true)}
 							disabled={disabled || ms.updating}
 						>
-							<Package class="h-3.5 w-3.5 shrink-0" />
+							<MODEL_SELECTOR_ICON class="h-3.5 w-3.5 shrink-0" />
 
 							{#if selectedOption}
 								<ModelId
diff --git a/tools/ui/src/lib/components/app/models/ModelsSelectorList.svelte b/tools/ui/src/lib/components/app/models/ModelsSelectorList.svelte
index 61a4cf0f6..c7ce50d29 100644
--- a/tools/ui/src/lib/components/app/models/ModelsSelectorList.svelte
+++ b/tools/ui/src/lib/components/app/models/ModelsSelectorList.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
-	import { modelsStore } from '$lib/stores/models.svelte';
-	import { ModelsSelectorOption } from '$lib/components/app';
 	import type { GroupedModelOptions, ModelItem } from './utils';
+	import { ModelsSelectorOption } from '$lib/components/app';
+	import { modelsStore } from '$lib/stores/models.svelte';
 
 	interface Props {
 		groups: GroupedModelOptions;
@@ -15,14 +15,14 @@
 	}
 
 	let {
-		groups,
-		currentModel,
 		activeId,
-		sectionHeaderClass = 'my-1 px-2 py-2 text-[13px] font-semibold text-muted-foreground/70 select-none',
-		orgHeaderClass = 'px-2 py-2 text-[11px] font-semibold text-muted-foreground/50 select-none [&:not(:first-child)]:mt-1',
-		onSelect,
+		currentModel,
+		groups,
 		onInfoClick,
-		renderOption
+		onSelect,
+		orgHeaderClass = 'px-2 py-2 text-[11px] font-semibold text-muted-foreground/50 select-none [&:not(:first-child)]:mt-1',
+		renderOption,
+		sectionHeaderClass = 'my-1 px-2 py-2 text-[13px] font-semibold text-muted-foreground/70 select-none'
 	}: Props = $props();
 	let render = $derived(renderOption ?? defaultOption);
 </script>
diff --git a/tools/ui/src/lib/components/app/models/ModelsSelectorOption.svelte b/tools/ui/src/lib/components/app/models/ModelsSelectorOption.svelte
index 9671615a4..a7ce0310e 100644
--- a/tools/ui/src/lib/components/app/models/ModelsSelectorOption.svelte
+++ b/tools/ui/src/lib/components/app/models/ModelsSelectorOption.svelte
@@ -1,5 +1,5 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
+	import ModelLoadHighlight from './ModelLoadHighlight.svelte';
 	import {
 		CircleAlert,
 		Heart,
@@ -11,10 +11,10 @@
 		RotateCw
 	} from '@lucide/svelte';
 	import { ActionIcon, ModelId } from '$lib/components/app';
-	import ModelLoadHighlight from './ModelLoadHighlight.svelte';
-	import type { ModelOption } from '$lib/types/models';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { ServerModelStatus } from '$lib/enums';
 	import { modelsStore, routerModels } from '$lib/stores/models.svelte';
+	import type { ModelOption } from '$lib/types/models';
 	import { modelLoadFraction, modelLoadProgressText } from '$lib/utils';
 
 	interface Props {
@@ -30,20 +30,21 @@
 	}
 
 	let {
-		option,
-		isSelected,
-		isHighlighted,
-		isFav,
 		hideOrgName = false,
-		onSelect,
-		onMouseEnter,
+		isFav,
+		isHighlighted,
+		isSelected,
+		onInfoClick,
 		onKeyDown,
-		onInfoClick
+		onMouseEnter,
+		onSelect,
+		option
 	}: Props = $props();
 
 	let currentRouterModels = $derived(routerModels());
 	let serverStatus = $derived.by(() => {
 		const model = currentRouterModels.find((m) => m.id === option.model);
+
 		return (model?.status?.value as ServerModelStatus) ?? null;
 	});
 	let isOperationInProgress = $derived(modelsStore.isModelOperationInProgress(option.model));
@@ -62,9 +63,10 @@
 <div
 	class={[
 		'group relative flex w-full items-center gap-2 rounded-sm p-2 text-left text-sm transition focus:outline-none',
-		'cursor-pointer hover:bg-muted focus:bg-muted',
-		(isSelected || isHighlighted) && 'bg-accent text-accent-foreground',
-		!(isSelected || isHighlighted) && 'hover:bg-accent hover:text-accent-foreground',
+		'cursor-pointer',
+		isSelected && 'bg-accent/50 text-accent-foreground',
+		isHighlighted && 'bg-accent',
+		!isSelected && !isHighlighted && 'hover:bg-muted',
 		isLoaded ? 'text-popover-foreground' : 'text-muted-foreground'
 	]}
 	role="option"
diff --git a/tools/ui/src/lib/components/app/models/ModelsSelectorSheet.svelte b/tools/ui/src/lib/components/app/models/ModelsSelectorSheet.svelte
index a9e9ea1c8..db08313b2 100644
--- a/tools/ui/src/lib/components/app/models/ModelsSelectorSheet.svelte
+++ b/tools/ui/src/lib/components/app/models/ModelsSelectorSheet.svelte
@@ -1,15 +1,15 @@
 <script lang="ts">
+	import ModelLoadHighlight from './ModelLoadHighlight.svelte';
 	import { ChevronDown, Loader2, Package } from '@lucide/svelte';
-	import * as Sheet from '$lib/components/ui/sheet';
-	import { useModelsSelector } from '$lib/hooks/use-models-selector.svelte';
 	import {
 		DialogModelInformation,
 		ModelId,
 		ModelsSelectorList,
 		SearchInput
 	} from '$lib/components/app';
-	import ModelLoadHighlight from './ModelLoadHighlight.svelte';
+	import * as Sheet from '$lib/components/ui/sheet';
 	import { ServerModelStatus } from '$lib/enums';
+	import { useModelsSelector } from '$lib/hooks/use-models-selector.svelte';
 	import { modelsStore, routerModels } from '$lib/stores/models.svelte';
 	import { modelLoadFraction } from '$lib/utils';
 
@@ -27,9 +27,9 @@
 	let {
 		class: className = '',
 		currentModel = null,
-		onModelChange,
 		disabled = false,
 		forceForegroundText = false,
+		onModelChange,
 		useGlobalSelection = false
 	}: Props = $props();
 
@@ -37,11 +37,11 @@
 
 	const ms = useModelsSelector({
 		currentModel: () => currentModel,
-		useGlobalSelection: () => useGlobalSelection,
 		onModelChange: () => onModelChange,
 		onOpenChange: (open) => {
 			sheetOpen = open;
-		}
+		},
+		useGlobalSelection: () => useGlobalSelection
 	});
 
 	export function open() {
diff --git a/tools/ui/src/lib/components/app/models/utils.ts b/tools/ui/src/lib/components/app/models/utils.ts
index ae1f511e9..b78e7085b 100644
--- a/tools/ui/src/lib/components/app/models/utils.ts
+++ b/tools/ui/src/lib/components/app/models/utils.ts
@@ -1,5 +1,5 @@
-import { SvelteMap } from 'svelte/reactivity';
 import type { ModelOption } from '$lib/types/models';
+import { SvelteMap } from 'svelte/reactivity';
 
 export interface ModelItem {
 	option: ModelOption;
@@ -19,6 +19,7 @@ export interface GroupedModelOptions {
 
 export function filterModelOptions(options: ModelOption[], searchTerm: string): ModelOption[] {
 	const term = searchTerm.trim().toLowerCase();
+
 	if (!term) return options;
 
 	return options.filter(
@@ -37,39 +38,45 @@ export function groupModelOptions(
 ): GroupedModelOptions {
 	// Loaded models
 	const loaded: ModelItem[] = [];
+
 	for (let i = 0; i < filteredOptions.length; i++) {
 		if (isModelLoaded(filteredOptions[i].model)) {
-			loaded.push({ option: filteredOptions[i], flatIndex: i });
+			loaded.push({ flatIndex: i, option: filteredOptions[i] });
 		}
 	}
 
 	// Favorites (excluding loaded)
 	const loadedModelIds = new Set(loaded.map((item) => item.option.model));
 	const favorites: ModelItem[] = [];
+
 	for (let i = 0; i < filteredOptions.length; i++) {
 		if (
 			favoriteIds.has(filteredOptions[i].model) &&
 			!loadedModelIds.has(filteredOptions[i].model)
 		) {
-			favorites.push({ option: filteredOptions[i], flatIndex: i });
+			favorites.push({ flatIndex: i, option: filteredOptions[i] });
 		}
 	}
 
 	// Available models grouped by org (excluding loaded and favorites)
 	const available: OrgGroup[] = [];
 	const orgGroups = new SvelteMap<string, ModelItem[]>();
+
 	for (let i = 0; i < filteredOptions.length; i++) {
 		const option = filteredOptions[i];
+
 		if (loadedModelIds.has(option.model) || favoriteIds.has(option.model)) continue;
 
 		const key = option.parsedId?.orgName ?? '';
+
 		if (!orgGroups.has(key)) orgGroups.set(key, []);
-		orgGroups.get(key)!.push({ option, flatIndex: i });
+
+		orgGroups.get(key)!.push({ flatIndex: i, option });
 	}
 
 	for (const [orgName, items] of orgGroups) {
-		available.push({ orgName: orgName || null, items });
+		available.push({ items, orgName: orgName || null });
 	}
 
-	return { loaded, favorites, available };
+	return { available, favorites, loaded };
 }
diff --git a/tools/ui/src/lib/components/app/navigation/DropdownMenuActions.svelte b/tools/ui/src/lib/components/app/navigation/DropdownMenuActions.svelte
index 951831149..1bf41b69a 100644
--- a/tools/ui/src/lib/components/app/navigation/DropdownMenuActions.svelte
+++ b/tools/ui/src/lib/components/app/navigation/DropdownMenuActions.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
+	import { KeyboardShortcutInfo } from '$lib/components/app';
 	import * as DropdownMenu from '$lib/components/ui/dropdown-menu';
 	import * as Tooltip from '$lib/components/ui/tooltip';
-	import { KeyboardShortcutInfo } from '$lib/components/app';
 	import type { Component } from 'svelte';
 
 	interface ActionItem {
@@ -24,12 +24,12 @@
 	}
 
 	let {
-		triggerIcon,
-		triggerTooltip,
-		triggerClass = '',
 		actions,
 		align = 'end',
-		open = $bindable(false)
+		open = $bindable(false),
+		triggerClass = '',
+		triggerIcon,
+		triggerTooltip
 	}: Props = $props();
 </script>
 
diff --git a/tools/ui/src/lib/components/app/navigation/DropdownMenuSearchable.svelte b/tools/ui/src/lib/components/app/navigation/DropdownMenuSearchable.svelte
index 3bd68d3bd..0e036c9a7 100644
--- a/tools/ui/src/lib/components/app/navigation/DropdownMenuSearchable.svelte
+++ b/tools/ui/src/lib/components/app/navigation/DropdownMenuSearchable.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
-	import type { Snippet } from 'svelte';
-	import * as DropdownMenu from '$lib/components/ui/dropdown-menu';
 	import { SearchInput } from '$lib/components/app';
+	import * as DropdownMenu from '$lib/components/ui/dropdown-menu';
+	import type { Snippet } from 'svelte';
 
 	interface Props {
 		placeholder?: string;
@@ -15,14 +15,14 @@
 	}
 
 	let {
-		placeholder = 'Search...',
-		searchValue = $bindable(''),
-		onSearchChange,
-		onSearchKeyDown,
+		children,
 		emptyMessage = 'No items found',
+		footer,
 		isEmpty = false,
-		children,
-		footer
+		onSearchChange,
+		onSearchKeyDown,
+		placeholder = 'Search...',
+		searchValue = $bindable('')
 	}: Props = $props();
 </script>
 
diff --git a/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigation.svelte b/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigation.svelte
index b5e4beeff..dfd3d9077 100644
--- a/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigation.svelte
+++ b/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigation.svelte
@@ -1,32 +1,31 @@
 <script lang="ts">
+	import { PanelLeftClose, PanelLeftOpen, X } from '@lucide/svelte';
 	import { goto } from '$app/navigation';
 	import { page } from '$app/state';
-	import { PanelLeftClose, PanelLeftOpen, X } from '@lucide/svelte';
 	import {
 		ActionIcon,
 		DialogConversationRename,
 		Logo,
-		SidebarNavigationConversationList,
-		SidebarNavigationActions
+		SidebarNavigationActions,
+		SidebarNavigationConversationList
 	} from '$lib/components/app';
 	import { ROUTES } from '$lib/constants';
-	import { fade } from 'svelte/transition';
-	import { SvelteSet } from 'svelte/reactivity';
-	import { useMarqueeSelection } from '$lib/hooks/use-marquee-selection.svelte';
-
+	import { TooltipSide } from '$lib/enums';
 	import { useKeyboardShortcuts } from '$lib/hooks/use-keyboard-shortcuts.svelte';
+	import { useMarqueeSelection } from '$lib/hooks/use-marquee-selection.svelte';
+	import { RouterService } from '$lib/services/router.service';
+	import { chatStore } from '$lib/stores/chat.svelte';
 	import {
 		buildConversationTree,
-		conversationsStore,
-		conversations
+		conversations,
+		conversationsStore
 	} from '$lib/stores/conversations.svelte';
-	import { chatStore } from '$lib/stores/chat.svelte';
+	import { device } from '$lib/stores/device.svelte';
 	import { config } from '$lib/stores/settings.svelte';
-	import { RouterService } from '$lib/services/router.service';
 	import { isMobile } from '$lib/stores/viewport.svelte';
-	import { TooltipSide } from '$lib/enums';
-	import { device } from '$lib/stores/device.svelte';
 	import { circIn } from 'svelte/easing';
+	import { SvelteSet } from 'svelte/reactivity';
+	import { fade } from 'svelte/transition';
 
 	interface Props {
 		onSearchClick?: () => void;
@@ -55,6 +54,7 @@
 
 	function toggleExpandedMode() {
 		isExpandedMode = !isExpandedMode;
+
 		if (!isExpandedMode) {
 			hoveredTooltip = null;
 		}
@@ -64,7 +64,9 @@
 		if (!isExpandedMode) {
 			isSearchModeActive = false;
 			searchQuery = '';
+
 			if (isSelectionMode) exitSelectionMode();
+
 			cancelMobileCollapse();
 		}
 	});
@@ -107,43 +109,58 @@
 
 	const allSelectedArePinned = $derived.by(() => {
 		if (selectedIds.size === 0) return false;
+
 		const convs = conversations();
+
 		for (const id of selectedIds) {
 			const c = convs.find((conv) => conv.id === id);
+
 			if (c && !c.pinned) return false;
 		}
+
 		return true;
 	});
 
 	const pinStateIsMixed = $derived.by(() => {
 		if (selectedIds.size === 0) return false;
+
 		const convs = conversations();
+
 		let anyPinned = false;
 		let anyUnpinned = false;
+
 		for (const id of selectedIds) {
 			const c = convs.find((conv) => conv.id === id);
+
 			if (!c) continue;
+
 			if (c.pinned) anyPinned = true;
 			else anyUnpinned = true;
+
 			if (anyPinned && anyUnpinned) return true;
 		}
+
 		return false;
 	});
 
 	const visibleSelectionStats = $derived.by(() => {
 		const visibleIds = filteredConversations.map((c) => c.id);
+
 		let selectedVisible = 0;
+
 		for (const id of visibleIds) {
 			if (selectedIds.has(id)) selectedVisible++;
 		}
+
 		return {
-			visibleCount: visibleIds.length,
-			selectedVisibleCount: selectedVisible
+			selectedVisibleCount: selectedVisible,
+			visibleCount: visibleIds.length
 		};
 	});
 
 	function enterSelectionMode(id?: string) {
 		isSelectionMode = true;
+
 		if (id !== undefined) {
 			selectedIds.add(id);
 		}
@@ -175,36 +192,44 @@
 
 	async function handleBulkDelete() {
 		const ids = Array.from(selectedIds);
+
 		if (ids.length === 0) return;
+
 		await conversationsStore.bulkDeleteConversations(ids);
 		exitSelectionMode();
 	}
 
 	async function handleBulkPinToggle() {
 		const ids = Array.from(selectedIds);
+
 		if (ids.length === 0) return;
+
 		await conversationsStore.bulkToggleConversationPin(ids);
 	}
 
 	async function handleBulkExport() {
 		const ids = Array.from(selectedIds);
+
 		if (ids.length === 0) return;
+
 		await conversationsStore.bulkExportConversations(ids);
 	}
 
 	const marquee = useMarqueeSelection({
-		selectedIds: () => selectedIds,
+		enabled: () => isSelectionMode,
 		orderedIds: () => renderedOrderIds,
-		enabled: () => isSelectionMode
+		selectedIds: () => selectedIds
 	});
 
 	function handleRowMouseDown(id: string, event: MouseEvent) {
 		if (!isSelectionMode) return;
+
 		marquee.rowMouseDown(id, event);
 	}
 
 	function handleSelectionClick(id: string, options: { shiftKey: boolean }): void {
 		if (!isSelectionMode) return;
+
 		marquee.rowClick(id, options.shiftKey);
 	}
 
@@ -212,11 +237,13 @@
 		if (isMobile.current) {
 			scheduleMobileCollapse();
 		}
+
 		await goto(RouterService.chat(id));
 	}
 
 	async function handleEditConversation(id: string) {
 		const conversation = conversations().find((conv) => conv.id === id);
+
 		if (!conversation) return;
 
 		renameTargetConversationId = id;
@@ -227,9 +254,11 @@
 
 	async function handleRenameConfirm() {
 		const id = renameTargetConversationId;
+
 		if (!id) return;
 
 		const nextName = renameDraft.trim();
+
 		if (!nextName || nextName === renameOriginalTitle.trim()) return;
 
 		await conversationsStore.updateConversationName(id, nextName);
@@ -247,11 +276,13 @@
 
 	async function handleDeleteConversation(id: string) {
 		const conversation = conversations().find((conv) => conv.id === id);
+
 		if (!conversation) return;
 
 		const confirmed = window.confirm(
 			`Delete "${conversation.name}"? This action cannot be undone.`
 		);
+
 		if (!confirmed) return;
 
 		await conversationsStore.deleteConversation(id, { deleteWithForks: false });
@@ -268,6 +299,7 @@
 		if (pendingCollapse) {
 			clearTimeout(pendingCollapse);
 		}
+
 		pendingCollapse = setTimeout(() => {
 			isExpandedMode = false;
 			pendingCollapse = null;
@@ -332,7 +364,7 @@
 					!isExpandedMode
 						? 'opacity-0 h-0!'
 						: ''}"
-					in:fade={{ duration: 150, easing: circIn, delay: 50 }}
+					in:fade={{ delay: 50, duration: 150, easing: circIn }}
 					out:fade={{ duration: 100 }}
 				>
 					<ActionIcon
diff --git a/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationActions.svelte b/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationActions.svelte
index 5cb805ce8..0aa7e7aef 100644
--- a/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationActions.svelte
+++ b/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationActions.svelte
@@ -1,22 +1,22 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
+	import { Search } from '@lucide/svelte';
 	import { goto } from '$app/navigation';
 	import { page } from '$app/state';
-	import { Search } from '@lucide/svelte';
 	import { ActionIcon, KeyboardShortcutInfo, SearchInput } from '$lib/components/app';
 	import { Button } from '$lib/components/ui/button';
 	import {
-		ICON_STRIP_TRANSITION_DURATION,
 		ICON_STRIP_TRANSITION_DELAY_MULTIPLIER,
+		ICON_STRIP_TRANSITION_DURATION,
 		ROUTES,
 		SIDEBAR_ACTIONS_ITEMS
 	} from '$lib/constants';
-	import { isMobile } from '$lib/stores/viewport.svelte';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { TooltipSide } from '$lib/enums';
-	import { fade } from 'svelte/transition';
-	import { circIn } from 'svelte/easing';
-	import { onMount } from 'svelte';
+	import { isMobile } from '$lib/stores/viewport.svelte';
 	import type { Component } from 'svelte';
+	import { onMount } from 'svelte';
+	import { circIn } from 'svelte/easing';
+	import { fade } from 'svelte/transition';
 
 	interface Props {
 		class: string;
@@ -32,10 +32,10 @@
 		class: className,
 		isExpandedMode = false,
 		isSearchModeActive = $bindable(false),
-		searchQuery = $bindable(''),
-		onSearchDeactivated,
+		onNewChat,
 		onSearchClick,
-		onNewChat
+		onSearchDeactivated,
+		searchQuery = $bindable('')
 	}: Props = $props();
 
 	let initialized = $state(false);
@@ -118,8 +118,8 @@
 					? undefined
 					: onSearchClick}
 			{@const itemTransition = {
-				duration: ICON_STRIP_TRANSITION_DURATION,
 				delay: !initialized ? i * ICON_STRIP_TRANSITION_DELAY_MULTIPLIER : 0,
+				duration: ICON_STRIP_TRANSITION_DURATION,
 				easing: circIn
 			}}
 
@@ -166,8 +166,8 @@
 					? undefined
 					: onSearchClick}
 			{@const itemTransition = {
-				duration: ICON_STRIP_TRANSITION_DURATION,
 				delay: !initialized ? i * ICON_STRIP_TRANSITION_DELAY_MULTIPLIER : 0,
+				duration: ICON_STRIP_TRANSITION_DURATION,
 				easing: circIn
 			}}
 
diff --git a/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationConversationItem.svelte b/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationConversationItem.svelte
index 7204d7fec..9a9fb8f52 100644
--- a/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationConversationItem.svelte
+++ b/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationConversationItem.svelte
@@ -1,25 +1,25 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import {
-		Trash2,
-		Pencil,
-		MoreHorizontal,
 		Download,
-		Loader2,
-		Square,
 		GitBranch,
+		ListChecks,
+		Loader2,
+		MoreHorizontal,
+		Pencil,
 		Pin,
 		PinOff,
-		ListChecks
+		Square,
+		Trash2
 	} from '@lucide/svelte';
 	import { DropdownMenuActions } from '$lib/components/app';
-	import * as Tooltip from '$lib/components/ui/tooltip';
+	import { TruncatedText } from '$lib/components/app';
 	import { Checkbox } from '$lib/components/ui/checkbox';
+	import * as Tooltip from '$lib/components/ui/tooltip';
 	import { FORK_TREE_DEPTH_PADDING } from '$lib/constants';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { RouterService } from '$lib/services/router.service';
 	import { getAllLoadingChats } from '$lib/stores/chat.svelte';
 	import { conversationsStore } from '$lib/stores/conversations.svelte';
-	import { TruncatedText } from '$lib/components/app';
 	import { onMount } from 'svelte';
 
 	interface Props {
@@ -40,18 +40,18 @@
 
 	let {
 		conversation,
+		depth = 0,
+		isActive = false,
+		isSelected = false,
+		isSelectionMode = false,
 		onDelete,
 		onEdit,
-		onSelect,
-		onStop,
-		onToggleSelect,
 		onEnterSelectionMode,
-		onSelectionClick,
 		onRowMouseDown,
-		isActive = false,
-		isSelectionMode = false,
-		isSelected = false,
-		depth = 0
+		onSelect,
+		onSelectionClick,
+		onStop,
+		onToggleSelect
 	}: Props = $props();
 
 	let renderActionsDropdown = $state(false);
@@ -99,6 +99,7 @@
 
 	function handleMouseOver() {
 		if (isSelectionMode) return;
+
 		renderActionsDropdown = true;
 	}
 
@@ -112,6 +113,7 @@
 
 	function handleCheckboxClick(event: MouseEvent) {
 		event.stopPropagation();
+
 		if (isSelectionMode) {
 			onSelectionClick?.(conversation.id, { shiftKey: event.shiftKey });
 		} else {
@@ -125,8 +127,10 @@
 
 	function handleCheckboxKeydown(event: KeyboardEvent) {
 		if (event.key !== ' ' && event.key !== 'Enter') return;
+
 		event.stopPropagation();
 		event.preventDefault();
+
 		if (isSelectionMode) {
 			onSelectionClick?.(conversation.id, { shiftKey: event.shiftKey });
 		} else {
@@ -278,9 +282,9 @@
 						icon: Trash2,
 						label: 'Delete',
 						onclick: handleDelete,
-						variant: 'destructive',
+						separator: true,
 						shortcut: ['shift', 'cmd', 'd'],
-						separator: true
+						variant: 'destructive'
 					}
 				]}
 			/>
diff --git a/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationConversationList.svelte b/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationConversationList.svelte
index 1ea955319..fead08c13 100644
--- a/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationConversationList.svelte
+++ b/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationConversationList.svelte
@@ -1,9 +1,9 @@
 <script lang="ts">
-	import { Pin } from '@lucide/svelte';
-	import { buildConversationTree } from '$lib/stores/conversations.svelte';
 	import SidebarNavigationConversationItem from './SidebarNavigationConversationItem.svelte';
 	import SidebarNavigationSearchResults from './SidebarNavigationSearchResults.svelte';
 	import SidebarNavigationSelectionBar from './SidebarNavigationSelectionBar.svelte';
+	import { Pin } from '@lucide/svelte';
+	import { buildConversationTree } from '$lib/stores/conversations.svelte';
 
 	interface Props {
 		class: string;
@@ -34,31 +34,31 @@
 	}
 
 	let {
+		allSelectedArePinned,
+		allVisibleSelected,
 		class: className,
-		filteredConversations,
 		currentChatId,
+		filteredConversations,
 		isSearchModeActive,
-		searchQuery,
 		isSelectionMode = false,
-		selectedIds = new Set<string>(),
-		onSelect,
-		onEdit,
+		onBulkDelete,
+		onBulkExport,
+		onBulkPinToggle,
+		onCloseSelection,
 		onDelete,
-		onStop,
-		onToggleSelect,
+		onEdit,
 		onEnterSelectionMode,
-		onSelectionClick,
 		onRowMouseDown,
-		visibleCount,
-		allVisibleSelected,
-		someVisibleSelected,
-		allSelectedArePinned,
-		pinStateIsMixed,
+		onSelect,
 		onSelectAllToggle,
-		onBulkPinToggle,
-		onBulkExport,
-		onBulkDelete,
-		onCloseSelection
+		onSelectionClick,
+		onStop,
+		onToggleSelect,
+		pinStateIsMixed,
+		searchQuery,
+		selectedIds = new Set<string>(),
+		someVisibleSelected,
+		visibleCount
 	}: Props = $props();
 
 	let conversationTree = $derived(buildConversationTree(filteredConversations));
@@ -111,11 +111,11 @@
 					<li class="group/item relative mb-1 p-0">
 						<SidebarNavigationConversationItem
 							conversation={{
-								id: conversation.id,
-								name: conversation.name,
-								lastModified: conversation.lastModified,
 								currNode: conversation.currNode,
 								forkedFromConversationId: conversation.forkedFromConversationId,
+								id: conversation.id,
+								lastModified: conversation.lastModified,
+								name: conversation.name,
 								pinned: conversation.pinned
 							}}
 							{depth}
@@ -151,11 +151,11 @@
 						<li class="group/item relative mb-1 p-0">
 							<SidebarNavigationConversationItem
 								conversation={{
-									id: conversation.id,
-									name: conversation.name,
-									lastModified: conversation.lastModified,
 									currNode: conversation.currNode,
 									forkedFromConversationId: conversation.forkedFromConversationId,
+									id: conversation.id,
+									lastModified: conversation.lastModified,
+									name: conversation.name,
 									pinned: conversation.pinned
 								}}
 								{depth}
diff --git a/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationSearch.svelte b/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationSearch.svelte
index 491e7c347..486d20eb8 100644
--- a/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationSearch.svelte
+++ b/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationSearch.svelte
@@ -9,10 +9,10 @@
 	}
 
 	let {
-		value = $bindable(''),
-		placeholder = 'Search conversations...',
+		class: className,
 		onInput,
-		class: className
+		placeholder = 'Search conversations...',
+		value = $bindable('')
 	}: Props = $props();
 </script>
 
diff --git a/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationSearchResults.svelte b/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationSearchResults.svelte
index 68d6c2143..af952899f 100644
--- a/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationSearchResults.svelte
+++ b/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationSearchResults.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
-	import { buildConversationTree } from '$lib/stores/conversations.svelte';
 	import SidebarNavigationConversationItem from './SidebarNavigationConversationItem.svelte';
+	import { buildConversationTree } from '$lib/stores/conversations.svelte';
 
 	interface Props {
 		class?: string;
@@ -21,19 +21,19 @@
 
 	let {
 		class: className = '',
-		searchQuery,
-		filteredConversations,
 		currentChatId,
+		filteredConversations,
 		isSelectionMode = false,
-		selectedIds = new Set<string>(),
-		onSelect,
-		onEdit,
 		onDelete,
-		onStop,
-		onToggleSelect,
+		onEdit,
 		onEnterSelectionMode,
+		onRowMouseDown,
+		onSelect,
 		onSelectionClick,
-		onRowMouseDown
+		onStop,
+		onToggleSelect,
+		searchQuery,
+		selectedIds = new Set<string>()
 	}: Props = $props();
 
 	let tree = $derived(buildConversationTree(filteredConversations));
@@ -59,11 +59,11 @@
 				<li class="group/item relative mb-1 p-0">
 					<SidebarNavigationConversationItem
 						conversation={{
-							id: conversation.id,
-							name: conversation.name,
-							lastModified: conversation.lastModified,
 							currNode: conversation.currNode,
 							forkedFromConversationId: conversation.forkedFromConversationId,
+							id: conversation.id,
+							lastModified: conversation.lastModified,
+							name: conversation.name,
 							pinned: conversation.pinned
 						}}
 						{depth}
diff --git a/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationSelectionBar.svelte b/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationSelectionBar.svelte
index 15412e57b..60ae1e670 100644
--- a/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationSelectionBar.svelte
+++ b/tools/ui/src/lib/components/app/navigation/SidebarNavigation/SidebarNavigationSelectionBar.svelte
@@ -20,18 +20,18 @@
 	}
 
 	let {
+		allVisibleSelected,
 		class: className = '',
+		onBulkDelete,
+		onBulkExport,
+		onBulkPinToggle,
+		onClose,
+		onSelectAllToggle,
+		pinStateIsMixed,
 		selectedCount,
-		visibleCount,
-		allVisibleSelected,
-		someVisibleSelected,
 		someSelectedPinned,
-		pinStateIsMixed,
-		onSelectAllToggle,
-		onBulkPinToggle,
-		onBulkExport,
-		onBulkDelete,
-		onClose
+		someVisibleSelected,
+		visibleCount
 	}: Props = $props();
 
 	let showDeleteDialog = $state(false);
diff --git a/tools/ui/src/lib/components/app/server/ServerErrorSplash.svelte b/tools/ui/src/lib/components/app/server/ServerErrorSplash.svelte
index d9c4386e4..ffbfd9fdb 100644
--- a/tools/ui/src/lib/components/app/server/ServerErrorSplash.svelte
+++ b/tools/ui/src/lib/components/app/server/ServerErrorSplash.svelte
@@ -1,17 +1,17 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import { base } from '$app/paths';
-	import { AlertTriangle, RefreshCw, Key, CheckCircle, XCircle } from '@lucide/svelte';
+	import { AlertTriangle, CheckCircle, Key, RefreshCw, XCircle } from '@lucide/svelte';
 	import { goto } from '$app/navigation';
+	import { base } from '$app/paths';
 	import { Button } from '$lib/components/ui/button';
 	import { Input } from '$lib/components/ui/input';
 	import Label from '$lib/components/ui/label/label.svelte';
-	import { serverStore, serverLoading } from '$lib/stores/server.svelte';
-	import { config, settingsStore } from '$lib/stores/settings.svelte';
 	import { AUTHORIZATION_HEADER, BEARER_PREFIX, SETTINGS_KEYS } from '$lib/constants';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { ROUTES } from '$lib/constants/routes';
-	import { fade, fly, scale } from 'svelte/transition';
 	import { KeyboardKey } from '$lib/enums';
+	import { serverLoading, serverStore } from '$lib/stores/server.svelte';
+	import { config, settingsStore } from '$lib/stores/settings.svelte';
+	import { fade, fly, scale } from 'svelte/transition';
 
 	interface Props {
 		class?: string;
@@ -55,6 +55,7 @@
 		showApiKeyInput = true;
 		// Pre-fill with current API key if it exists
 		const currentConfig = config();
+
 		apiKeyInput = currentConfig.apiKey?.toString() || '';
 	}
 
@@ -71,8 +72,8 @@
 			// Test the API key by making a real request to the server
 			const response = await fetch(`${base}/props`, {
 				headers: {
-					'Content-Type': 'application/json',
-					[AUTHORIZATION_HEADER]: `${BEARER_PREFIX}${apiKeyInput.trim()}`
+					[AUTHORIZATION_HEADER]: `${BEARER_PREFIX}${apiKeyInput.trim()}`,
+					'Content-Type': 'application/json'
 				}
 			});
 
@@ -144,7 +145,7 @@
 		</div>
 
 		{#if isAccessDeniedError && !showApiKeyInput}
-			<div in:fly={{ y: 10, duration: 300, delay: 200 }} class="mb-4">
+			<div in:fly={{ delay: 200, duration: 300, y: 10 }} class="mb-4">
 				<Button onclick={handleShowApiKeyInput} variant="outline" class="w-full">
 					<Key class={ICON_CLASS_DEFAULT} />
 					Enter API Key
@@ -153,7 +154,7 @@
 		{/if}
 
 		{#if showApiKeyInput}
-			<div in:fly={{ y: 10, duration: 300, delay: 200 }} class="mb-4 space-y-3 text-left">
+			<div in:fly={{ delay: 200, duration: 300, y: 10 }} class="mb-4 space-y-3 text-left">
 				<div class="space-y-2">
 					<Label for="api-key-input" class="text-sm font-medium">API Key</Label>
 
@@ -191,12 +192,12 @@
 						{/if}
 					</div>
 					{#if apiKeyError}
-						<p class="text-sm text-destructive" in:fly={{ y: -10, duration: 200 }}>
+						<p class="text-sm text-destructive" in:fly={{ duration: 200, y: -10 }}>
 							{apiKeyError}
 						</p>
 					{/if}
 					{#if apiKeyState === 'success'}
-						<p class="text-sm text-green-600" in:fly={{ y: -10, duration: 200 }}>
+						<p class="text-sm text-green-600" in:fly={{ duration: 200, y: -10 }}>
 							✓ API key validated successfully! Connecting...
 						</p>
 					{/if}
@@ -235,7 +236,7 @@
 		{/if}
 
 		{#if showRetry}
-			<div in:fly={{ y: 10, duration: 300, delay: 200 }}>
+			<div in:fly={{ delay: 200, duration: 300, y: 10 }}>
 				<Button onclick={handleRetryConnection} disabled={isServerLoading} class="w-full">
 					{#if isServerLoading}
 						<RefreshCw class="{ICON_CLASS_DEFAULT} animate-spin" />
@@ -251,7 +252,7 @@
 		{/if}
 
 		{#if showTroubleshooting}
-			<div class="mt-4 text-left" in:fly={{ y: 10, duration: 300, delay: 400 }}>
+			<div class="mt-4 text-left" in:fly={{ delay: 400, duration: 300, y: 10 }}>
 				<details class="text-sm">
 					<summary class="cursor-pointer text-muted-foreground hover:text-foreground">
 						Troubleshooting
diff --git a/tools/ui/src/lib/components/app/server/ServerStatus.svelte b/tools/ui/src/lib/components/app/server/ServerStatus.svelte
index ffdf4887c..fb6327ed7 100644
--- a/tools/ui/src/lib/components/app/server/ServerStatus.svelte
+++ b/tools/ui/src/lib/components/app/server/ServerStatus.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { AlertTriangle, Server } from '@lucide/svelte';
 	import { Badge } from '$lib/components/ui/badge';
 	import { Button } from '$lib/components/ui/button';
-	import { serverProps, serverLoading, serverError } from '$lib/stores/server.svelte';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { singleModelName } from '$lib/stores/models.svelte';
+	import { serverError, serverLoading, serverProps } from '$lib/stores/server.svelte';
 
 	interface Props {
 		class?: string;
@@ -20,7 +20,9 @@
 
 	function getStatusColor() {
 		if (loading) return 'bg-yellow-500';
+
 		if (error) return 'bg-red-500';
+
 		if (serverData) return 'bg-green-500';
 
 		return 'bg-gray-500';
@@ -28,7 +30,9 @@
 
 	function getStatusText() {
 		if (loading) return 'Connecting...';
+
 		if (error) return 'Connection Error';
+
 		if (serverData) return 'Connected';
 
 		return 'Unknown';
diff --git a/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChat.svelte b/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChat.svelte
index 5d772359a..639e3e5a7 100644
--- a/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChat.svelte
+++ b/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChat.svelte
@@ -1,4 +1,7 @@
 <script lang="ts">
+	import { RefreshCw } from '@lucide/svelte';
+	import { goto } from '$app/navigation';
+	import { page } from '$app/state';
 	import {
 		SettingsChatDesktopSidebar,
 		SettingsChatFields,
@@ -7,32 +10,29 @@
 		SettingsChatToolsTab,
 		SettingsFooter
 	} from '$lib/components/app/settings';
-	import { config, settingsStore } from '$lib/stores/settings.svelte';
+	import { Button } from '$lib/components/ui/button';
 	import {
 		NUMERIC_FIELDS,
 		POSITIVE_INTEGER_FIELDS,
 		SETTINGS_CHAT_SECTIONS,
 		SETTINGS_SECTION_TITLES
 	} from '$lib/constants';
-	import type { SettingsSection } from '$lib/types';
-	import { RouterService } from '$lib/services/router.service';
-	import { setMode } from 'mode-watcher';
-	import { ColorMode } from '$lib/enums/ui.enums';
-	import { fade } from 'svelte/transition';
-	import { goto } from '$app/navigation';
-	import { Button } from '$lib/components/ui/button';
-	import { RefreshCw } from '@lucide/svelte';
-	import { page } from '$app/state';
 	import { setChatSettingsConfigContext } from '$lib/contexts';
-	import { settingsReferrer } from '$lib/stores/settings-referrer.svelte';
+	import { ColorMode } from '$lib/enums/ui.enums';
+	import { RouterService } from '$lib/services/router.service';
 	import { modelsStore } from '$lib/stores/models.svelte';
 	import { isRouterMode } from '$lib/stores/server.svelte';
+	import { config, settingsStore } from '$lib/stores/settings.svelte';
+	import { settingsReferrer } from '$lib/stores/settings-referrer.svelte';
+	import type { SettingsSection } from '$lib/types';
+	import { setMode } from 'mode-watcher';
+	import { fade } from 'svelte/transition';
 	interface Props {
 		initialSection?: string;
 		getSectionHref?: (section: SettingsSection) => string;
 	}
 
-	let { initialSection, getSectionHref }: Props = $props();
+	let { getSectionHref, initialSection }: Props = $props();
 
 	let activeSlug = $derived(
 		initialSection ?? (page.params as Record<string, string | undefined>).section ?? 'general'
@@ -87,6 +87,7 @@
 			} catch (error) {
 				alert('Invalid JSON in custom parameters. Please check the format and try again.');
 				console.error(error);
+
 				return;
 			}
 		}
@@ -96,14 +97,22 @@
 		for (const field of NUMERIC_FIELDS) {
 			if (processedConfig[field] !== undefined && processedConfig[field] !== '') {
 				const numValue = Number(processedConfig[field]);
+
 				if (!isNaN(numValue)) {
 					if ((POSITIVE_INTEGER_FIELDS as readonly string[]).includes(field)) {
-						processedConfig[field] = Math.max(1, Math.round(numValue));
+						const entryByMinMax = SETTINGS_CHAT_SECTIONS.flatMap(
+							(section) => section.fields ?? []
+						).find((entry) => entry.key === field);
+						const lo = entryByMinMax?.min ?? 1;
+						const hi = entryByMinMax?.max ?? Number.POSITIVE_INFINITY;
+
+						processedConfig[field] = Math.max(lo, Math.min(hi, Math.round(numValue)));
 					} else {
 						processedConfig[field] = numValue;
 					}
 				} else {
 					alert(`Invalid numeric value for ${field}. Please enter a valid number.`);
+
 					return;
 				}
 			}
@@ -118,11 +127,11 @@
 	}
 
 	setChatSettingsConfigContext({
+		handleConfigChange,
+		handleThemeChange,
 		get localConfig() {
 			return localConfig;
-		},
-		handleConfigChange,
-		handleThemeChange
+		}
 	});
 </script>
 
diff --git a/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChatFields.svelte b/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChatFields.svelte
index fa871cc98..57da065df 100644
--- a/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChatFields.svelte
+++ b/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChatFields.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import { RotateCcw, FlaskConical } from '@lucide/svelte';
+	import { FlaskConical, RotateCcw } from '@lucide/svelte';
+	import { SettingsChatParameterSourceIndicator } from '$lib/components/app/settings';
 	import { Checkbox } from '$lib/components/ui/checkbox';
 	import { Input } from '$lib/components/ui/input';
 	import Label from '$lib/components/ui/label/label.svelte';
@@ -8,12 +8,12 @@
 	import * as Select from '$lib/components/ui/select';
 	import { Textarea } from '$lib/components/ui/textarea';
 	import { SETTING_CONFIG_INFO, SETTINGS_KEYS } from '$lib/constants';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { SettingsFieldType } from '$lib/enums/settings.enums';
-	import { settingsStore } from '$lib/stores/settings.svelte';
+	import { modelsStore, propsCacheVersion, selectedModelName } from '$lib/stores/models.svelte';
 	import { serverStore } from '$lib/stores/server.svelte';
-	import { modelsStore, selectedModelName, propsCacheVersion } from '$lib/stores/models.svelte';
+	import { settingsStore } from '$lib/stores/settings.svelte';
 	import { normalizeFloatingPoint } from '$lib/utils/precision';
-	import { SettingsChatParameterSourceIndicator } from '$lib/components/app/settings';
 	import type { Component } from 'svelte';
 
 	interface Props {
@@ -40,6 +40,7 @@
 				>;
 			}
 		}
+
 		return (serverStore.defaultParams ?? {}) as Record<string, unknown>;
 	});
 </script>
@@ -52,6 +53,7 @@
 				{@const serverDefault = currentModelParams[field.key]}
 				{@const isCustomRealTime = (() => {
 					if (serverDefault == null) return false;
+
 					if (currentValue === '') return false;
 
 					const numericInput = parseFloat(currentValue);
@@ -83,12 +85,18 @@
 					<Input
 						id={field.key}
 						type={field.isPositiveInteger ? 'number' : 'text'}
-						{...field.isPositiveInteger ? { min: '1', step: '1' } : {}}
+						{...field.isPositiveInteger
+							? {
+									min: String(field.min ?? 1),
+									step: '1',
+									...(field.max != null ? { max: String(field.max) } : {})
+								}
+							: {}}
 						value={currentValue}
 						oninput={(e) => onConfigChange(field.key, e.currentTarget.value)}
 						placeholder={currentModelParams[field.key] != null
 							? `Default: ${normalizeFloatingPoint(currentModelParams[field.key])}`
-							: ''}
+							: (field.placeholder ?? '')}
 						class="w-full {isCustomRealTime ? 'pr-8' : ''}"
 					/>
 					{#if isCustomRealTime}
@@ -159,7 +167,9 @@
 				{@const serverDefault = currentModelParams[field.key]}
 				{@const isCustomRealTime = (() => {
 					if (serverDefault == null) return false;
+
 					if (currentValue === '' || currentValue === undefined) return false;
+
 					return currentValue !== serverDefault;
 				})()}
 
diff --git a/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChatImportExportSection.svelte b/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChatImportExportSection.svelte
index 39921d098..d483840eb 100644
--- a/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChatImportExportSection.svelte
+++ b/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChatImportExportSection.svelte
@@ -1,19 +1,19 @@
 <script lang="ts">
+	import { Button, type ButtonVariant } from '$lib/components/ui/button';
 	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import type { Component } from 'svelte';
-	import { Button, type ButtonVariant } from '$lib/components/ui/button';
 
 	let {
-		title,
+		buttonClass,
+		buttonText,
+		buttonVariant,
 		description,
 		IconComponent,
-		buttonText,
 		onclick,
+		summary,
+		title,
 		titleClass,
-		buttonVariant,
-		buttonClass,
-		wrapperClass,
-		summary
+		wrapperClass
 	}: {
 		title: string;
 		description: string;
diff --git a/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChatImportExportTab.svelte b/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChatImportExportTab.svelte
index 57dbba30b..42c7ee55a 100644
--- a/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChatImportExportTab.svelte
+++ b/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChatImportExportTab.svelte
@@ -1,18 +1,18 @@
 <script lang="ts">
-	import { Download, Upload, Trash2 } from '@lucide/svelte';
+	import SettingsChatImportExportSection from './SettingsChatImportExportSection.svelte';
+	import { Download, Trash2, Upload } from '@lucide/svelte';
 	import {
-		DialogConversationSelection,
 		DialogConfirmation,
+		DialogConversationSelection,
 		DialogExportSettings
 	} from '$lib/components/app';
-	import { createMessageCountMap } from '$lib/utils';
+	import SettingsGroup from '$lib/components/app/settings/SettingsGroup.svelte';
+	import { ConversationSelectionMode, FileExtensionText, HtmlInputType } from '$lib/enums';
+	import { conversations, conversationsStore } from '$lib/stores/conversations.svelte';
 	import { settingsStore } from '$lib/stores/settings.svelte';
-	import { conversationsStore, conversations } from '$lib/stores/conversations.svelte';
-	import { toast } from 'svelte-sonner';
+	import { createMessageCountMap } from '$lib/utils';
 	import { fade } from 'svelte/transition';
-	import { ConversationSelectionMode, HtmlInputType, FileExtensionText } from '$lib/enums';
-	import SettingsChatImportExportSection from './SettingsChatImportExportSection.svelte';
-	import SettingsGroup from '$lib/components/app/settings/SettingsGroup.svelte';
+	import { toast } from 'svelte-sonner';
 
 	let exportedConversations = $state<DatabaseConversation[]>([]);
 	let importedConversations = $state<DatabaseConversation[]>([]);
@@ -49,6 +49,7 @@
 			const blob = new Blob([JSON.stringify(data, null, 2)], { type: 'application/json' });
 			const url = URL.createObjectURL(blob);
 			const a = document.createElement('a');
+
 			a.href = url;
 			a.download = `llama_settings_${new Date().toISOString().split('T')[0]}.json`;
 			document.body.appendChild(a);
@@ -72,11 +73,13 @@
 	function handleSettingsImport() {
 		try {
 			const input = document.createElement('input');
+
 			input.type = HtmlInputType.FILE;
 			input.accept = FileExtensionText.JSON;
 
 			input.onchange = async (e) => {
 				const file = (e.target as HTMLInputElement)?.files?.[0];
+
 				if (!file) return;
 
 				try {
@@ -85,6 +88,7 @@
 
 					if (!data || typeof data !== 'object' || !data.config) {
 						toast.error('Invalid settings file: missing config');
+
 						return;
 					}
 
@@ -109,14 +113,17 @@
 	async function handleExportClick() {
 		try {
 			const allConversations = conversations();
+
 			if (allConversations.length === 0) {
 				toast.info('No conversations to export');
+
 				return;
 			}
 
 			const conversationsWithMessages = await Promise.all(
 				allConversations.map(async (conv: DatabaseConversation) => {
 					const messages = await conversationsStore.getConversationMessages(conv.id);
+
 					return { conv, messages };
 				})
 			);
@@ -135,6 +142,7 @@
 			const allData: ExportedConversation[] = await Promise.all(
 				selectedConversations.map(async (conv) => {
 					const messages = await conversationsStore.getConversationMessages(conv.id);
+
 					return { conv: $state.snapshot(conv), messages: $state.snapshot(messages) };
 				})
 			);
@@ -166,6 +174,7 @@
 
 			input.onchange = async (e) => {
 				const file = (e.target as HTMLInputElement)?.files?.[0];
+
 				if (!file) return;
 
 				try {
@@ -200,7 +209,6 @@
 			const selectedData = $state
 				.snapshot(fullImportData)
 				.filter((item) => selectedIds.has(item.conv.id));
-
 			const { imported, skipped } = await conversationsStore.importConversationsData(selectedData);
 
 			// A conversation already in the database is left untouched, so the summary
@@ -227,6 +235,7 @@
 
 			if (allConversations.length === 0) {
 				toast.info('No conversations to delete');
+
 				return;
 			}
 
@@ -260,7 +269,7 @@
 			IconComponent={Download}
 			buttonText="Export conversations"
 			onclick={handleExportClick}
-			summary={{ show: showExportSummary, verb: 'Exported', items: exportedConversations }}
+			summary={{ items: exportedConversations, show: showExportSummary, verb: 'Exported' }}
 		/>
 
 		<SettingsChatImportExportSection
@@ -269,7 +278,7 @@
 			IconComponent={Upload}
 			buttonText="Import conversations"
 			onclick={handleImportClick}
-			summary={{ show: showImportSummary, verb: 'Imported', items: importedConversations }}
+			summary={{ items: importedConversations, show: showImportSummary, verb: 'Imported' }}
 		/>
 
 		<SettingsChatImportExportSection
@@ -291,7 +300,7 @@
 			IconComponent={Download}
 			buttonText="Export settings"
 			onclick={handleSettingsExport}
-			summary={{ show: showSettingsExportSummary, verb: 'Exported', items: [] }}
+			summary={{ items: [], show: showSettingsExportSummary, verb: 'Exported' }}
 		/>
 
 		<SettingsChatImportExportSection
@@ -300,7 +309,7 @@
 			IconComponent={Upload}
 			buttonText="Import settings"
 			onclick={handleSettingsImport}
-			summary={{ show: showSettingsImportSummary, verb: 'Imported', items: [] }}
+			summary={{ items: [], show: showSettingsImportSummary, verb: 'Imported' }}
 		/>
 	</SettingsGroup>
 </div>
diff --git a/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChatToolsTab.svelte b/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChatToolsTab.svelte
index 54679cfb6..c3bf7bf5c 100644
--- a/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChatToolsTab.svelte
+++ b/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChatToolsTab.svelte
@@ -1,14 +1,14 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { ChevronDown, ChevronRight } from '@lucide/svelte';
+	import { McpServerIdentity, TruncatedText } from '$lib/components/app';
 	import { Checkbox } from '$lib/components/ui/checkbox';
 	import * as Collapsible from '$lib/components/ui/collapsible';
-	import { TruncatedText, McpServerIdentity } from '$lib/components/app';
-	import { toolsStore } from '$lib/stores/tools.svelte';
-	import { permissionsStore } from '$lib/stores/permissions.svelte';
-	import { mcpStore } from '$lib/stores/mcp.svelte';
 	import { getBuiltinToolUi } from '$lib/constants/built-in-tools';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { ToolSource } from '$lib/enums/tools.enums';
+	import { mcpStore } from '$lib/stores/mcp.svelte';
+	import { permissionsStore } from '$lib/stores/permissions.svelte';
+	import { toolsStore } from '$lib/stores/tools.svelte';
 	import { SvelteSet } from 'svelte/reactivity';
 
 	let expandedGroups = new SvelteSet<string>();
diff --git a/tools/ui/src/lib/components/app/settings/SettingsChatDesktopSidebar.svelte b/tools/ui/src/lib/components/app/settings/SettingsChatDesktopSidebar.svelte
index d8e265dbd..aa197228a 100644
--- a/tools/ui/src/lib/components/app/settings/SettingsChatDesktopSidebar.svelte
+++ b/tools/ui/src/lib/components/app/settings/SettingsChatDesktopSidebar.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
-	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import { Settings } from '@lucide/svelte';
+	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
 	import type { SettingsSection, SettingsSectionTitle } from '$lib/types';
 
 	interface Props {
@@ -10,7 +10,7 @@
 		onSectionChange?: (section: SettingsSectionTitle) => void;
 	}
 
-	let { sections, isActive, getHref, onSectionChange }: Props = $props();
+	let { getHref, isActive, onSectionChange, sections }: Props = $props();
 </script>
 
 <div class="sticky top-2 hidden w-64 flex-col self-start bg-background py-4 md:flex gap-6">
diff --git a/tools/ui/src/lib/components/app/settings/SettingsChatMobileHeader.svelte b/tools/ui/src/lib/components/app/settings/SettingsChatMobileHeader.svelte
index 1383b65f1..5572d118f 100644
--- a/tools/ui/src/lib/components/app/settings/SettingsChatMobileHeader.svelte
+++ b/tools/ui/src/lib/components/app/settings/SettingsChatMobileHeader.svelte
@@ -1,9 +1,9 @@
 <script lang="ts">
+	import { ChevronLeft, ChevronRight, Settings } from '@lucide/svelte';
 	import { ICON_CLASS_DEFAULT } from '$lib/constants/css-classes';
-	import { Settings, ChevronLeft, ChevronRight } from '@lucide/svelte';
-	import { onMount, tick } from 'svelte';
-	import type { SettingsSection, SettingsSectionTitle } from '$lib/types';
 	import { useScrollCarousel } from '$lib/hooks/use-scroll-carousel.svelte';
+	import type { SettingsSection, SettingsSectionTitle } from '$lib/types';
+	import { onMount, tick } from 'svelte';
 
 	interface Props {
 		sections: SettingsSection[];
@@ -12,14 +12,16 @@
 		onSectionChange?: (section: SettingsSectionTitle) => void;
 	}
 
-	let { sections, isActive, getHref, onSectionChange }: Props = $props();
+	let { getHref, isActive, onSectionChange, sections }: Props = $props();
 
 	const carousel = useScrollCarousel();
 
 	onMount(async () => {
 		await tick();
+
 		if (carousel.scrollContainer) {
 			const activeTab = carousel.scrollContainer.querySelector('[data-active="true"]');
+
 			if (activeTab instanceof HTMLElement) {
 				carousel.scrollToCenter(activeTab);
 			}
diff --git a/tools/ui/src/lib/components/app/settings/SettingsFooter.svelte b/tools/ui/src/lib/components/app/settings/SettingsFooter.svelte
index afc37377d..202335f0b 100644
--- a/tools/ui/src/lib/components/app/settings/SettingsFooter.svelte
+++ b/tools/ui/src/lib/components/app/settings/SettingsFooter.svelte
@@ -1,8 +1,8 @@
 <script lang="ts">
-	import { Button } from '$lib/components/ui/button';
+	import { RotateCcw } from '@lucide/svelte';
 	import * as AlertDialog from '$lib/components/ui/alert-dialog';
+	import { Button } from '$lib/components/ui/button';
 	import { settingsStore } from '$lib/stores/settings.svelte';
-	import { RotateCcw } from '@lucide/svelte';
 
 	interface Props {
 		onReset?: () => void;
diff --git a/tools/ui/src/lib/components/app/settings/SettingsGroup.svelte b/tools/ui/src/lib/components/app/settings/SettingsGroup.svelte
index 113d32176..78dc19a13 100644
--- a/tools/ui/src/lib/components/app/settings/SettingsGroup.svelte
+++ b/tools/ui/src/lib/components/app/settings/SettingsGroup.svelte
@@ -6,7 +6,7 @@
 		children: Snippet;
 	}
 
-	let { title, children }: Props = $props();
+	let { children, title }: Props = $props();
 </script>
 
 <div>
diff --git a/tools/ui/src/lib/components/app/settings/SettingsMcpServers.svelte b/tools/ui/src/lib/components/app/settings/SettingsMcpServers.svelte
index 49fc36a58..89cecb926 100644
--- a/tools/ui/src/lib/components/app/settings/SettingsMcpServers.svelte
+++ b/tools/ui/src/lib/components/app/settings/SettingsMcpServers.svelte
@@ -1,20 +1,20 @@
 <script lang="ts">
-	import { X, Plus } from '@lucide/svelte';
-	import { mcpStore } from '$lib/stores/mcp.svelte';
-	import { conversationsStore } from '$lib/stores/conversations.svelte';
-	import { toolsStore } from '$lib/stores/tools.svelte';
-	import { Button } from '$lib/components/ui/button';
-	import * as Empty from '$lib/components/ui/empty';
+	import McpLogo from '../mcp/McpLogo.svelte';
+	import { Plus, X } from '@lucide/svelte';
+	import { browser } from '$app/environment';
+	import { goto, replaceState } from '$app/navigation';
+	import { page } from '$app/state';
 	import { ActionIcon, McpServerCard, McpServerCardSkeleton } from '$lib/components/app';
 	import { DialogMcpServerAddNew } from '$lib/components/app/dialogs';
-	import { HealthCheckStatus } from '$lib/enums';
+	import { Button } from '$lib/components/ui/button';
+	import * as Empty from '$lib/components/ui/empty';
 	import { ROUTES } from '$lib/constants';
-	import { fade } from 'svelte/transition';
+	import { HealthCheckStatus } from '$lib/enums';
+	import { conversationsStore } from '$lib/stores/conversations.svelte';
+	import { mcpStore } from '$lib/stores/mcp.svelte';
+	import { toolsStore } from '$lib/stores/tools.svelte';
 	import { onMount } from 'svelte';
-	import McpLogo from '../mcp/McpLogo.svelte';
-	import { browser } from '$app/environment';
-	import { page } from '$app/state';
-	import { goto, replaceState } from '$app/navigation';
+	import { fade } from 'svelte/transition';
 
 	interface Props {
 		class?: string;
@@ -30,6 +30,7 @@
 
 	$effect(() => {
 		const currentId = page.route.id;
+
 		return () => {
 			previousRouteId = currentId;
 		};
@@ -37,6 +38,7 @@
 
 	function handleClose() {
 		const prevIsMcpServers = previousRouteId === '/mcp-servers';
+
 		if (browser && window.history.length > 1 && !prevIsMcpServers) {
 			history.back();
 		} else {
@@ -49,6 +51,7 @@
 			isAddingServer = true;
 
 			const newUrl = new URL(page.url);
+
 			newUrl.searchParams.delete('add');
 
 			replaceState(newUrl, {});
@@ -63,6 +66,7 @@
 	// renders and keeps the enable toggle reachable.
 	function isServerPending(serverId: string, enabled: boolean): boolean {
 		const status = mcpStore.getHealthCheckState(serverId).status;
+
 		return (
 			status === HealthCheckStatus.CONNECTING || (status === HealthCheckStatus.IDLE && enabled)
 		);
@@ -122,7 +126,9 @@
 						enabled={conversationsStore.isMcpServerEnabledForChat(server.id)}
 						onToggle={async () => {
 							const wasEnabled = conversationsStore.isMcpServerEnabledForChat(server.id);
+
 							await conversationsStore.toggleMcpServerForChat(server.id);
+
 							if (!wasEnabled) {
 								// Promote the connection so tools/prompts/resources become
 								// available right away instead of waiting for the next chat-init.
diff --git a/tools/ui/src/lib/components/pwa/PwaMetaTags.svelte b/tools/ui/src/lib/components/pwa/PwaMetaTags.svelte
index a3a406f26..8189ad0e7 100644
--- a/tools/ui/src/lib/components/pwa/PwaMetaTags.svelte
+++ b/tools/ui/src/lib/components/pwa/PwaMetaTags.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
-	import { APPLE_META_TAGS, MEDIA_QUERIES, THEME_COLORS } from '$lib/constants/pwa';
 	import { APP_NAME } from '$lib/constants';
+	import { APPLE_META_TAGS, MEDIA_QUERIES, THEME_COLORS } from '$lib/constants/pwa';
 
 	let { appName = APP_NAME } = $props();
 </script>
diff --git a/tools/ui/src/lib/components/pwa/PwaRefreshAlert.svelte b/tools/ui/src/lib/components/pwa/PwaRefreshAlert.svelte
index 500abdc13..0976e9646 100644
--- a/tools/ui/src/lib/components/pwa/PwaRefreshAlert.svelte
+++ b/tools/ui/src/lib/components/pwa/PwaRefreshAlert.svelte
@@ -1,8 +1,8 @@
 <script lang="ts">
-	import * as Card from '$lib/components/ui/card';
 	import { Button } from '$lib/components/ui/button';
+	import * as Card from '$lib/components/ui/card';
 
-	let { needRefresh: needRefreshProp, updateServiceWorker, forceReload } = $props();
+	let { forceReload, needRefresh: needRefreshProp, updateServiceWorker } = $props();
 	let needRefresh = $derived(needRefreshProp ?? false);
 </script>
 
diff --git a/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-action.svelte b/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-action.svelte
index 162107eb1..33f2fa584 100644
--- a/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-action.svelte
+++ b/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-action.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import { AlertDialog as AlertDialogPrimitive } from 'bits-ui';
 	import { buttonVariants } from '$lib/components/ui/button/index.js';
 	import { cn } from '$lib/components/ui/utils.js';
+	import { AlertDialog as AlertDialogPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: AlertDialogPrimitive.ActionProps = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-cancel.svelte b/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-cancel.svelte
index 6b3f354a9..2a6ad6814 100644
--- a/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-cancel.svelte
+++ b/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-cancel.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import { AlertDialog as AlertDialogPrimitive } from 'bits-ui';
 	import { buttonVariants } from '$lib/components/ui/button/index.js';
 	import { cn } from '$lib/components/ui/utils.js';
+	import { AlertDialog as AlertDialogPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: AlertDialogPrimitive.CancelProps = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-content.svelte b/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-content.svelte
index c0bb2a34e..b3b290804 100644
--- a/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-content.svelte
+++ b/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-content.svelte
@@ -1,12 +1,12 @@
 <script lang="ts">
-	import { AlertDialog as AlertDialogPrimitive } from 'bits-ui';
 	import AlertDialogOverlay from './alert-dialog-overlay.svelte';
 	import { cn, type WithoutChild, type WithoutChildrenOrChild } from '$lib/components/ui/utils.js';
+	import { AlertDialog as AlertDialogPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
 		portalProps,
+		ref = $bindable(null),
 		...restProps
 	}: WithoutChild<AlertDialogPrimitive.ContentProps> & {
 		portalProps?: WithoutChildrenOrChild<AlertDialogPrimitive.PortalProps>;
diff --git a/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-description.svelte b/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-description.svelte
index 84735d870..9b0906a75 100644
--- a/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-description.svelte
+++ b/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-description.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
-	import { AlertDialog as AlertDialogPrimitive } from 'bits-ui';
 	import { cn } from '$lib/components/ui/utils.js';
+	import { AlertDialog as AlertDialogPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: AlertDialogPrimitive.DescriptionProps = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-footer.svelte b/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-footer.svelte
index da0f7be74..38894b03d 100644
--- a/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-footer.svelte
+++ b/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-footer.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-header.svelte b/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-header.svelte
index fa6539db2..030bc1572 100644
--- a/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-header.svelte
+++ b/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-header.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import type { HTMLAttributes } from 'svelte/elements';
 	import { cn, type WithElementRef } from '$lib/components/ui/utils.js';
+	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-overlay.svelte b/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-overlay.svelte
index b047dcf6c..6a648b797 100644
--- a/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-overlay.svelte
+++ b/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-overlay.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
-	import { AlertDialog as AlertDialogPrimitive } from 'bits-ui';
 	import { cn } from '$lib/components/ui/utils.js';
+	import { AlertDialog as AlertDialogPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: AlertDialogPrimitive.OverlayProps = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-title.svelte b/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-title.svelte
index 4c610aa60..c882a4aa2 100644
--- a/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-title.svelte
+++ b/tools/ui/src/lib/components/ui/alert-dialog/alert-dialog-title.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
-	import { AlertDialog as AlertDialogPrimitive } from 'bits-ui';
 	import { cn } from '$lib/components/ui/utils.js';
+	import { AlertDialog as AlertDialogPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: AlertDialogPrimitive.TitleProps = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/alert-dialog/index.ts b/tools/ui/src/lib/components/ui/alert-dialog/index.ts
index a4439bc2e..8cf5899df 100644
--- a/tools/ui/src/lib/components/ui/alert-dialog/index.ts
+++ b/tools/ui/src/lib/components/ui/alert-dialog/index.ts
@@ -1,13 +1,13 @@
-import { AlertDialog as AlertDialogPrimitive } from 'bits-ui';
-import Trigger from './alert-dialog-trigger.svelte';
-import Title from './alert-dialog-title.svelte';
 import Action from './alert-dialog-action.svelte';
 import Cancel from './alert-dialog-cancel.svelte';
+import Content from './alert-dialog-content.svelte';
+import Description from './alert-dialog-description.svelte';
 import Footer from './alert-dialog-footer.svelte';
 import Header from './alert-dialog-header.svelte';
 import Overlay from './alert-dialog-overlay.svelte';
-import Content from './alert-dialog-content.svelte';
-import Description from './alert-dialog-description.svelte';
+import Title from './alert-dialog-title.svelte';
+import Trigger from './alert-dialog-trigger.svelte';
+import { AlertDialog as AlertDialogPrimitive } from 'bits-ui';
 
 const Root = AlertDialogPrimitive.Root;
 const Portal = AlertDialogPrimitive.Portal;
diff --git a/tools/ui/src/lib/components/ui/alert/alert-description.svelte b/tools/ui/src/lib/components/ui/alert/alert-description.svelte
index 440d0069d..8d87d2d8f 100644
--- a/tools/ui/src/lib/components/ui/alert/alert-description.svelte
+++ b/tools/ui/src/lib/components/ui/alert/alert-description.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import type { HTMLAttributes } from 'svelte/elements';
 	import { cn, type WithElementRef } from '$lib/components/ui/utils.js';
+	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/alert/alert-title.svelte b/tools/ui/src/lib/components/ui/alert/alert-title.svelte
index 0721aebf1..1cdb7958a 100644
--- a/tools/ui/src/lib/components/ui/alert/alert-title.svelte
+++ b/tools/ui/src/lib/components/ui/alert/alert-title.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import type { HTMLAttributes } from 'svelte/elements';
 	import { cn, type WithElementRef } from '$lib/components/ui/utils.js';
+	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/alert/alert.svelte b/tools/ui/src/lib/components/ui/alert/alert.svelte
index 7d79e4bc0..c42000a54 100644
--- a/tools/ui/src/lib/components/ui/alert/alert.svelte
+++ b/tools/ui/src/lib/components/ui/alert/alert.svelte
@@ -1,17 +1,17 @@
 <script lang="ts" module>
-	import { type VariantProps, tv } from 'tailwind-variants';
+	import { tv, type VariantProps } from 'tailwind-variants';
 
 	export const alertVariants = tv({
 		base: 'relative grid w-full grid-cols-[0_1fr] items-start gap-y-0.5 rounded-lg border px-4 py-3 text-sm has-[>svg]:grid-cols-[calc(var(--spacing)*4)_1fr] has-[>svg]:gap-x-3 [&>svg]:size-4 [&>svg]:translate-y-0.5 [&>svg]:text-current',
+		defaultVariants: {
+			variant: 'default'
+		},
 		variants: {
 			variant: {
 				default: 'bg-card text-card-foreground',
 				destructive:
 					'text-destructive bg-card *:data-[slot=alert-description]:text-destructive/90 [&>svg]:text-current'
 			}
-		},
-		defaultVariants: {
-			variant: 'default'
 		}
 	});
 
@@ -19,14 +19,14 @@
 </script>
 
 <script lang="ts">
-	import type { HTMLAttributes } from 'svelte/elements';
 	import { cn, type WithElementRef } from '$lib/components/ui/utils.js';
+	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
+		children,
 		class: className,
+		ref = $bindable(null),
 		variant = 'default',
-		children,
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> & {
 		variant?: AlertVariant;
diff --git a/tools/ui/src/lib/components/ui/badge/badge.svelte b/tools/ui/src/lib/components/ui/badge/badge.svelte
index 9fbf0b80a..0be4deae8 100644
--- a/tools/ui/src/lib/components/ui/badge/badge.svelte
+++ b/tools/ui/src/lib/components/ui/badge/badge.svelte
@@ -1,22 +1,22 @@
 <script lang="ts" module>
-	import { type VariantProps, tv } from 'tailwind-variants';
+	import { tv, type VariantProps } from 'tailwind-variants';
 
 	export const badgeVariants = tv({
 		base: 'focus-visible:border-ring focus-visible:ring-ring/50 aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive inline-flex w-fit shrink-0 items-center justify-center gap-1 overflow-hidden whitespace-nowrap rounded-md border px-2 py-0.5 text-xs font-medium transition-[color,box-shadow] focus-visible:ring-[3px] [&>svg]:pointer-events-none [&>svg]:size-3',
+		defaultVariants: {
+			variant: 'default'
+		},
 		variants: {
 			variant: {
 				default: 'bg-primary text-primary-foreground [a&]:hover:bg-primary/90 border-transparent',
+				destructive:
+					'bg-destructive [a&]:hover:bg-destructive/90 focus-visible:ring-destructive/20 dark:focus-visible:ring-destructive/40 dark:bg-destructive/70 border-transparent text-white',
+				outline: 'text-foreground [a&]:hover:bg-accent [a&]:hover:text-accent-foreground',
 				secondary:
 					'bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90 border-transparent',
 				tertiary:
-					'bg-foreground/15 dark:bg-foreground/10 text-foreground [a&]:hover:bg-foreground/25 border-transparent',
-				destructive:
-					'bg-destructive [a&]:hover:bg-destructive/90 focus-visible:ring-destructive/20 dark:focus-visible:ring-destructive/40 dark:bg-destructive/70 border-transparent text-white',
-				outline: 'text-foreground [a&]:hover:bg-accent [a&]:hover:text-accent-foreground'
+					'bg-foreground/15 dark:bg-foreground/10 text-foreground [a&]:hover:bg-foreground/25 border-transparent'
 			}
-		},
-		defaultVariants: {
-			variant: 'default'
 		}
 	});
 
@@ -24,15 +24,15 @@
 </script>
 
 <script lang="ts">
-	import type { HTMLAnchorAttributes } from 'svelte/elements';
 	import { cn, type WithElementRef } from '$lib/components/ui/utils';
+	import type { HTMLAnchorAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		href,
+		children,
 		class: className,
+		href,
+		ref = $bindable(null),
 		variant = 'default',
-		children,
 		...restProps
 	}: WithElementRef<HTMLAnchorAttributes> & {
 		variant?: BadgeVariant;
diff --git a/tools/ui/src/lib/components/ui/button-group/button-group-root.svelte b/tools/ui/src/lib/components/ui/button-group/button-group-root.svelte
index 4587ec38e..89afc3a8e 100644
--- a/tools/ui/src/lib/components/ui/button-group/button-group-root.svelte
+++ b/tools/ui/src/lib/components/ui/button-group/button-group-root.svelte
@@ -7,7 +7,7 @@
 		children: Snippet;
 	}
 
-	let { class: className, children, ...restProps }: Props = $props();
+	let { children, class: className, ...restProps }: Props = $props();
 </script>
 
 <div
diff --git a/tools/ui/src/lib/components/ui/button/button.svelte b/tools/ui/src/lib/components/ui/button/button.svelte
index 165b9fd68..3f39b651e 100644
--- a/tools/ui/src/lib/components/ui/button/button.svelte
+++ b/tools/ui/src/lib/components/ui/button/button.svelte
@@ -1,34 +1,34 @@
 <script lang="ts" module>
 	import { cn, type WithElementRef } from '$lib/components/ui/utils';
 	import type { HTMLAnchorAttributes, HTMLButtonAttributes } from 'svelte/elements';
-	import { type VariantProps, tv } from 'tailwind-variants';
+	import { tv, type VariantProps } from 'tailwind-variants';
 
 	export const buttonVariants = tv({
 		base: "focus-visible:border-ring focus-visible:ring-ring/50 aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive inline-flex shrink-0 items-center justify-center gap-2 whitespace-nowrap rounded-md text-sm font-medium outline-none transition-all focus-visible:ring-[3px] disabled:pointer-events-none disabled:opacity-50 aria-disabled:pointer-events-none aria-disabled:opacity-50 [&_svg:not([class*='size-'])]:size-4 [&_svg]:pointer-events-none [&_svg]:shrink-0",
+		defaultVariants: {
+			size: 'default',
+			variant: 'default'
+		},
 		variants: {
+			size: {
+				default: 'h-9 px-4 py-2 has-[>svg]:px-3',
+				icon: 'size-9',
+				'icon-lg': 'size-10',
+				'icon-sm': 'size-5 rounded-sm',
+				lg: 'h-10 rounded-lg px-6 has-[>svg]:px-4',
+				sm: 'h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5'
+			},
 			variant: {
 				default: 'bg-primary text-primary-foreground shadow-sm hover:bg-primary/90',
 				destructive:
 					'bg-destructive shadow-sm hover:bg-destructive/90 focus-visible:ring-destructive/20 dark:focus-visible:ring-destructive/40 dark:bg-destructive/60 text-white!',
+				ghost: 'hover:text-accent-foreground hover:bg-muted-foreground/10 backdrop-blur-sm',
+				link: 'text-primary underline-offset-4 hover:underline',
 				outline:
 					'shadow-sm hover:text-accent-foreground hover:bg-muted-foreground/10 backdrop-blur-sm dark:border-input border',
 				secondary:
-					'bg-background dark:bg-muted-foreground/15 dark:text-secondary-foreground shadow-sm text-foreground hover:bg-muted-foreground/20 dark:hover:bg-muted-foreground/25',
-				ghost: 'hover:text-accent-foreground hover:bg-muted-foreground/10 backdrop-blur-sm',
-				link: 'text-primary underline-offset-4 hover:underline'
-			},
-			size: {
-				default: 'h-9 px-4 py-2 has-[>svg]:px-3',
-				sm: 'h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5',
-				lg: 'h-10 rounded-lg px-6 has-[>svg]:px-4',
-				'icon-lg': 'size-10',
-				icon: 'size-9',
-				'icon-sm': 'size-5 rounded-sm'
+					'bg-background dark:bg-muted-foreground/15 dark:text-secondary-foreground shadow-sm text-foreground hover:bg-muted-foreground/20 dark:hover:bg-muted-foreground/25'
 			}
-		},
-		defaultVariants: {
-			variant: 'default',
-			size: 'default'
 		}
 	});
 
@@ -44,14 +44,14 @@
 
 <script lang="ts">
 	let {
+		children,
 		class: className,
-		variant = 'default',
-		size = 'default',
-		ref = $bindable(null),
+		disabled,
 		href = undefined,
+		ref = $bindable(null),
+		size = 'default',
 		type = 'button',
-		disabled,
-		children,
+		variant = 'default',
 		...restProps
 	}: ButtonProps = $props();
 </script>
@@ -60,7 +60,7 @@
 	<a
 		bind:this={ref}
 		data-slot="button"
-		class={cn(buttonVariants({ variant, size }), className)}
+		class={cn(buttonVariants({ size, variant }), className)}
 		href={disabled ? undefined : href}
 		aria-disabled={disabled}
 		role={disabled ? 'link' : undefined}
@@ -73,7 +73,7 @@
 	<button
 		bind:this={ref}
 		data-slot="button"
-		class={cn(buttonVariants({ variant, size }), className)}
+		class={cn(buttonVariants({ size, variant }), className)}
 		{type}
 		{disabled}
 		{...restProps}
diff --git a/tools/ui/src/lib/components/ui/card/card-action.svelte b/tools/ui/src/lib/components/ui/card/card-action.svelte
index 0d4e965a6..19baee33d 100644
--- a/tools/ui/src/lib/components/ui/card/card-action.svelte
+++ b/tools/ui/src/lib/components/ui/card/card-action.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/card/card-content.svelte b/tools/ui/src/lib/components/ui/card/card-content.svelte
index c68f61360..230d6decd 100644
--- a/tools/ui/src/lib/components/ui/card/card-content.svelte
+++ b/tools/ui/src/lib/components/ui/card/card-content.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import type { HTMLAttributes } from 'svelte/elements';
 	import { cn, type WithElementRef } from '$lib/components/ui/utils';
+	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/card/card-description.svelte b/tools/ui/src/lib/components/ui/card/card-description.svelte
index 81578dfdf..d4c588875 100644
--- a/tools/ui/src/lib/components/ui/card/card-description.svelte
+++ b/tools/ui/src/lib/components/ui/card/card-description.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import type { HTMLAttributes } from 'svelte/elements';
 	import { cn, type WithElementRef } from '$lib/components/ui/utils';
+	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLParagraphElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/card/card-footer.svelte b/tools/ui/src/lib/components/ui/card/card-footer.svelte
index 0366459f8..53151b384 100644
--- a/tools/ui/src/lib/components/ui/card/card-footer.svelte
+++ b/tools/ui/src/lib/components/ui/card/card-footer.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/card/card-header.svelte b/tools/ui/src/lib/components/ui/card/card-header.svelte
index 74ab1639b..0c9db040d 100644
--- a/tools/ui/src/lib/components/ui/card/card-header.svelte
+++ b/tools/ui/src/lib/components/ui/card/card-header.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/card/card-title.svelte b/tools/ui/src/lib/components/ui/card/card-title.svelte
index 8dfc062dc..a60b4f936 100644
--- a/tools/ui/src/lib/components/ui/card/card-title.svelte
+++ b/tools/ui/src/lib/components/ui/card/card-title.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import type { HTMLAttributes } from 'svelte/elements';
 	import { cn, type WithElementRef } from '$lib/components/ui/utils';
+	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/card/card.svelte b/tools/ui/src/lib/components/ui/card/card.svelte
index d0a57d0c9..1df9f113b 100644
--- a/tools/ui/src/lib/components/ui/card/card.svelte
+++ b/tools/ui/src/lib/components/ui/card/card.svelte
@@ -1,12 +1,12 @@
 <script lang="ts">
-	import type { HTMLAttributes } from 'svelte/elements';
 	import { cn, type WithElementRef } from '$lib/components/ui/utils';
 	import { BOX_BORDER } from '$lib/constants';
+	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/card/index.ts b/tools/ui/src/lib/components/ui/card/index.ts
index 77d367477..87d089b32 100644
--- a/tools/ui/src/lib/components/ui/card/index.ts
+++ b/tools/ui/src/lib/components/ui/card/index.ts
@@ -1,10 +1,10 @@
 import Root from './card.svelte';
+import Action from './card-action.svelte';
 import Content from './card-content.svelte';
 import Description from './card-description.svelte';
 import Footer from './card-footer.svelte';
 import Header from './card-header.svelte';
 import Title from './card-title.svelte';
-import Action from './card-action.svelte';
 
 export {
 	Root,
diff --git a/tools/ui/src/lib/components/ui/checkbox/checkbox.svelte b/tools/ui/src/lib/components/ui/checkbox/checkbox.svelte
index 0eded6810..8e2a4b5e7 100644
--- a/tools/ui/src/lib/components/ui/checkbox/checkbox.svelte
+++ b/tools/ui/src/lib/components/ui/checkbox/checkbox.svelte
@@ -1,14 +1,14 @@
 <script lang="ts">
-	import { Checkbox as CheckboxPrimitive } from 'bits-ui';
 	import CheckIcon from '@lucide/svelte/icons/check';
 	import MinusIcon from '@lucide/svelte/icons/minus';
 	import { cn, type WithoutChildrenOrChild } from '$lib/components/ui/utils.js';
+	import { Checkbox as CheckboxPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		checked = $bindable(false),
-		indeterminate = $bindable(false),
 		class: className,
+		indeterminate = $bindable(false),
+		ref = $bindable(null),
 		...restProps
 	}: WithoutChildrenOrChild<CheckboxPrimitive.RootProps> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/collapsible/collapsible.svelte b/tools/ui/src/lib/components/ui/collapsible/collapsible.svelte
index 7a8c5da46..68f56dfc5 100644
--- a/tools/ui/src/lib/components/ui/collapsible/collapsible.svelte
+++ b/tools/ui/src/lib/components/ui/collapsible/collapsible.svelte
@@ -2,8 +2,8 @@
 	import { Collapsible as CollapsiblePrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		open = $bindable(false),
+		ref = $bindable(null),
 		...restProps
 	}: CollapsiblePrimitive.RootProps = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/collapsible/index.ts b/tools/ui/src/lib/components/ui/collapsible/index.ts
index 8181f6448..35d83fb08 100644
--- a/tools/ui/src/lib/components/ui/collapsible/index.ts
+++ b/tools/ui/src/lib/components/ui/collapsible/index.ts
@@ -1,6 +1,6 @@
 import Root from './collapsible.svelte';
-import Trigger from './collapsible-trigger.svelte';
 import Content from './collapsible-content.svelte';
+import Trigger from './collapsible-trigger.svelte';
 
 export {
 	Root,
diff --git a/tools/ui/src/lib/components/ui/dialog/dialog-content.svelte b/tools/ui/src/lib/components/ui/dialog/dialog-content.svelte
index 0e1b07c40..3063795ce 100644
--- a/tools/ui/src/lib/components/ui/dialog/dialog-content.svelte
+++ b/tools/ui/src/lib/components/ui/dialog/dialog-content.svelte
@@ -1,15 +1,15 @@
 <script lang="ts">
-	import { Dialog as DialogPrimitive } from 'bits-ui';
-	import XIcon from '@lucide/svelte/icons/x';
-	import type { Snippet } from 'svelte';
 	import * as Dialog from './index.js';
+	import XIcon from '@lucide/svelte/icons/x';
 	import { cn, type WithoutChildrenOrChild } from '$lib/components/ui/utils';
+	import { Dialog as DialogPrimitive } from 'bits-ui';
+	import type { Snippet } from 'svelte';
 
 	let {
-		ref = $bindable(null),
+		children,
 		class: className,
 		portalProps,
-		children,
+		ref = $bindable(null),
 		showCloseButton = true,
 		...restProps
 	}: WithoutChildrenOrChild<DialogPrimitive.ContentProps> & {
diff --git a/tools/ui/src/lib/components/ui/dialog/dialog-description.svelte b/tools/ui/src/lib/components/ui/dialog/dialog-description.svelte
index 6c0c19231..97873cfee 100644
--- a/tools/ui/src/lib/components/ui/dialog/dialog-description.svelte
+++ b/tools/ui/src/lib/components/ui/dialog/dialog-description.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
-	import { Dialog as DialogPrimitive } from 'bits-ui';
 	import { cn } from '$lib/components/ui/utils';
+	import { Dialog as DialogPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: DialogPrimitive.DescriptionProps = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/dialog/dialog-footer.svelte b/tools/ui/src/lib/components/ui/dialog/dialog-footer.svelte
index abf948fc8..6e1926b93 100644
--- a/tools/ui/src/lib/components/ui/dialog/dialog-footer.svelte
+++ b/tools/ui/src/lib/components/ui/dialog/dialog-footer.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/dialog/dialog-header.svelte b/tools/ui/src/lib/components/ui/dialog/dialog-header.svelte
index 7ba9ba17b..5c6a1aee7 100644
--- a/tools/ui/src/lib/components/ui/dialog/dialog-header.svelte
+++ b/tools/ui/src/lib/components/ui/dialog/dialog-header.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import type { HTMLAttributes } from 'svelte/elements';
 	import { cn, type WithElementRef } from '$lib/components/ui/utils';
+	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/dialog/dialog-overlay.svelte b/tools/ui/src/lib/components/ui/dialog/dialog-overlay.svelte
index a7803f903..bd6fb3fc2 100644
--- a/tools/ui/src/lib/components/ui/dialog/dialog-overlay.svelte
+++ b/tools/ui/src/lib/components/ui/dialog/dialog-overlay.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
-	import { Dialog as DialogPrimitive } from 'bits-ui';
 	import { cn } from '$lib/components/ui/utils';
+	import { Dialog as DialogPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: DialogPrimitive.OverlayProps = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/dialog/dialog-title.svelte b/tools/ui/src/lib/components/ui/dialog/dialog-title.svelte
index e8c99c5d9..68d6522e4 100644
--- a/tools/ui/src/lib/components/ui/dialog/dialog-title.svelte
+++ b/tools/ui/src/lib/components/ui/dialog/dialog-title.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
-	import { Dialog as DialogPrimitive } from 'bits-ui';
 	import { cn } from '$lib/components/ui/utils';
+	import { Dialog as DialogPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: DialogPrimitive.TitleProps = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/dialog/index.ts b/tools/ui/src/lib/components/ui/dialog/index.ts
index d9e5fb86e..b9e86c320 100644
--- a/tools/ui/src/lib/components/ui/dialog/index.ts
+++ b/tools/ui/src/lib/components/ui/dialog/index.ts
@@ -1,13 +1,12 @@
-import { Dialog as DialogPrimitive } from 'bits-ui';
-
-import Title from './dialog-title.svelte';
+import Close from './dialog-close.svelte';
+import Content from './dialog-content.svelte';
+import Description from './dialog-description.svelte';
 import Footer from './dialog-footer.svelte';
 import Header from './dialog-header.svelte';
 import Overlay from './dialog-overlay.svelte';
-import Content from './dialog-content.svelte';
-import Description from './dialog-description.svelte';
+import Title from './dialog-title.svelte';
 import Trigger from './dialog-trigger.svelte';
-import Close from './dialog-close.svelte';
+import { Dialog as DialogPrimitive } from 'bits-ui';
 
 const Root = DialogPrimitive.Root;
 const Portal = DialogPrimitive.Portal;
diff --git a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-checkbox-item.svelte b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-checkbox-item.svelte
index e71acefab..142a5e1a6 100644
--- a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-checkbox-item.svelte
+++ b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-checkbox-item.svelte
@@ -1,16 +1,16 @@
 <script lang="ts">
-	import { DropdownMenu as DropdownMenuPrimitive } from 'bits-ui';
 	import CheckIcon from '@lucide/svelte/icons/check';
 	import MinusIcon from '@lucide/svelte/icons/minus';
 	import { cn, type WithoutChildrenOrChild } from '$lib/components/ui/utils.js';
+	import { DropdownMenu as DropdownMenuPrimitive } from 'bits-ui';
 	import type { Snippet } from 'svelte';
 
 	let {
-		ref = $bindable(null),
 		checked = $bindable(false),
-		indeterminate = $bindable(false),
-		class: className,
 		children: childrenProp,
+		class: className,
+		indeterminate = $bindable(false),
+		ref = $bindable(null),
 		...restProps
 	}: WithoutChildrenOrChild<DropdownMenuPrimitive.CheckboxItemProps> & {
 		children?: Snippet;
diff --git a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-content.svelte b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-content.svelte
index 0ca0d3964..af34ad6aa 100644
--- a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-content.svelte
+++ b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-content.svelte
@@ -3,10 +3,10 @@
 	import { DropdownMenu as DropdownMenuPrimitive } from 'bits-ui';
 
 	let {
+		class: className,
+		portalProps,
 		ref = $bindable(null),
 		sideOffset = 4,
-		portalProps,
-		class: className,
 		...restProps
 	}: DropdownMenuPrimitive.ContentProps & {
 		portalProps?: DropdownMenuPrimitive.PortalProps;
diff --git a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-group-heading.svelte b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-group-heading.svelte
index f2179668b..3b98c11fe 100644
--- a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-group-heading.svelte
+++ b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-group-heading.svelte
@@ -1,12 +1,12 @@
 <script lang="ts">
-	import { DropdownMenu as DropdownMenuPrimitive } from 'bits-ui';
 	import { cn } from '$lib/components/ui/utils.js';
+	import { DropdownMenu as DropdownMenuPrimitive } from 'bits-ui';
 	import type { ComponentProps } from 'svelte';
 
 	let {
-		ref = $bindable(null),
 		class: className,
 		inset,
+		ref = $bindable(null),
 		...restProps
 	}: ComponentProps<typeof DropdownMenuPrimitive.GroupHeading> & {
 		inset?: boolean;
diff --git a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-item.svelte b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-item.svelte
index 1ac561595..82e19def5 100644
--- a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-item.svelte
+++ b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-item.svelte
@@ -3,9 +3,9 @@
 	import { DropdownMenu as DropdownMenuPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
 		inset,
+		ref = $bindable(null),
 		variant = 'default',
 		...restProps
 	}: DropdownMenuPrimitive.ItemProps & {
diff --git a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-label.svelte b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-label.svelte
index 15b546ea5..36166cd79 100644
--- a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-label.svelte
+++ b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-label.svelte
@@ -3,10 +3,10 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
+		children,
 		class: className,
 		inset,
-		children,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> & {
 		inset?: boolean;
diff --git a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-radio-item.svelte b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-radio-item.svelte
index 97ba77283..077bd0941 100644
--- a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-radio-item.svelte
+++ b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-radio-item.svelte
@@ -1,12 +1,12 @@
 <script lang="ts">
-	import { DropdownMenu as DropdownMenuPrimitive } from 'bits-ui';
 	import CircleIcon from '@lucide/svelte/icons/circle';
 	import { cn, type WithoutChild } from '$lib/components/ui/utils.js';
+	import { DropdownMenu as DropdownMenuPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children: childrenProp,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithoutChild<DropdownMenuPrimitive.RadioItemProps> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-separator.svelte b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-separator.svelte
index 17b64ac9c..b2da42ae7 100644
--- a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-separator.svelte
+++ b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-separator.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
-	import { DropdownMenu as DropdownMenuPrimitive } from 'bits-ui';
 	import { cn } from '$lib/components/ui/utils.js';
+	import { DropdownMenu as DropdownMenuPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: DropdownMenuPrimitive.SeparatorProps = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-shortcut.svelte b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-shortcut.svelte
index c3ccc2192..72ff18fb3 100644
--- a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-shortcut.svelte
+++ b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-shortcut.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import type { HTMLAttributes } from 'svelte/elements';
 	import { cn, type WithElementRef } from '$lib/components/ui/utils.js';
+	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLSpanElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-sub-content.svelte b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-sub-content.svelte
index e26c51cdc..6760a8492 100644
--- a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-sub-content.svelte
+++ b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-sub-content.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
-	import { DropdownMenu as DropdownMenuPrimitive } from 'bits-ui';
 	import { cn } from '$lib/components/ui/utils.js';
+	import { DropdownMenu as DropdownMenuPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: DropdownMenuPrimitive.SubContentProps = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-sub-trigger.svelte b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-sub-trigger.svelte
index 550a789ce..8e07ce1fb 100644
--- a/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-sub-trigger.svelte
+++ b/tools/ui/src/lib/components/ui/dropdown-menu/dropdown-menu-sub-trigger.svelte
@@ -1,13 +1,13 @@
 <script lang="ts">
-	import { DropdownMenu as DropdownMenuPrimitive } from 'bits-ui';
 	import ChevronRightIcon from '@lucide/svelte/icons/chevron-right';
 	import { cn } from '$lib/components/ui/utils.js';
+	import { DropdownMenu as DropdownMenuPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
+		children,
 		class: className,
 		inset,
-		children,
+		ref = $bindable(null),
 		...restProps
 	}: DropdownMenuPrimitive.SubTriggerProps & {
 		inset?: boolean;
diff --git a/tools/ui/src/lib/components/ui/dropdown-menu/index.ts b/tools/ui/src/lib/components/ui/dropdown-menu/index.ts
index aeb398e06..cf03db7f1 100644
--- a/tools/ui/src/lib/components/ui/dropdown-menu/index.ts
+++ b/tools/ui/src/lib/components/ui/dropdown-menu/index.ts
@@ -1,17 +1,17 @@
-import { DropdownMenu as DropdownMenuPrimitive } from 'bits-ui';
 import CheckboxItem from './dropdown-menu-checkbox-item.svelte';
 import Content from './dropdown-menu-content.svelte';
 import Group from './dropdown-menu-group.svelte';
+import GroupHeading from './dropdown-menu-group-heading.svelte';
 import Item from './dropdown-menu-item.svelte';
 import Label from './dropdown-menu-label.svelte';
 import RadioGroup from './dropdown-menu-radio-group.svelte';
 import RadioItem from './dropdown-menu-radio-item.svelte';
 import Separator from './dropdown-menu-separator.svelte';
 import Shortcut from './dropdown-menu-shortcut.svelte';
-import Trigger from './dropdown-menu-trigger.svelte';
 import SubContent from './dropdown-menu-sub-content.svelte';
 import SubTrigger from './dropdown-menu-sub-trigger.svelte';
-import GroupHeading from './dropdown-menu-group-heading.svelte';
+import Trigger from './dropdown-menu-trigger.svelte';
+import { DropdownMenu as DropdownMenuPrimitive } from 'bits-ui';
 const Sub = DropdownMenuPrimitive.Sub;
 const Root = DropdownMenuPrimitive.Root;
 
diff --git a/tools/ui/src/lib/components/ui/empty/empty-content.svelte b/tools/ui/src/lib/components/ui/empty/empty-content.svelte
index cbae3ab04..d763e85db 100644
--- a/tools/ui/src/lib/components/ui/empty/empty-content.svelte
+++ b/tools/ui/src/lib/components/ui/empty/empty-content.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/empty/empty-description.svelte b/tools/ui/src/lib/components/ui/empty/empty-description.svelte
index 4d0fd7d53..42c0cdf3d 100644
--- a/tools/ui/src/lib/components/ui/empty/empty-description.svelte
+++ b/tools/ui/src/lib/components/ui/empty/empty-description.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/empty/empty-header.svelte b/tools/ui/src/lib/components/ui/empty/empty-header.svelte
index 87014feaf..1636467f0 100644
--- a/tools/ui/src/lib/components/ui/empty/empty-header.svelte
+++ b/tools/ui/src/lib/components/ui/empty/empty-header.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/empty/empty-media.svelte b/tools/ui/src/lib/components/ui/empty/empty-media.svelte
index 13e15918c..8ca69f060 100644
--- a/tools/ui/src/lib/components/ui/empty/empty-media.svelte
+++ b/tools/ui/src/lib/components/ui/empty/empty-media.svelte
@@ -3,14 +3,14 @@
 
 	export const emptyMediaVariants = tv({
 		base: 'mb-2 flex shrink-0 items-center justify-center [&_svg]:pointer-events-none [&_svg]:shrink-0',
+		defaultVariants: {
+			variant: 'default'
+		},
 		variants: {
 			variant: {
 				default: 'bg-transparent',
 				icon: "bg-muted text-foreground flex size-8 shrink-0 items-center justify-center rounded-lg [&_svg:not([class*='size-'])]:size-4"
 			}
-		},
-		defaultVariants: {
-			variant: 'default'
 		}
 	});
 
@@ -22,9 +22,9 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		variant = 'default',
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> & { variant?: EmptyMediaVariant } = $props();
diff --git a/tools/ui/src/lib/components/ui/empty/empty-title.svelte b/tools/ui/src/lib/components/ui/empty/empty-title.svelte
index 83c9810eb..37d2701b1 100644
--- a/tools/ui/src/lib/components/ui/empty/empty-title.svelte
+++ b/tools/ui/src/lib/components/ui/empty/empty-title.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/empty/empty.svelte b/tools/ui/src/lib/components/ui/empty/empty.svelte
index 6c38c10a9..358558850 100644
--- a/tools/ui/src/lib/components/ui/empty/empty.svelte
+++ b/tools/ui/src/lib/components/ui/empty/empty.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/empty/index.ts b/tools/ui/src/lib/components/ui/empty/index.ts
index cae5ff914..42cb71e1d 100644
--- a/tools/ui/src/lib/components/ui/empty/index.ts
+++ b/tools/ui/src/lib/components/ui/empty/index.ts
@@ -1,9 +1,9 @@
 import Root from './empty.svelte';
+import Content from './empty-content.svelte';
+import Description from './empty-description.svelte';
 import Header from './empty-header.svelte';
 import Media from './empty-media.svelte';
 import Title from './empty-title.svelte';
-import Description from './empty-description.svelte';
-import Content from './empty-content.svelte';
 
 export {
 	Root,
diff --git a/tools/ui/src/lib/components/ui/hover-card/hover-card-content.svelte b/tools/ui/src/lib/components/ui/hover-card/hover-card-content.svelte
index db1406a7b..1355ae401 100644
--- a/tools/ui/src/lib/components/ui/hover-card/hover-card-content.svelte
+++ b/tools/ui/src/lib/components/ui/hover-card/hover-card-content.svelte
@@ -1,15 +1,15 @@
 <script lang="ts">
-	import { LinkPreview as HoverCardPrimitive } from 'bits-ui';
-	import { cn, type WithoutChildrenOrChild } from '$lib/components/ui/utils.js';
 	import HoverCardPortal from './hover-card-portal.svelte';
+	import { cn, type WithoutChildrenOrChild } from '$lib/components/ui/utils.js';
+	import { LinkPreview as HoverCardPrimitive } from 'bits-ui';
 	import type { ComponentProps } from 'svelte';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		align = 'center',
-		sideOffset = 4,
+		class: className,
 		portalProps,
+		ref = $bindable(null),
+		sideOffset = 4,
 		...restProps
 	}: HoverCardPrimitive.ContentProps & {
 		portalProps?: WithoutChildrenOrChild<ComponentProps<typeof HoverCardPortal>>;
diff --git a/tools/ui/src/lib/components/ui/hover-card/index.ts b/tools/ui/src/lib/components/ui/hover-card/index.ts
index 098f69176..5490fcda4 100644
--- a/tools/ui/src/lib/components/ui/hover-card/index.ts
+++ b/tools/ui/src/lib/components/ui/hover-card/index.ts
@@ -1,7 +1,7 @@
 import Root from './hover-card.svelte';
 import Content from './hover-card-content.svelte';
-import Trigger from './hover-card-trigger.svelte';
 import Portal from './hover-card-portal.svelte';
+import Trigger from './hover-card-trigger.svelte';
 
 export {
 	Root,
diff --git a/tools/ui/src/lib/components/ui/input/input.svelte b/tools/ui/src/lib/components/ui/input/input.svelte
index 2b6279b64..87e71b196 100644
--- a/tools/ui/src/lib/components/ui/input/input.svelte
+++ b/tools/ui/src/lib/components/ui/input/input.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
-	import type { HTMLInputAttributes, HTMLInputTypeAttribute } from 'svelte/elements';
 	import { cn, type WithElementRef } from '$lib/components/ui/utils';
+	import type { HTMLInputAttributes, HTMLInputTypeAttribute } from 'svelte/elements';
 
 	type InputType = Exclude<HTMLInputTypeAttribute, 'file'>;
 
@@ -10,11 +10,11 @@
 	>;
 
 	let {
+		class: className,
+		files = $bindable(),
 		ref = $bindable(null),
-		value = $bindable(),
 		type,
-		files = $bindable(),
-		class: className,
+		value = $bindable(),
 		...restProps
 	}: Props = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/label/label.svelte b/tools/ui/src/lib/components/ui/label/label.svelte
index 9da4ae369..aab94043e 100644
--- a/tools/ui/src/lib/components/ui/label/label.svelte
+++ b/tools/ui/src/lib/components/ui/label/label.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
-	import { Label as LabelPrimitive } from 'bits-ui';
 	import { cn } from '$lib/components/ui/utils.js';
+	import { Label as LabelPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: LabelPrimitive.RootProps = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/popover/index.ts b/tools/ui/src/lib/components/ui/popover/index.ts
index c5937fb3a..cff469d5b 100644
--- a/tools/ui/src/lib/components/ui/popover/index.ts
+++ b/tools/ui/src/lib/components/ui/popover/index.ts
@@ -1,8 +1,8 @@
 import Root from './popover.svelte';
 import Close from './popover-close.svelte';
 import Content from './popover-content.svelte';
-import Trigger from './popover-trigger.svelte';
 import Portal from './popover-portal.svelte';
+import Trigger from './popover-trigger.svelte';
 
 export {
 	Root,
diff --git a/tools/ui/src/lib/components/ui/popover/popover-content.svelte b/tools/ui/src/lib/components/ui/popover/popover-content.svelte
index b46e928b1..6ee27dde2 100644
--- a/tools/ui/src/lib/components/ui/popover/popover-content.svelte
+++ b/tools/ui/src/lib/components/ui/popover/popover-content.svelte
@@ -1,18 +1,18 @@
 <script lang="ts">
-	import { Popover as PopoverPrimitive } from 'bits-ui';
 	import PopoverPortal from './popover-portal.svelte';
 	import { cn, type WithoutChildrenOrChild } from '$lib/components/ui/utils.js';
+	import { Popover as PopoverPrimitive } from 'bits-ui';
 	import type { ComponentProps } from 'svelte';
 
 	let {
-		ref = $bindable(null),
-		class: className,
-		sideOffset = 4,
-		side,
 		align = 'center',
-		collisionPadding = 8,
 		avoidCollisions = true,
+		class: className,
+		collisionPadding = 8,
 		portalProps,
+		ref = $bindable(null),
+		side,
+		sideOffset = 4,
 		...restProps
 	}: PopoverPrimitive.ContentProps & {
 		portalProps?: WithoutChildrenOrChild<ComponentProps<typeof PopoverPortal>>;
diff --git a/tools/ui/src/lib/components/ui/popover/popover-trigger.svelte b/tools/ui/src/lib/components/ui/popover/popover-trigger.svelte
index 5ef3d0e93..13624b56c 100644
--- a/tools/ui/src/lib/components/ui/popover/popover-trigger.svelte
+++ b/tools/ui/src/lib/components/ui/popover/popover-trigger.svelte
@@ -3,8 +3,8 @@
 	import { Popover as PopoverPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: PopoverPrimitive.TriggerProps = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/radio-group/radio-group-item.svelte b/tools/ui/src/lib/components/ui/radio-group/radio-group-item.svelte
index af3ab6152..a3d9ebdf0 100644
--- a/tools/ui/src/lib/components/ui/radio-group/radio-group-item.svelte
+++ b/tools/ui/src/lib/components/ui/radio-group/radio-group-item.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import { RadioGroup as RadioGroupPrimitive } from 'bits-ui';
 	import CircleIcon from '@lucide/svelte/icons/circle';
 	import { cn, type WithoutChildrenOrChild } from '$lib/components/ui/utils.js';
+	import { RadioGroup as RadioGroupPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithoutChildrenOrChild<RadioGroupPrimitive.ItemProps> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/radio-group/radio-group.svelte b/tools/ui/src/lib/components/ui/radio-group/radio-group.svelte
index 083a0d495..77504486c 100644
--- a/tools/ui/src/lib/components/ui/radio-group/radio-group.svelte
+++ b/tools/ui/src/lib/components/ui/radio-group/radio-group.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
-	import { RadioGroup as RadioGroupPrimitive } from 'bits-ui';
 	import { cn } from '$lib/components/ui/utils.js';
+	import { RadioGroup as RadioGroupPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		value = $bindable(''),
 		...restProps
 	}: RadioGroupPrimitive.RootProps = $props();
diff --git a/tools/ui/src/lib/components/ui/scroll-area/index.ts b/tools/ui/src/lib/components/ui/scroll-area/index.ts
index d5468067d..c2ba9a915 100644
--- a/tools/ui/src/lib/components/ui/scroll-area/index.ts
+++ b/tools/ui/src/lib/components/ui/scroll-area/index.ts
@@ -1,5 +1,5 @@
-import Scrollbar from './scroll-area-scrollbar.svelte';
 import Root from './scroll-area.svelte';
+import Scrollbar from './scroll-area-scrollbar.svelte';
 
 export {
 	Root,
diff --git a/tools/ui/src/lib/components/ui/scroll-area/scroll-area-scrollbar.svelte b/tools/ui/src/lib/components/ui/scroll-area/scroll-area-scrollbar.svelte
index 3f0d00d5e..f0085804f 100644
--- a/tools/ui/src/lib/components/ui/scroll-area/scroll-area-scrollbar.svelte
+++ b/tools/ui/src/lib/components/ui/scroll-area/scroll-area-scrollbar.svelte
@@ -1,12 +1,12 @@
 <script lang="ts">
-	import { ScrollArea as ScrollAreaPrimitive } from 'bits-ui';
 	import { cn, type WithoutChild } from '$lib/components/ui/utils';
+	import { ScrollArea as ScrollAreaPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
+		children,
 		class: className,
 		orientation = 'vertical',
-		children,
+		ref = $bindable(null),
 		...restProps
 	}: WithoutChild<ScrollAreaPrimitive.ScrollbarProps> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/scroll-area/scroll-area.svelte b/tools/ui/src/lib/components/ui/scroll-area/scroll-area.svelte
index ba6f8382e..d881913c2 100644
--- a/tools/ui/src/lib/components/ui/scroll-area/scroll-area.svelte
+++ b/tools/ui/src/lib/components/ui/scroll-area/scroll-area.svelte
@@ -1,15 +1,15 @@
 <script lang="ts">
-	import { ScrollArea as ScrollAreaPrimitive } from 'bits-ui';
 	import { Scrollbar } from './index.js';
 	import { cn, type WithoutChild } from '$lib/components/ui/utils';
+	import { ScrollArea as ScrollAreaPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
+		children,
 		class: className,
 		orientation = 'vertical',
+		ref = $bindable(null),
 		scrollbarXClasses = '',
 		scrollbarYClasses = '',
-		children,
 		...restProps
 	}: WithoutChild<ScrollAreaPrimitive.RootProps> & {
 		orientation?: 'vertical' | 'horizontal' | 'both' | undefined;
diff --git a/tools/ui/src/lib/components/ui/select/index.ts b/tools/ui/src/lib/components/ui/select/index.ts
index bfa73d90e..35e552cfb 100644
--- a/tools/ui/src/lib/components/ui/select/index.ts
+++ b/tools/ui/src/lib/components/ui/select/index.ts
@@ -1,14 +1,13 @@
-import { Select as SelectPrimitive } from 'bits-ui';
-
+import Content from './select-content.svelte';
 import Group from './select-group.svelte';
-import Label from './select-label.svelte';
+import GroupHeading from './select-group-heading.svelte';
 import Item from './select-item.svelte';
-import Content from './select-content.svelte';
-import Trigger from './select-trigger.svelte';
-import Separator from './select-separator.svelte';
+import Label from './select-label.svelte';
 import ScrollDownButton from './select-scroll-down-button.svelte';
 import ScrollUpButton from './select-scroll-up-button.svelte';
-import GroupHeading from './select-group-heading.svelte';
+import Separator from './select-separator.svelte';
+import Trigger from './select-trigger.svelte';
+import { Select as SelectPrimitive } from 'bits-ui';
 
 const Root = SelectPrimitive.Root;
 
diff --git a/tools/ui/src/lib/components/ui/select/select-content.svelte b/tools/ui/src/lib/components/ui/select/select-content.svelte
index b54bc60c2..cd6467597 100644
--- a/tools/ui/src/lib/components/ui/select/select-content.svelte
+++ b/tools/ui/src/lib/components/ui/select/select-content.svelte
@@ -1,16 +1,16 @@
 <script lang="ts">
-	import { onDestroy, onMount } from 'svelte';
-	import { Select as SelectPrimitive } from 'bits-ui';
-	import SelectScrollUpButton from './select-scroll-up-button.svelte';
 	import SelectScrollDownButton from './select-scroll-down-button.svelte';
+	import SelectScrollUpButton from './select-scroll-up-button.svelte';
 	import { cn, type WithoutChild } from '$lib/components/ui/utils.js';
+	import { Select as SelectPrimitive } from 'bits-ui';
+	import { onDestroy, onMount } from 'svelte';
 
 	let {
-		ref = $bindable(null),
+		children,
 		class: className,
-		sideOffset = 4,
 		portalProps,
-		children,
+		ref = $bindable(null),
+		sideOffset = 4,
 		...restProps
 	}: WithoutChild<SelectPrimitive.ContentProps> & {
 		portalProps?: SelectPrimitive.PortalProps;
@@ -20,7 +20,6 @@
 
 	onMount(() => {
 		const listenerOptions: AddEventListenerOptions = { passive: false };
-
 		const blockOutsideWheel = (event: WheelEvent) => {
 			if (!ref) {
 				return;
@@ -33,7 +32,6 @@
 				event.stopPropagation();
 			}
 		};
-
 		const blockOutsideTouchMove = (event: TouchEvent) => {
 			if (!ref) {
 				return;
@@ -68,7 +66,6 @@
 		const stopWheelPropagation = (event: WheelEvent) => {
 			event.stopPropagation();
 		};
-
 		const stopTouchPropagation = (event: TouchEvent) => {
 			event.stopPropagation();
 		};
diff --git a/tools/ui/src/lib/components/ui/select/select-group-heading.svelte b/tools/ui/src/lib/components/ui/select/select-group-heading.svelte
index 77c2042c8..fc7dcd6d6 100644
--- a/tools/ui/src/lib/components/ui/select/select-group-heading.svelte
+++ b/tools/ui/src/lib/components/ui/select/select-group-heading.svelte
@@ -1,12 +1,12 @@
 <script lang="ts">
-	import { Select as SelectPrimitive } from 'bits-ui';
 	import { cn } from '$lib/components/ui/utils.js';
+	import { Select as SelectPrimitive } from 'bits-ui';
 	import type { ComponentProps } from 'svelte';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: ComponentProps<typeof SelectPrimitive.GroupHeading> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/select/select-item.svelte b/tools/ui/src/lib/components/ui/select/select-item.svelte
index 02543c1fc..72e112d78 100644
--- a/tools/ui/src/lib/components/ui/select/select-item.svelte
+++ b/tools/ui/src/lib/components/ui/select/select-item.svelte
@@ -1,14 +1,14 @@
 <script lang="ts">
 	import CheckIcon from '@lucide/svelte/icons/check';
-	import { Select as SelectPrimitive } from 'bits-ui';
 	import { cn, type WithoutChild } from '$lib/components/ui/utils.js';
+	import { Select as SelectPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
+		children: childrenProp,
 		class: className,
-		value,
 		label,
-		children: childrenProp,
+		ref = $bindable(null),
+		value,
 		...restProps
 	}: WithoutChild<SelectPrimitive.ItemProps> = $props();
 </script>
@@ -23,14 +23,14 @@
 	)}
 	{...restProps}
 >
-	{#snippet children({ selected, highlighted })}
+	{#snippet children({ highlighted, selected })}
 		<span class="absolute right-2 flex size-3.5 items-center justify-center">
 			{#if selected}
 				<CheckIcon class="size-4" />
 			{/if}
 		</span>
 		{#if childrenProp}
-			{@render childrenProp({ selected, highlighted })}
+			{@render childrenProp({ highlighted, selected })}
 		{:else}
 			{label || value}
 		{/if}
diff --git a/tools/ui/src/lib/components/ui/select/select-label.svelte b/tools/ui/src/lib/components/ui/select/select-label.svelte
index e2b830cf1..2eebf4136 100644
--- a/tools/ui/src/lib/components/ui/select/select-label.svelte
+++ b/tools/ui/src/lib/components/ui/select/select-label.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> & {} = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/select/select-scroll-down-button.svelte b/tools/ui/src/lib/components/ui/select/select-scroll-down-button.svelte
index 9256dd8b5..c4d629b0a 100644
--- a/tools/ui/src/lib/components/ui/select/select-scroll-down-button.svelte
+++ b/tools/ui/src/lib/components/ui/select/select-scroll-down-button.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
 	import ChevronDownIcon from '@lucide/svelte/icons/chevron-down';
-	import { Select as SelectPrimitive } from 'bits-ui';
 	import { cn, type WithoutChildrenOrChild } from '$lib/components/ui/utils.js';
+	import { Select as SelectPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithoutChildrenOrChild<SelectPrimitive.ScrollDownButtonProps> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/select/select-scroll-up-button.svelte b/tools/ui/src/lib/components/ui/select/select-scroll-up-button.svelte
index 552e52728..f267bf612 100644
--- a/tools/ui/src/lib/components/ui/select/select-scroll-up-button.svelte
+++ b/tools/ui/src/lib/components/ui/select/select-scroll-up-button.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
 	import ChevronUpIcon from '@lucide/svelte/icons/chevron-up';
-	import { Select as SelectPrimitive } from 'bits-ui';
 	import { cn, type WithoutChildrenOrChild } from '$lib/components/ui/utils.js';
+	import { Select as SelectPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithoutChildrenOrChild<SelectPrimitive.ScrollUpButtonProps> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/select/select-separator.svelte b/tools/ui/src/lib/components/ui/select/select-separator.svelte
index 7daaa8d09..d62707603 100644
--- a/tools/ui/src/lib/components/ui/select/select-separator.svelte
+++ b/tools/ui/src/lib/components/ui/select/select-separator.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import type { Separator as SeparatorPrimitive } from 'bits-ui';
 	import { Separator } from '$lib/components/ui/separator/index.js';
 	import { cn } from '$lib/components/ui/utils.js';
+	import type { Separator as SeparatorPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: SeparatorPrimitive.RootProps = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/select/select-trigger.svelte b/tools/ui/src/lib/components/ui/select/select-trigger.svelte
index 5bc28eeb4..6bd8e52d9 100644
--- a/tools/ui/src/lib/components/ui/select/select-trigger.svelte
+++ b/tools/ui/src/lib/components/ui/select/select-trigger.svelte
@@ -1,12 +1,12 @@
 <script lang="ts">
-	import { Select as SelectPrimitive } from 'bits-ui';
 	import ChevronDownIcon from '@lucide/svelte/icons/chevron-down';
 	import { cn, type WithoutChild } from '$lib/components/ui/utils.js';
+	import { Select as SelectPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		size = 'default',
 		variant = 'default',
 		...restProps
diff --git a/tools/ui/src/lib/components/ui/separator/separator.svelte b/tools/ui/src/lib/components/ui/separator/separator.svelte
index 00307fdca..343770f5b 100644
--- a/tools/ui/src/lib/components/ui/separator/separator.svelte
+++ b/tools/ui/src/lib/components/ui/separator/separator.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
-	import { Separator as SeparatorPrimitive } from 'bits-ui';
 	import { cn } from '$lib/components/ui/utils.js';
+	import { Separator as SeparatorPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: SeparatorPrimitive.RootProps = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/sheet/index.ts b/tools/ui/src/lib/components/ui/sheet/index.ts
index 139e2d253..cfb0178d9 100644
--- a/tools/ui/src/lib/components/ui/sheet/index.ts
+++ b/tools/ui/src/lib/components/ui/sheet/index.ts
@@ -1,12 +1,12 @@
-import { Dialog as SheetPrimitive } from 'bits-ui';
-import Trigger from './sheet-trigger.svelte';
 import Close from './sheet-close.svelte';
-import Overlay from './sheet-overlay.svelte';
 import Content from './sheet-content.svelte';
-import Header from './sheet-header.svelte';
+import Description from './sheet-description.svelte';
 import Footer from './sheet-footer.svelte';
+import Header from './sheet-header.svelte';
+import Overlay from './sheet-overlay.svelte';
 import Title from './sheet-title.svelte';
-import Description from './sheet-description.svelte';
+import Trigger from './sheet-trigger.svelte';
+import { Dialog as SheetPrimitive } from 'bits-ui';
 
 const Root = SheetPrimitive.Root;
 const Portal = SheetPrimitive.Portal;
diff --git a/tools/ui/src/lib/components/ui/sheet/sheet-content.svelte b/tools/ui/src/lib/components/ui/sheet/sheet-content.svelte
index b616c469a..292fe0e21 100644
--- a/tools/ui/src/lib/components/ui/sheet/sheet-content.svelte
+++ b/tools/ui/src/lib/components/ui/sheet/sheet-content.svelte
@@ -2,18 +2,18 @@
 	import { tv, type VariantProps } from 'tailwind-variants';
 	export const sheetVariants = tv({
 		base: `border-border/30 dark:border-border/20 data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fill-mode-forwards fixed z-50 flex flex-col gap-4 shadow-sm transition ease-in-out data-[state=closed]:duration-300 data-[state=open]:duration-500 ${PANEL_CLASSES}`,
+		defaultVariants: {
+			side: 'right'
+		},
 		variants: {
 			side: {
-				top: 'data-[state=closed]:slide-out-to-top data-[state=open]:slide-in-from-top inset-x-0 top-0 h-auto border-b',
 				bottom:
 					'data-[state=closed]:slide-out-to-bottom data-[state=open]:slide-in-from-bottom inset-x-0 bottom-0 h-auto border-t',
 				left: 'data-[state=closed]:slide-out-to-left data-[state=open]:slide-in-from-left inset-y-0 left-0 h-full w-3/4 border-r sm:max-w-sm',
 				right:
-					'data-[state=closed]:slide-out-to-right data-[state=open]:slide-in-from-right inset-y-0 right-0 h-full w-3/4 border-l sm:max-w-sm'
+					'data-[state=closed]:slide-out-to-right data-[state=open]:slide-in-from-right inset-y-0 right-0 h-full w-3/4 border-l sm:max-w-sm',
+				top: 'data-[state=closed]:slide-out-to-top data-[state=open]:slide-in-from-top inset-x-0 top-0 h-auto border-b'
 			}
-		},
-		defaultVariants: {
-			side: 'right'
 		}
 	});
 
@@ -21,19 +21,19 @@
 </script>
 
 <script lang="ts">
-	import { Dialog as SheetPrimitive } from 'bits-ui';
-	import XIcon from '@lucide/svelte/icons/x';
-	import type { Snippet } from 'svelte';
 	import SheetOverlay from './sheet-overlay.svelte';
+	import XIcon from '@lucide/svelte/icons/x';
 	import { cn, type WithoutChildrenOrChild } from '$lib/components/ui/utils.js';
 	import { PANEL_CLASSES } from '$lib/constants';
+	import { Dialog as SheetPrimitive } from 'bits-ui';
+	import type { Snippet } from 'svelte';
 
 	let {
-		ref = $bindable(null),
+		children,
 		class: className,
-		side = 'right',
 		portalProps,
-		children,
+		ref = $bindable(null),
+		side = 'right',
 		...restProps
 	}: WithoutChildrenOrChild<SheetPrimitive.ContentProps> & {
 		portalProps?: SheetPrimitive.PortalProps;
diff --git a/tools/ui/src/lib/components/ui/sheet/sheet-description.svelte b/tools/ui/src/lib/components/ui/sheet/sheet-description.svelte
index ef4d58f22..a39ea3d04 100644
--- a/tools/ui/src/lib/components/ui/sheet/sheet-description.svelte
+++ b/tools/ui/src/lib/components/ui/sheet/sheet-description.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
-	import { Dialog as SheetPrimitive } from 'bits-ui';
 	import { cn } from '$lib/components/ui/utils.js';
+	import { Dialog as SheetPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: SheetPrimitive.DescriptionProps = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/sheet/sheet-footer.svelte b/tools/ui/src/lib/components/ui/sheet/sheet-footer.svelte
index 4e1b927a5..420a8fdd7 100644
--- a/tools/ui/src/lib/components/ui/sheet/sheet-footer.svelte
+++ b/tools/ui/src/lib/components/ui/sheet/sheet-footer.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/sheet/sheet-header.svelte b/tools/ui/src/lib/components/ui/sheet/sheet-header.svelte
index 6c6c1ec9d..3f3dd3c2c 100644
--- a/tools/ui/src/lib/components/ui/sheet/sheet-header.svelte
+++ b/tools/ui/src/lib/components/ui/sheet/sheet-header.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import type { HTMLAttributes } from 'svelte/elements';
 	import { cn, type WithElementRef } from '$lib/components/ui/utils.js';
+	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLDivElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/sheet/sheet-overlay.svelte b/tools/ui/src/lib/components/ui/sheet/sheet-overlay.svelte
index f402d81aa..ddfae7592 100644
--- a/tools/ui/src/lib/components/ui/sheet/sheet-overlay.svelte
+++ b/tools/ui/src/lib/components/ui/sheet/sheet-overlay.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
-	import { Dialog as SheetPrimitive } from 'bits-ui';
 	import { cn } from '$lib/components/ui/utils.js';
+	import { Dialog as SheetPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: SheetPrimitive.OverlayProps = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/sheet/sheet-title.svelte b/tools/ui/src/lib/components/ui/sheet/sheet-title.svelte
index 0efcc7a4f..38feaad8f 100644
--- a/tools/ui/src/lib/components/ui/sheet/sheet-title.svelte
+++ b/tools/ui/src/lib/components/ui/sheet/sheet-title.svelte
@@ -1,10 +1,10 @@
 <script lang="ts">
-	import { Dialog as SheetPrimitive } from 'bits-ui';
 	import { cn } from '$lib/components/ui/utils.js';
+	import { Dialog as SheetPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: SheetPrimitive.TitleProps = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/skeleton/skeleton.svelte b/tools/ui/src/lib/components/ui/skeleton/skeleton.svelte
index 62b6f80df..46d38a3d5 100644
--- a/tools/ui/src/lib/components/ui/skeleton/skeleton.svelte
+++ b/tools/ui/src/lib/components/ui/skeleton/skeleton.svelte
@@ -3,8 +3,8 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
 		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithoutChildren<WithElementRef<HTMLAttributes<HTMLDivElement>>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/switch/switch.svelte b/tools/ui/src/lib/components/ui/switch/switch.svelte
index e0848790d..9d9698f7d 100644
--- a/tools/ui/src/lib/components/ui/switch/switch.svelte
+++ b/tools/ui/src/lib/components/ui/switch/switch.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import { Switch as SwitchPrimitive } from 'bits-ui';
 	import { cn, type WithoutChildrenOrChild } from '$lib/components/ui/utils.js';
+	import { Switch as SwitchPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		checked = $bindable(false),
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithoutChildrenOrChild<SwitchPrimitive.RootProps> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/table/table-body.svelte b/tools/ui/src/lib/components/ui/table/table-body.svelte
index f8df65cf6..7b16bc7a0 100644
--- a/tools/ui/src/lib/components/ui/table/table-body.svelte
+++ b/tools/ui/src/lib/components/ui/table/table-body.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLTableSectionElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/table/table-caption.svelte b/tools/ui/src/lib/components/ui/table/table-caption.svelte
index 0fdcc6439..f10282f9b 100644
--- a/tools/ui/src/lib/components/ui/table/table-caption.svelte
+++ b/tools/ui/src/lib/components/ui/table/table-caption.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/table/table-cell.svelte b/tools/ui/src/lib/components/ui/table/table-cell.svelte
index 4506fdfc5..5c90e223b 100644
--- a/tools/ui/src/lib/components/ui/table/table-cell.svelte
+++ b/tools/ui/src/lib/components/ui/table/table-cell.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLTdAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLTdAttributes> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/table/table-footer.svelte b/tools/ui/src/lib/components/ui/table/table-footer.svelte
index 77e4a64c0..880a5297a 100644
--- a/tools/ui/src/lib/components/ui/table/table-footer.svelte
+++ b/tools/ui/src/lib/components/ui/table/table-footer.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLTableSectionElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/table/table-head.svelte b/tools/ui/src/lib/components/ui/table/table-head.svelte
index c1c57ad44..174081236 100644
--- a/tools/ui/src/lib/components/ui/table/table-head.svelte
+++ b/tools/ui/src/lib/components/ui/table/table-head.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLThAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLThAttributes> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/table/table-header.svelte b/tools/ui/src/lib/components/ui/table/table-header.svelte
index eb366739b..3ffbb563e 100644
--- a/tools/ui/src/lib/components/ui/table/table-header.svelte
+++ b/tools/ui/src/lib/components/ui/table/table-header.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLTableSectionElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/table/table-row.svelte b/tools/ui/src/lib/components/ui/table/table-row.svelte
index 4131d3660..51b24b8e3 100644
--- a/tools/ui/src/lib/components/ui/table/table-row.svelte
+++ b/tools/ui/src/lib/components/ui/table/table-row.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLAttributes<HTMLTableRowElement>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/table/table.svelte b/tools/ui/src/lib/components/ui/table/table.svelte
index c11a6a6c4..19f264498 100644
--- a/tools/ui/src/lib/components/ui/table/table.svelte
+++ b/tools/ui/src/lib/components/ui/table/table.svelte
@@ -1,11 +1,11 @@
 <script lang="ts">
-	import type { HTMLTableAttributes } from 'svelte/elements';
 	import { cn, type WithElementRef } from '$lib/components/ui/utils.js';
+	import type { HTMLTableAttributes } from 'svelte/elements';
 
 	let {
-		ref = $bindable(null),
-		class: className,
 		children,
+		class: className,
+		ref = $bindable(null),
 		...restProps
 	}: WithElementRef<HTMLTableAttributes> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/textarea/textarea.svelte b/tools/ui/src/lib/components/ui/textarea/textarea.svelte
index bf838829c..346153ee5 100644
--- a/tools/ui/src/lib/components/ui/textarea/textarea.svelte
+++ b/tools/ui/src/lib/components/ui/textarea/textarea.svelte
@@ -3,9 +3,9 @@
 	import type { HTMLTextareaAttributes } from 'svelte/elements';
 
 	let {
+		class: className,
 		ref = $bindable(null),
 		value = $bindable(),
-		class: className,
 		...restProps
 	}: WithoutChildren<WithElementRef<HTMLTextareaAttributes>> = $props();
 </script>
diff --git a/tools/ui/src/lib/components/ui/tooltip/index.ts b/tools/ui/src/lib/components/ui/tooltip/index.ts
index 273d831e6..48177b6af 100644
--- a/tools/ui/src/lib/components/ui/tooltip/index.ts
+++ b/tools/ui/src/lib/components/ui/tooltip/index.ts
@@ -1,6 +1,6 @@
-import { Tooltip as TooltipPrimitive } from 'bits-ui';
-import Trigger from './tooltip-trigger.svelte';
 import Content from './tooltip-content.svelte';
+import Trigger from './tooltip-trigger.svelte';
+import { Tooltip as TooltipPrimitive } from 'bits-ui';
 
 const Root = TooltipPrimitive.Root;
 const Provider = TooltipPrimitive.Provider;
diff --git a/tools/ui/src/lib/components/ui/tooltip/tooltip-content.svelte b/tools/ui/src/lib/components/ui/tooltip/tooltip-content.svelte
index 0b173ee7c..19d90d637 100644
--- a/tools/ui/src/lib/components/ui/tooltip/tooltip-content.svelte
+++ b/tools/ui/src/lib/components/ui/tooltip/tooltip-content.svelte
@@ -1,15 +1,15 @@
 <script lang="ts">
-	import { Tooltip as TooltipPrimitive } from 'bits-ui';
 	import { cn } from '$lib/components/ui/utils.js';
+	import { Tooltip as TooltipPrimitive } from 'bits-ui';
 
 	let {
-		ref = $bindable(null),
-		class: className,
-		sideOffset = 4,
-		side = 'top',
-		children,
 		arrowClasses,
+		children,
+		class: className,
 		noPortal = false,
+		ref = $bindable(null),
+		side = 'top',
+		sideOffset = 4,
 		...restProps
 	}: TooltipPrimitive.ContentProps & {
 		arrowClasses?: string;
diff --git a/tools/ui/src/lib/components/ui/utils.ts b/tools/ui/src/lib/components/ui/utils.ts
index f92bfcbb3..97525cc42 100644
--- a/tools/ui/src/lib/components/ui/utils.ts
+++ b/tools/ui/src/lib/components/ui/utils.ts
@@ -1,4 +1,4 @@
-import { clsx, type ClassValue } from 'clsx';
+import { type ClassValue, clsx } from 'clsx';
 import { twMerge } from 'tailwind-merge';
 
 export function cn(...inputs: ClassValue[]) {
diff --git a/tools/ui/src/lib/constants/agentic.ts b/tools/ui/src/lib/constants/agentic.ts
index e63d5c259..582572a29 100644
--- a/tools/ui/src/lib/constants/agentic.ts
+++ b/tools/ui/src/lib/constants/agentic.ts
@@ -34,8 +34,8 @@ export const DEFAULT_AGENTIC_CONFIG: AgenticConfig = {
 } as const;
 
 export const REASONING_TAGS = {
-	START: '<think>',
-	END: '</think>'
+	END: '</think>',
+	START: '<think>'
 } as const;
 
 /**
@@ -43,12 +43,12 @@ export const REASONING_TAGS = {
  * New messages use structured fields (reasoningContent, toolCalls, toolCallId).
  */
 export const LEGACY_AGENTIC_TAGS = {
-	TOOL_CALL_START: '<<<AGENTIC_TOOL_CALL_START>>>',
-	TOOL_CALL_END: '<<<AGENTIC_TOOL_CALL_END>>>',
-	TOOL_NAME_PREFIX: '<<<TOOL_NAME:',
-	TOOL_ARGS_START: '<<<TOOL_ARGS_START>>>',
+	TAG_SUFFIX: '>>>',
 	TOOL_ARGS_END: '<<<TOOL_ARGS_END>>>',
-	TAG_SUFFIX: '>>>'
+	TOOL_ARGS_START: '<<<TOOL_ARGS_START>>>',
+	TOOL_CALL_END: '<<<AGENTIC_TOOL_CALL_END>>>',
+	TOOL_CALL_START: '<<<AGENTIC_TOOL_CALL_START>>>',
+	TOOL_NAME_PREFIX: '<<<TOOL_NAME:'
 } as const;
 
 /**
@@ -56,20 +56,20 @@ export const LEGACY_AGENTIC_TAGS = {
  * New messages use the dedicated reasoningContent field.
  */
 export const LEGACY_REASONING_TAGS = {
-	START: '<<<reasoning_content_start>>>',
-	END: '<<<reasoning_content_end>>>'
+	END: '<<<reasoning_content_end>>>',
+	START: '<<<reasoning_content_start>>>'
 } as const;
 
 /**
  * @deprecated Legacy regex patterns - only used for migration of old stored messages.
  */
 export const LEGACY_AGENTIC_REGEX = {
+	AGENTIC_TOOL_CALL_BLOCK: /\n*<<<AGENTIC_TOOL_CALL_START>>>[\s\S]*?<<<AGENTIC_TOOL_CALL_END>>>/g,
+	AGENTIC_TOOL_CALL_OPEN: /\n*<<<AGENTIC_TOOL_CALL_START>>>[\s\S]*$/,
 	COMPLETED_TOOL_CALL:
 		/<<<AGENTIC_TOOL_CALL_START>>>\n<<<TOOL_NAME:(.+?)>>>\n<<<TOOL_ARGS_START>>>([\s\S]*?)<<<TOOL_ARGS_END>>>([\s\S]*?)<<<AGENTIC_TOOL_CALL_END>>>/g,
+	HAS_LEGACY_MARKERS: /<<<(?:AGENTIC_TOOL_CALL_START|reasoning_content_start)>>>/,
 	REASONING_BLOCK: /<<<reasoning_content_start>>>[\s\S]*?<<<reasoning_content_end>>>/g,
 	REASONING_EXTRACT: /<<<reasoning_content_start>>>([\s\S]*?)<<<reasoning_content_end>>>/,
-	REASONING_OPEN: /<<<reasoning_content_start>>>[\s\S]*$/,
-	AGENTIC_TOOL_CALL_BLOCK: /\n*<<<AGENTIC_TOOL_CALL_START>>>[\s\S]*?<<<AGENTIC_TOOL_CALL_END>>>/g,
-	AGENTIC_TOOL_CALL_OPEN: /\n*<<<AGENTIC_TOOL_CALL_START>>>[\s\S]*$/,
-	HAS_LEGACY_MARKERS: /<<<(?:AGENTIC_TOOL_CALL_START|reasoning_content_start)>>>/
+	REASONING_OPEN: /<<<reasoning_content_start>>>[\s\S]*$/
 } as const;
diff --git a/tools/ui/src/lib/constants/api-endpoints.ts b/tools/ui/src/lib/constants/api-endpoints.ts
index ab35708a4..74f1c7302 100644
--- a/tools/ui/src/lib/constants/api-endpoints.ts
+++ b/tools/ui/src/lib/constants/api-endpoints.ts
@@ -1,8 +1,8 @@
 export const API_MODELS = {
 	LIST: '/v1/models',
 	LOAD: '/models/load',
-	UNLOAD: '/models/unload',
-	SSE: '/models/sse'
+	SSE: '/models/sse',
+	UNLOAD: '/models/unload'
 };
 
 // chat completion routes, the control route drives realtime inference (e.g. end reasoning)
@@ -17,8 +17,8 @@ export const API_SLOTS = {
 };
 
 export const API_TOOLS = {
-	LIST: '/tools',
-	EXECUTE: '/tools'
+	EXECUTE: '/tools',
+	LIST: '/tools'
 };
 
 // resumable stream routes, the conv::model identity travels as the conv_id query param
diff --git a/tools/ui/src/lib/constants/attachment-menu.ts b/tools/ui/src/lib/constants/attachment-menu.ts
index 3d7381812..1cd7f9ba5 100644
--- a/tools/ui/src/lib/constants/attachment-menu.ts
+++ b/tools/ui/src/lib/constants/attachment-menu.ts
@@ -1,5 +1,4 @@
-import type { Component } from 'svelte';
-import { MessageSquare, Zap, FolderOpen } from '@lucide/svelte';
+import { FolderOpen, MessageSquare, Zap } from '@lucide/svelte';
 import { FILE_TYPE_ICONS } from '$lib/constants/icons';
 import {
 	AttachmentAction,
@@ -7,6 +6,7 @@ import {
 	AttachmentItemVisibleWhen,
 	AttachmentMenuItemId
 } from '$lib/enums';
+import type { Component } from 'svelte';
 
 export interface AttachmentMenuItem {
 	/** Unique identifier for the item */
@@ -35,47 +35,47 @@ export interface AttachmentMenuItem {
  */
 export const ATTACHMENT_FILE_ITEMS: AttachmentMenuItem[] = [
 	{
-		id: AttachmentMenuItemId.IMAGES,
-		label: 'Images',
-		icon: FILE_TYPE_ICONS.image,
+		action: AttachmentAction.FILE_UPLOAD,
 		class: 'images-button',
-		enabledWhen: AttachmentItemEnabledWhen.HAS_VISION_MODALITY,
 		disabledTooltip: 'Image processing requires a vision model',
-		action: AttachmentAction.FILE_UPLOAD
+		enabledWhen: AttachmentItemEnabledWhen.HAS_VISION_MODALITY,
+		icon: FILE_TYPE_ICONS.image,
+		id: AttachmentMenuItemId.IMAGES,
+		label: 'Images'
 	},
 	{
-		id: AttachmentMenuItemId.AUDIO,
-		label: 'Audio Files',
-		icon: FILE_TYPE_ICONS.audio,
+		action: AttachmentAction.FILE_UPLOAD,
 		class: 'audio-button',
-		enabledWhen: AttachmentItemEnabledWhen.HAS_AUDIO_MODALITY,
 		disabledTooltip: 'Audio files processing requires an audio model',
-		action: AttachmentAction.FILE_UPLOAD
+		enabledWhen: AttachmentItemEnabledWhen.HAS_AUDIO_MODALITY,
+		icon: FILE_TYPE_ICONS.audio,
+		id: AttachmentMenuItemId.AUDIO,
+		label: 'Audio Files'
 	},
 	{
-		id: AttachmentMenuItemId.VIDEO,
-		label: 'Video Files',
-		icon: FILE_TYPE_ICONS.video,
+		action: AttachmentAction.FILE_UPLOAD,
 		class: 'video-button',
-		enabledWhen: AttachmentItemEnabledWhen.HAS_VIDEO_MODALITY,
 		disabledTooltip: 'Video files processing requires a video model',
-		action: AttachmentAction.FILE_UPLOAD
+		enabledWhen: AttachmentItemEnabledWhen.HAS_VIDEO_MODALITY,
+		icon: FILE_TYPE_ICONS.video,
+		id: AttachmentMenuItemId.VIDEO,
+		label: 'Video Files'
 	},
 	{
-		id: AttachmentMenuItemId.TEXT,
-		label: 'Text Files',
-		icon: FILE_TYPE_ICONS.text,
+		action: AttachmentAction.FILE_UPLOAD,
 		enabledWhen: AttachmentItemEnabledWhen.ALWAYS,
-		action: AttachmentAction.FILE_UPLOAD
+		icon: FILE_TYPE_ICONS.text,
+		id: AttachmentMenuItemId.TEXT,
+		label: 'Text Files'
 	},
 	{
-		id: AttachmentMenuItemId.PDF,
-		label: 'PDF Files',
-		icon: FILE_TYPE_ICONS.pdf,
-		enabledWhen: AttachmentItemEnabledWhen.ALWAYS,
+		action: AttachmentAction.FILE_UPLOAD,
 		disabledTooltip: 'PDFs will be converted to text. Image-based PDFs may not work properly.',
+		enabledWhen: AttachmentItemEnabledWhen.ALWAYS,
 		hasEnabledTooltip: true,
-		action: AttachmentAction.FILE_UPLOAD
+		icon: FILE_TYPE_ICONS.pdf,
+		id: AttachmentMenuItemId.PDF,
+		label: 'PDF Files'
 	}
 ];
 
@@ -83,30 +83,30 @@ export const ATTACHMENT_EXTRA_ITEMS: AttachmentMenuItem[] = [];
 
 export const ATTACHMENT_PROMPT_ITEMS: AttachmentMenuItem[] = [
 	{
-		id: AttachmentMenuItemId.SYSTEM_MESSAGE,
-		label: 'System Message',
-		icon: MessageSquare,
+		action: AttachmentAction.SYSTEM_PROMPT_CLICK,
 		enabledWhen: AttachmentItemEnabledWhen.ALWAYS,
 		hasEnabledTooltip: true,
-		action: AttachmentAction.SYSTEM_PROMPT_CLICK
+		icon: MessageSquare,
+		id: AttachmentMenuItemId.SYSTEM_MESSAGE,
+		label: 'System Message'
 	},
 	{
+		action: AttachmentAction.MCP_PROMPT_CLICK,
+		enabledWhen: AttachmentItemEnabledWhen.ALWAYS,
+		icon: Zap,
 		id: AttachmentMenuItemId.MCP_PROMPT,
 		label: 'MCP Prompt',
-		icon: Zap,
-		enabledWhen: AttachmentItemEnabledWhen.ALWAYS,
-		action: AttachmentAction.MCP_PROMPT_CLICK,
 		visibleWhen: AttachmentItemVisibleWhen.HAS_MCP_PROMPTS_SUPPORT
 	}
 ];
 
 export const ATTACHMENT_MCP_ITEMS: AttachmentMenuItem[] = [
 	{
+		action: AttachmentAction.MCP_RESOURCES_CLICK,
+		enabledWhen: AttachmentItemEnabledWhen.ALWAYS,
+		icon: FolderOpen,
 		id: AttachmentMenuItemId.MCP_RESOURCES,
 		label: 'MCP Resources',
-		icon: FolderOpen,
-		enabledWhen: AttachmentItemEnabledWhen.ALWAYS,
-		action: AttachmentAction.MCP_RESOURCES_CLICK,
 		visibleWhen: AttachmentItemVisibleWhen.HAS_MCP_RESOURCES_SUPPORT
 	}
 ];
diff --git a/tools/ui/src/lib/constants/binary-detection.ts b/tools/ui/src/lib/constants/binary-detection.ts
index 21a95cc88..69bd4d48e 100644
--- a/tools/ui/src/lib/constants/binary-detection.ts
+++ b/tools/ui/src/lib/constants/binary-detection.ts
@@ -1,7 +1,7 @@
 import type { BinaryDetectionOptions } from '$lib/types';
 
 export const DEFAULT_BINARY_DETECTION_OPTIONS: BinaryDetectionOptions = {
+	maxAbsoluteNullBytes: 2,
 	prefixLength: 1024 * 10, // Check the first 10KB of the string
-	suspiciousCharThresholdRatio: 0.15, // Allow up to 15% suspicious chars
-	maxAbsoluteNullBytes: 2
+	suspiciousCharThresholdRatio: 0.15 // Allow up to 15% suspicious chars
 };
diff --git a/tools/ui/src/lib/constants/built-in-tools.ts b/tools/ui/src/lib/constants/built-in-tools.ts
index 0721e6484..89bcbecb8 100644
--- a/tools/ui/src/lib/constants/built-in-tools.ts
+++ b/tools/ui/src/lib/constants/built-in-tools.ts
@@ -7,7 +7,6 @@
 // (see ChatMessageToolCallBlockGetDatetime and
 // ChatMessageToolCallBlockSearchResults for prior art).
 
-import type { Component } from 'svelte';
 import {
 	Braces,
 	Clock,
@@ -15,10 +14,12 @@ import {
 	FilePlus,
 	FileSearch,
 	FileText,
+	Info,
 	SearchCode,
 	Terminal
 } from '@lucide/svelte';
 import { BuiltInTool, ToolSource } from '$lib/enums';
+import type { Component } from 'svelte';
 
 export interface BuiltinToolUiEntry {
 	icon: Component;
@@ -27,33 +28,35 @@ export interface BuiltinToolUiEntry {
 }
 
 export const BUILTIN_TOOL_UI: Readonly<Record<BuiltInTool, BuiltinToolUiEntry>> = {
-	[BuiltInTool.READ_FILE]: { icon: FileText, label: 'Read file', source: ToolSource.BUILTIN },
 	[BuiltInTool.EDIT_FILE]: { icon: FilePen, label: 'Edit file', source: ToolSource.BUILTIN },
-	[BuiltInTool.WRITE_FILE]: { icon: FilePlus, label: 'Write file', source: ToolSource.BUILTIN },
+	[BuiltInTool.EXEC_SHELL_COMMAND]: {
+		icon: Terminal,
+		label: 'Run command',
+		source: ToolSource.BUILTIN
+	},
 	[BuiltInTool.FILE_GLOB_SEARCH]: {
 		icon: FileSearch,
 		label: 'Search files',
 		source: ToolSource.BUILTIN
 	},
+	[BuiltInTool.GET_DATETIME]: { icon: Clock, label: 'Current time', source: ToolSource.BUILTIN },
+	[BuiltInTool.GET_INFO]: { icon: Info, label: 'Runtime info', source: ToolSource.BUILTIN },
 	[BuiltInTool.GREP_SEARCH]: {
 		icon: SearchCode,
 		label: 'Search in files',
 		source: ToolSource.BUILTIN
 	},
-	[BuiltInTool.GET_DATETIME]: { icon: Clock, label: 'Current time', source: ToolSource.BUILTIN },
-	[BuiltInTool.EXEC_SHELL_COMMAND]: {
-		icon: Terminal,
-		label: 'Run command',
-		source: ToolSource.BUILTIN
-	},
+	[BuiltInTool.READ_FILE]: { icon: FileText, label: 'Read file', source: ToolSource.BUILTIN },
 	[BuiltInTool.RUN_JAVASCRIPT]: {
 		icon: Braces,
 		label: 'Run JavaScript',
 		source: ToolSource.FRONTEND
-	}
+	},
+	[BuiltInTool.WRITE_FILE]: { icon: FilePlus, label: 'Write file', source: ToolSource.BUILTIN }
 } as const;
 
 export function getBuiltinToolUi(toolName: string | undefined): BuiltinToolUiEntry | null {
 	if (!toolName) return null;
+
 	return (BUILTIN_TOOL_UI as Record<string, BuiltinToolUiEntry>)[toolName] ?? null;
 }
diff --git a/tools/ui/src/lib/constants/chat-commands.ts b/tools/ui/src/lib/constants/chat-commands.ts
new file mode 100644
index 000000000..c34c635fd
--- /dev/null
+++ b/tools/ui/src/lib/constants/chat-commands.ts
@@ -0,0 +1,44 @@
+import { SET_WORKING_DIRECTORY_LABEL } from '$lib/constants/working-directory';
+import { ChatFormCommandAction } from '$lib/enums';
+import type { ChatFormCommand } from '$lib/types';
+
+interface ChatCommandsOptions {
+	/** Gates `/model`. */
+	showModelSelector: boolean;
+	/** Gates `/prompt`. */
+	hasPrompts: () => boolean;
+	/** Gates `/cwd`. */
+	hasCwdTools: () => boolean;
+}
+
+/**
+ * The slash commands surfaced by the `/` command picker, in display order.
+ *
+ * Availability is supplied as predicates rather than store imports: this
+ * module is re-exported through the `$lib/constants` barrel, and importing
+ * stores at module load would create a circular dependency (the stores
+ * themselves import from `$lib/constants`).
+ */
+export function getChatCommands(options: ChatCommandsOptions): ChatFormCommand[] {
+	return [
+		{
+			action: ChatFormCommandAction.PROMPT,
+			description: 'Insert an MCP prompt',
+			disabled: !options.hasPrompts(),
+			name: 'prompt'
+		},
+		{
+			action: ChatFormCommandAction.CWD,
+			description: SET_WORKING_DIRECTORY_LABEL,
+			disabled: !options.hasCwdTools(),
+			keywords: ['current working directory'],
+			name: 'cwd'
+		},
+		{
+			action: ChatFormCommandAction.MODEL,
+			description: 'Select model',
+			disabled: !options.showModelSelector,
+			name: 'model'
+		}
+	];
+}
diff --git a/tools/ui/src/lib/constants/chat-form.ts b/tools/ui/src/lib/constants/chat-form.ts
index 05ab8c1f8..6c413ed70 100644
--- a/tools/ui/src/lib/constants/chat-form.ts
+++ b/tools/ui/src/lib/constants/chat-form.ts
@@ -2,5 +2,4 @@ export const INITIAL_FILE_SIZE = 0;
 export const PROMPT_CONTENT_SEPARATOR = '\n\n';
 export const CLIPBOARD_CONTENT_QUOTE_PREFIX = '"';
 export const PROMPT_TRIGGER_PREFIX = '/';
-export const RESOURCE_TRIGGER_PREFIX = '@';
 export const NEW_CHAT_DRAFT_KEY = '__new_chat__';
diff --git a/tools/ui/src/lib/constants/css-classes.ts b/tools/ui/src/lib/constants/css-classes.ts
index 3acf16938..4e3310544 100644
--- a/tools/ui/src/lib/constants/css-classes.ts
+++ b/tools/ui/src/lib/constants/css-classes.ts
@@ -19,6 +19,10 @@ export const PANEL_CLASSES = `
 export const CHAT_FORM_POPOVER_MAX_HEIGHT = 'max-h-80';
 export const DIALOG_SUBMENU_CONTENT = 'w-60';
 
+/** Selects the focused chat-form input (either renderer) to restore focus after model actions. */
+export const CHAT_INPUT_FOCUS_SELECTOR =
+	'[data-slot="input-area"] textarea, [data-slot="input-area"] [contenteditable="true"]';
+
 /** Default Tailwind size class for inline icon components (lucide, etc.). */
 export const ICON_CLASS_DEFAULT = 'h-4 w-4';
 
diff --git a/tools/ui/src/lib/constants/error.ts b/tools/ui/src/lib/constants/error.ts
index 4339bd25d..17527fc1e 100644
--- a/tools/ui/src/lib/constants/error.ts
+++ b/tools/ui/src/lib/constants/error.ts
@@ -1,17 +1,17 @@
 export const ERROR_MESSAGES = {
+	HTTP: {
+		ACCESS_DENIED: 'Access denied',
+		GENERIC: 'Request failed',
+		INTERNAL_ERROR: 'Server error - check server logs',
+		NOT_FOUND: 'Not found',
+		TEMPORARILY_UNAVAILABLE: 'Server temporarily unavailable'
+	},
 	NETWORK: {
 		GENERIC: 'Failed to connect to server',
 		NXDOMAIN: 'Server not found - check server address',
 		REFUSED: 'Connection refused - server may be offline',
 		TIMEOUT: 'Request timed out',
 		UNREACHABLE: 'Server is not running or unreachable'
-	},
-	HTTP: {
-		GENERIC: 'Request failed',
-		ACCESS_DENIED: 'Access denied',
-		INTERNAL_ERROR: 'Server error - check server logs',
-		NOT_FOUND: 'Not found',
-		TEMPORARILY_UNAVAILABLE: 'Server temporarily unavailable'
 	}
 };
 
diff --git a/tools/ui/src/lib/constants/icons.ts b/tools/ui/src/lib/constants/icons.ts
index 6ef02c4cb..556374050 100644
--- a/tools/ui/src/lib/constants/icons.ts
+++ b/tools/ui/src/lib/constants/icons.ts
@@ -4,35 +4,35 @@
  */
 
 import {
+	Eye as VisionIcon,
 	File as FileIcon,
 	FileText as FileTextIcon,
 	Image as ImageIcon,
-	Eye as VisionIcon,
 	Mic as AudioIcon,
 	Video as VideoIcon
 } from '@lucide/svelte';
 import { FileTypeCategory, ModelModality } from '$lib/enums';
 
 export const FILE_TYPE_ICONS = {
-	[FileTypeCategory.IMAGE]: ImageIcon,
 	[FileTypeCategory.AUDIO]: AudioIcon,
-	[FileTypeCategory.VIDEO]: VideoIcon,
+	[FileTypeCategory.IMAGE]: ImageIcon,
+	[FileTypeCategory.PDF]: FileIcon,
 	[FileTypeCategory.TEXT]: FileTextIcon,
-	[FileTypeCategory.PDF]: FileIcon
+	[FileTypeCategory.VIDEO]: VideoIcon
 } as const;
 
 export const DEFAULT_FILE_ICON = FileIcon;
 
 export const MODALITY_ICONS = {
-	[ModelModality.VISION]: VisionIcon,
 	[ModelModality.AUDIO]: AudioIcon,
-	[ModelModality.VIDEO]: VideoIcon
+	[ModelModality.VIDEO]: VideoIcon,
+	[ModelModality.VISION]: VisionIcon
 } as const;
 
 export const MODALITY_LABELS = {
-	[ModelModality.VISION]: 'Vision',
 	[ModelModality.AUDIO]: 'Audio',
-	[ModelModality.VIDEO]: 'Video'
+	[ModelModality.VIDEO]: 'Video',
+	[ModelModality.VISION]: 'Vision'
 } as const;
 
 // Shared SVG icon strings for copy and preview buttons
diff --git a/tools/ui/src/lib/constants/index.ts b/tools/ui/src/lib/constants/index.ts
index 100432c18..09006cf1e 100644
--- a/tools/ui/src/lib/constants/index.ts
+++ b/tools/ui/src/lib/constants/index.ts
@@ -18,6 +18,7 @@ export * from './binary-detection';
 export * from './built-in-tools';
 export * from './cache';
 export * from './chat-form';
+export * from './chat-commands';
 export * from './cli-flags';
 export * from './code-blocks';
 export * from './icons';
@@ -39,7 +40,9 @@ export * from './max-bundle-size';
 export * from './mcp';
 export * from './mcp-form';
 export * from './mcp-resource';
+export * from './mention-badge';
 export * from './message-export';
+export * from './path-display';
 export * from './model-id';
 export * from './model-loading';
 export * from './sse';
@@ -60,3 +63,4 @@ export * from './ui';
 export * from './uri-template';
 export * from './url';
 export * from './viewport';
+export * from './working-directory';
diff --git a/tools/ui/src/lib/constants/mcp-resource.ts b/tools/ui/src/lib/constants/mcp-resource.ts
index 44419012d..0ef8d9ec1 100644
--- a/tools/ui/src/lib/constants/mcp-resource.ts
+++ b/tools/ui/src/lib/constants/mcp-resource.ts
@@ -47,9 +47,9 @@ export const BINARY_CONTENT_LABEL = 'Binary content';
  * Used for generating attachment filenames from MIME types.
  */
 export const IMAGE_MIME_TO_EXTENSION: Record<string, string> = {
+	[MimeTypeImage.GIF]: 'gif',
 	[MimeTypeImage.JPEG]: 'jpg',
 	[MimeTypeImage.JPG]: 'jpg',
 	[MimeTypeImage.PNG]: 'png',
-	[MimeTypeImage.GIF]: 'gif',
 	[MimeTypeImage.WEBP]: 'webp'
 } as const;
diff --git a/tools/ui/src/lib/constants/mcp.ts b/tools/ui/src/lib/constants/mcp.ts
index f4979564d..854cbf9f7 100644
--- a/tools/ui/src/lib/constants/mcp.ts
+++ b/tools/ui/src/lib/constants/mcp.ts
@@ -1,8 +1,8 @@
-import { Zap, Globe, Radio } from '@lucide/svelte';
+import { Globe, Radio, Zap } from '@lucide/svelte';
 import { MCPTransportType } from '$lib/enums';
+import { MimeTypeImage } from '$lib/enums/files.enums';
 import type { ClientCapabilities, Implementation } from '$lib/types';
 import type { Component } from 'svelte';
-import { MimeTypeImage } from '$lib/enums/files.enums';
 
 export const DEFAULT_CLIENT_VERSION = '1.0.0';
 export const MCP_CLIENT_NAME = 'llama-ui-mcp';
@@ -27,11 +27,11 @@ export const MCP_ALLOWED_ICON_MIME_TYPES = new Set([
 export const MCP_PROTOCOL_VERSION = '2025-06-18';
 
 export const DEFAULT_MCP_CONFIG = {
-	protocolVersion: MCP_PROTOCOL_VERSION,
 	capabilities: { tools: { listChanged: true } } as ClientCapabilities,
 	clientInfo: { name: MCP_CLIENT_NAME, version: DEFAULT_CLIENT_VERSION } as Implementation,
-	requestTimeoutSeconds: 300, // 5 minutes for long-running tools
-	connectionTimeoutMs: 10_000 // 10 seconds for connection establishment
+	connectionTimeoutMs: 10_000, // 10 seconds for connection establishment
+	protocolVersion: MCP_PROTOCOL_VERSION,
+	requestTimeoutSeconds: 300 // 5 minutes for long-running tools
 } as const;
 
 export const MCP_SERVER_ID_PREFIX = 'LlamaUI-MCP-Server';
@@ -85,16 +85,16 @@ export const REDACTED_HEADERS = new Set([
 
 /** Human-readable labels for MCP transport types */
 export const MCP_TRANSPORT_LABELS: Record<MCPTransportType, string> = {
-	[MCPTransportType.WEBSOCKET]: 'WebSocket',
+	[MCPTransportType.SSE]: 'SSE',
 	[MCPTransportType.STREAMABLE_HTTP]: 'HTTP',
-	[MCPTransportType.SSE]: 'SSE'
+	[MCPTransportType.WEBSOCKET]: 'WebSocket'
 };
 
 /** Icon components for MCP transport types */
 export const MCP_TRANSPORT_ICONS: Record<MCPTransportType, Component> = {
-	[MCPTransportType.WEBSOCKET]: Zap,
+	[MCPTransportType.SSE]: Radio,
 	[MCPTransportType.STREAMABLE_HTTP]: Globe,
-	[MCPTransportType.SSE]: Radio
+	[MCPTransportType.WEBSOCKET]: Zap
 };
 
 /** Standard SSE endpoint path indicators */
diff --git a/tools/ui/src/lib/constants/mention-badge.ts b/tools/ui/src/lib/constants/mention-badge.ts
new file mode 100644
index 000000000..a9ef963c3
--- /dev/null
+++ b/tools/ui/src/lib/constants/mention-badge.ts
@@ -0,0 +1,45 @@
+/**
+ * Shared visual contract between the two DOM-only badge paths (the
+ * contenteditable tokenizer + the rehype plugin). Svelte cannot be
+ * mounted at the per-keystroke tokenizer hot path nor from a hast tree,
+ * so both emit the badge with the same class string literal; Tailwind's
+ * scanner picks it up in both sources.
+ */
+export const MENTION_BADGE_CLASSNAME =
+	'inline-flex w-fit shrink-0 items-center gap-1 whitespace-nowrap rounded-md border border-border/50 bg-foreground/5 px-1.5 py-0.5 text-xs font-mono text-foreground hover:bg-foreground/10 dark:bg-foreground/10 dark:text-secondary-foreground';
+
+export const MENTION_BADGE_ICON_CLASSNAME = 'h-3 w-3 shrink-0';
+
+/** Regex flag that makes the mention scanner walk every link in a message instead of the first. */
+export const MENTION_LINK_SCAN_FLAGS = 'g';
+
+/**
+ * SVG attributes shared by the DOM-built and hast-built badge icons.
+ * The tokenizer applies them via `setAttribute`, the rehype plugin
+ * spreads them onto the hast `<svg>` `properties`; string values are
+ * valid for both.
+ */
+export const MENTION_BADGE_SVG_ATTRIBUTES: Readonly<Record<string, string>> = {
+	'aria-hidden': 'true',
+	fill: 'none',
+	stroke: 'currentColor',
+	'stroke-linecap': 'round',
+	'stroke-linejoin': 'round',
+	'stroke-width': '2',
+	viewBox: '0 0 24 24',
+	xmlns: 'http://www.w3.org/2000/svg'
+};
+
+/**
+ * SVG path strings for the badge's inline icon; each entry becomes one
+ * `<path>` child of the wrapper `<svg>`. Paths match `lucide-svelte`'s
+ * current `File` and `Folder` glyphs.
+ */
+export const MENTION_BADGE_FILE_ICON_PATHS: readonly string[] = [
+	'M6 22a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h8a2.4 2.4 0 0 1 1.704.706l3.588 3.588A2.4 2.4 0 0 1 20 8v12a2 2 0 0 1-2 2z',
+	'M14 2v5a1 1 0 0 0 1 1h5'
+];
+
+export const MENTION_BADGE_FOLDER_ICON_PATHS: readonly string[] = [
+	'M20 20a2 2 0 0 0 2-2V8a2 2 0 0 0-2-2h-7.9a2 2 0 0 1-1.69-.9L9.6 3.9A2 2 0 0 0 7.93 3H4a2 2 0 0 0-2 2v13a2 2 0 0 0 2 2Z'
+];
diff --git a/tools/ui/src/lib/constants/model-loading.ts b/tools/ui/src/lib/constants/model-loading.ts
index a55ba708b..0d0ca3263 100644
--- a/tools/ui/src/lib/constants/model-loading.ts
+++ b/tools/ui/src/lib/constants/model-loading.ts
@@ -2,9 +2,9 @@
  * Labels shown while a model loads, keyed by the stage reported on /models/sse.
  */
 export const MODEL_LOAD_STAGE_LABELS: Record<ApiModelLoadStage, string> = {
-	text_model: 'Loading weights',
+	mmproj_model: 'Loading projector',
 	spec_model: 'Loading draft',
-	mmproj_model: 'Loading projector'
+	text_model: 'Loading weights'
 };
 
 /**
diff --git a/tools/ui/src/lib/constants/path-display.ts b/tools/ui/src/lib/constants/path-display.ts
new file mode 100644
index 000000000..fd1001761
--- /dev/null
+++ b/tools/ui/src/lib/constants/path-display.ts
@@ -0,0 +1,25 @@
+/**
+ * Constants for synthetic working-directory messages.
+ *
+ * The synthetic cwd-change message is text the UI renders as a folder row
+ * and the model sees as a turn reminder. The prefix and cleared marker keep
+ * the human-readable wording; the file-link regexes parse the
+ * `[file:///abs/path](display)` payload back out on the UI side.
+ */
+
+import { UrlProtocol } from '$lib/enums';
+
+export const CWD_CHANGED_PREFIX = 'Set working directory to ';
+export const CWD_CLEARED_TEXT = 'Working directory cleared';
+
+/** Trailing separator that marks a path as a directory. */
+export const DIRECTORY_PATH_SUFFIX = '/';
+
+export const HOME_TILDE = '~';
+export const HOME_TILDE_PREFIX = '~/'; // tilde plus path separator
+
+/** Scheme prefix of the file link embedded in a synthetic cwd message. */
+export const FILE_URI_PREFIX = `${UrlProtocol.FILE}//`;
+
+/** Matches the leading `[file:///abs/path](display)` link; not anchored to the end so trailing guidance may follow. */
+export const CWD_LINK_REGEX = /^\[file:\/\/([\s\S]*?)\]\(([\s\S]*?)\)/;
diff --git a/tools/ui/src/lib/constants/pwa.ts b/tools/ui/src/lib/constants/pwa.ts
index 343bcaf3c..4da37c06b 100644
--- a/tools/ui/src/lib/constants/pwa.ts
+++ b/tools/ui/src/lib/constants/pwa.ts
@@ -6,40 +6,40 @@
 import { APP_NAME } from './app';
 
 export const MEDIA_QUERIES = {
+	DISPLAY_MODE_STANDALONE: '(display-mode: standalone)',
 	PREFERS_DARK: '(prefers-color-scheme: dark)',
-	PREFERS_LIGHT: '(prefers-color-scheme: light)',
-	DISPLAY_MODE_STANDALONE: '(display-mode: standalone)'
+	PREFERS_LIGHT: '(prefers-color-scheme: light)'
 } as const;
 
 export const THEME_COLORS = {
-	LIGHT: '#ffffff',
-	DARK: '#0d0d0d',
 	ACCENT_BLUE: '#2563eb',
 	ACCENT_BLUE_HOVER: '#1d4ed8',
-	BACKGROUND_LIGHT: 'white',
 	BACKGROUND_DARK: '#111111',
+	BACKGROUND_LIGHT: 'white',
+	DARK: '#0d0d0d',
+	LIGHT: '#ffffff',
 	TITLE_UPDATE_ALERT: {
-		BORDER_LIGHT: 'zinc-200',
-		BORDER_DARK: 'zinc-700',
-		BG_LIGHT: 'white',
 		BG_DARK: 'zinc-800',
-		TEXT_LIGHT: 'zinc-500',
-		TEXT_DARK: 'zinc-400'
+		BG_LIGHT: 'white',
+		BORDER_DARK: 'zinc-700',
+		BORDER_LIGHT: 'zinc-200',
+		TEXT_DARK: 'zinc-400',
+		TEXT_LIGHT: 'zinc-500'
 	}
 } as const;
 
 export const FAVICON_PATHS = {
-	ICO_LIGHT: 'favicon.ico',
 	ICO_DARK: 'favicon-dark.ico',
-	SVG_LIGHT: 'favicon.svg',
-	SVG_DARK: 'favicon-dark.svg'
+	ICO_LIGHT: 'favicon.ico',
+	SVG_DARK: 'favicon-dark.svg',
+	SVG_LIGHT: 'favicon.svg'
 } as const;
 
 // Substituted for `currentColor` in src/lib/assets/logo.svg when generating
 // the light/dark static sources consumed by the PWA asset generator.
 export const FAVICON_COLORS = {
-	LIGHT: '#111111',
-	DARK: '#fafafa'
+	DARK: '#fafafa',
+	LIGHT: '#111111'
 } as const;
 
 export const FAVICON_SELECTORS = {
@@ -52,50 +52,50 @@ export const APPLE_ASSETS = {
 } as const;
 
 export const PWA_MANIFEST = {
-	name: APP_NAME,
-	short_name: APP_NAME,
+	background_color: THEME_COLORS.BACKGROUND_LIGHT,
 	description: 'Local AI chat interface powered by llama.cpp',
-	start_url: './',
 	display: 'standalone' as const,
-	background_color: THEME_COLORS.BACKGROUND_LIGHT,
-	theme_color: THEME_COLORS.BACKGROUND_LIGHT,
 	icons: [
-		{ src: 'pwa-64x64.png', sizes: '64x64', type: 'image/png' },
-		{ src: 'pwa-192x192.png', sizes: '192x192', type: 'image/png' },
-		{ src: 'pwa-512x512.png', sizes: '512x512', type: 'image/png', purpose: 'any' as const },
+		{ sizes: '64x64', src: 'pwa-64x64.png', type: 'image/png' },
+		{ sizes: '192x192', src: 'pwa-192x192.png', type: 'image/png' },
+		{ purpose: 'any' as const, sizes: '512x512', src: 'pwa-512x512.png', type: 'image/png' },
 		{
-			src: 'maskable-icon-512x512.png',
+			purpose: 'maskable' as const,
 			sizes: '512x512',
-			type: 'image/png',
-			purpose: 'maskable' as const
+			src: 'maskable-icon-512x512.png',
+			type: 'image/png'
 		}
-	]
+	],
+	name: APP_NAME,
+	short_name: APP_NAME,
+	start_url: './',
+	theme_color: THEME_COLORS.BACKGROUND_LIGHT
 };
 
 export const PWA_ICON_PATHS = {
+	MASKABLE_512: '/maskable-icon-512x512.png',
 	PWA_64: '/pwa-64x64.png',
 	PWA_192: '/pwa-192x192.png',
-	PWA_512: '/pwa-512x512.png',
-	MASKABLE_512: '/maskable-icon-512x512.png'
+	PWA_512: '/pwa-512x512.png'
 } as const;
 
 /** Apple device dimensions (logical points) and DPR, from Apple HIG. */
 export const APPLE_DEVICES = {
+	'640x1136': { dpr: 2, height: 568, width: 320 }, // iPhone 6/7/8 Plus
+	'744x1133': { dpr: 2, height: 573, width: 376 }, // iPad mini 8.3"
+	'750x1334': { dpr: 2, height: 667, width: 375 }, // iPhone 6/7/8, 14
+	'1032x1376': { dpr: 2, height: 1376, width: 1032 }, // iPad Air 13"
 	// iPhones (DPR 3)
-	'1170x2532': { width: 390, height: 844, dpr: 3 }, // iPhone 13, 15
-	'1179x2556': { width: 393, height: 852, dpr: 3 }, // iPhone 14, 15 Pro, 16
-	'1206x2622': { width: 402, height: 874, dpr: 3 }, // iPhone 16 Plus, 16e
-	'1284x2778': { width: 428, height: 926, dpr: 3 }, // iPhone 15 Plus
-	'1290x2796': { width: 430, height: 932, dpr: 3 }, // iPhone 15 Pro Max, 16 Pro
-	'1320x2868': { width: 440, height: 956, dpr: 3 }, // iPhone 16 Pro Max
-	'750x1334': { width: 375, height: 667, dpr: 2 }, // iPhone 6/7/8, 14
-	'640x1136': { width: 320, height: 568, dpr: 2 }, // iPhone 6/7/8 Plus
+	'1170x2532': { dpr: 3, height: 844, width: 390 }, // iPhone 13, 15
+	'1179x2556': { dpr: 3, height: 852, width: 393 }, // iPhone 14, 15 Pro, 16
+	'1206x2622': { dpr: 3, height: 874, width: 402 }, // iPhone 16 Plus, 16e
+	'1284x2778': { dpr: 3, height: 926, width: 428 }, // iPhone 15 Plus
+	'1290x2796': { dpr: 3, height: 932, width: 430 }, // iPhone 15 Pro Max, 16 Pro
+	'1320x2868': { dpr: 3, height: 956, width: 440 }, // iPhone 16 Pro Max
+	'1640x2360': { dpr: 2, height: 1180, width: 820 }, // iPad Air 10.9"
 	// iPads (DPR 2)
-	'1668x2388': { width: 834, height: 1194, dpr: 2 }, // iPad Air 11", iPad 11"
-	'2048x2732': { width: 1024, height: 1366, dpr: 2 }, // iPad Pro 12.9"
-	'1640x2360': { width: 820, height: 1180, dpr: 2 }, // iPad Air 10.9"
-	'1032x1376': { width: 1032, height: 1376, dpr: 2 }, // iPad Air 13"
-	'744x1133': { width: 376, height: 573, dpr: 2 } // iPad mini 8.3"
+	'1668x2388': { dpr: 2, height: 1194, width: 834 }, // iPad Air 11", iPad 11"
+	'2048x2732': { dpr: 2, height: 1366, width: 1024 } // iPad Pro 12.9"
 } as const;
 
 export type AppleDeviceKey = keyof typeof APPLE_DEVICES;
@@ -183,7 +183,6 @@ export const PUBLIC_ENDPOINTS = [
 	'/workbox-<hash>.js'
 ] as const;
 export const BUILD_CONFIG = {
-	OUTPUT_DIR: './dist',
 	GUIDE_COMMENT: `
 <!--
   This is a static build of the frontend.
@@ -191,12 +190,13 @@ export const BUILD_CONFIG = {
   Do not edit this file directly.
   To make changes, refer to the "Web UI" section in the README.
 -->
-`.trim()
+`.trim(),
+	OUTPUT_DIR: './dist'
 } as const;
 
 export const REGEX_PATTERNS = {
-	SPLASH_FILE: /^apple-splash-(portrait|landscape)-(dark-)?(\d+)x(\d+)\.png$/,
-	HEAD_CLOSE: /\t*<\/head>/
+	HEAD_CLOSE: /\t*<\/head>/,
+	SPLASH_FILE: /^apple-splash-(portrait|landscape)-(dark-)?(\d+)x(\d+)\.png$/
 } as const;
 
 // Device names used by @vite-pwa/assets-generator for splash screen generation.
@@ -235,22 +235,22 @@ export const PWA_GENERATOR_DEVICES = [
 // post-processed into the static favicon.svg so the in-app logo (which reads
 // src/lib/assets/logo.svg directly) is unaffected.
 export const PWA_ASSET_GENERATOR = {
-	LINK_PRESET: '2023',
-	FAVICON_PADDING: 0.04,
-	SPLASH_PADDING: 0.75,
-	FIT_MODE: 'contain',
 	ADD_MEDIA_SCREEN: true,
 	BASE_PATH: './',
-	XHTML: false,
+	DARK_PREFIX: 'dark-',
+	FAVICON_PADDING: 0.04,
+	FIT_MODE: 'contain',
+	LINK_PRESET: '2023',
 	PNG_COMPRESSION_LEVEL: 9,
 	PNG_QUALITY: 60,
-	DARK_PREFIX: 'dark-'
+	SPLASH_PADDING: 0.75,
+	XHTML: false
 } as const;
 
 export const CACHE_SETTINGS = {
-	IMMUTABLE_MAX_AGE_SECONDS: 31536000,
 	API_CACHE_MAX_AGE_SECONDS: 60 * 60 * 24,
 	API_CACHE_MAX_ENTRIES: 50,
+	IMMUTABLE_MAX_AGE_SECONDS: 31536000,
 	MAX_FILE_SIZE_BYTES: 10 * 1024 * 1024
 } as const;
 
@@ -271,35 +271,46 @@ export const SW_CONFIG = {
 
 // Runtime caching configuration for Workbox
 export const RUNTIME_CACHING = {
-	HANDLER: 'NetworkFirst',
-	CACHE_NAME: 'api-cache'
+	CACHE_NAME: 'api-cache',
+	HANDLER: 'NetworkFirst'
 } as const;
 
 // Workbox runtime caching patterns
 export const API_CACHING_PATTERNS = {
-	V1_API: /^\/v1\/.*/,
-	STATIC_API: /^\/(health|props|models|tools|slots|cors-proxy).*/
+	STATIC_API: /^\/(health|props|models|tools|slots|cors-proxy).*/,
+	V1_API: /^\/v1\/.*/
 } as const;
 
 // SvelteKit PWA plugin options
 export const PWA_KIT_OPTIONS = {} as const;
 
 export const APPLE_META_TAGS = {
-	MOBILE_WEB_APP_CAPABLE: { name: 'apple-mobile-web-app-capable', content: 'yes' },
-	STATUS_BAR_STYLE: { name: 'apple-mobile-web-app-status-bar-style', content: 'black-translucent' },
-	MOBILE_WEB_APP_TITLE: { name: 'apple-mobile-web-app-title' }
+	MOBILE_WEB_APP_CAPABLE: { content: 'yes', name: 'apple-mobile-web-app-capable' },
+	MOBILE_WEB_APP_TITLE: { name: 'apple-mobile-web-app-title' },
+	STATUS_BAR_STYLE: { content: 'black-translucent', name: 'apple-mobile-web-app-status-bar-style' }
 } as const;
 
 // Splash screen HTML link tag prefix used by generateSplashScreenLinks
 export const SPLASH_LINK = {
-	HTML: '<link rel="apple-touch-startup-image"',
-	DARK_MEDIA_SUFFIX: ' and (prefers-color-scheme: dark)'
+	DARK_MEDIA_SUFFIX: ' and (prefers-color-scheme: dark)',
+	HTML: '<link rel="apple-touch-startup-image"'
 } as const;
 
 // SvelteKit PWA plugin configuration — used by @vite.config.ts
 import type { SvelteKitPWAOptions } from '@vite-pwa/sveltekit';
 
 export const SVELTEKIT_PWA_OPTIONS: SvelteKitPWAOptions = {
+	devOptions: {
+		enabled: true,
+		suppressWarnings: true
+	},
+
+	// SvelteKit-specific options
+	kit: {
+		// Include version file for proper cache invalidation
+		includeVersionFile: true
+	},
+
 	// Strategy: generateSW - the plugin generates a service worker automatically
 	// using Workbox. For a custom SW, use 'injectManifest' instead.
 	// Manifest configuration
@@ -324,38 +335,27 @@ export const SVELTEKIT_PWA_OPTIONS: SvelteKitPWAOptions = {
 		// Runtime caching for API calls - use NetworkFirst so APIs are always fresh
 		runtimeCaching: [
 			{
-				urlPattern: API_CACHING_PATTERNS.V1_API,
 				handler: RUNTIME_CACHING.HANDLER,
 				options: {
 					cacheName: RUNTIME_CACHING.CACHE_NAME,
 					expiration: {
-						maxEntries: CACHE_SETTINGS.API_CACHE_MAX_ENTRIES,
-						maxAgeSeconds: CACHE_SETTINGS.API_CACHE_MAX_AGE_SECONDS
+						maxAgeSeconds: CACHE_SETTINGS.API_CACHE_MAX_AGE_SECONDS,
+						maxEntries: CACHE_SETTINGS.API_CACHE_MAX_ENTRIES
 					}
-				}
+				},
+				urlPattern: API_CACHING_PATTERNS.V1_API
 			},
 			{
-				urlPattern: API_CACHING_PATTERNS.STATIC_API,
 				handler: RUNTIME_CACHING.HANDLER,
 				options: {
 					cacheName: RUNTIME_CACHING.CACHE_NAME,
 					expiration: {
-						maxEntries: CACHE_SETTINGS.API_CACHE_MAX_ENTRIES,
-						maxAgeSeconds: CACHE_SETTINGS.API_CACHE_MAX_AGE_SECONDS
+						maxAgeSeconds: CACHE_SETTINGS.API_CACHE_MAX_AGE_SECONDS,
+						maxEntries: CACHE_SETTINGS.API_CACHE_MAX_ENTRIES
 					}
-				}
+				},
+				urlPattern: API_CACHING_PATTERNS.STATIC_API
 			}
 		]
-	},
-
-	devOptions: {
-		enabled: true,
-		suppressWarnings: true
-	},
-
-	// SvelteKit-specific options
-	kit: {
-		// Include version file for proper cache invalidation
-		includeVersionFile: true
 	}
 };
diff --git a/tools/ui/src/lib/constants/reasoning-effort-tokens.ts b/tools/ui/src/lib/constants/reasoning-effort-tokens.ts
index 059af71de..a0c244e5e 100644
--- a/tools/ui/src/lib/constants/reasoning-effort-tokens.ts
+++ b/tools/ui/src/lib/constants/reasoning-effort-tokens.ts
@@ -5,8 +5,8 @@ import { ReasoningEffort } from '$lib/enums';
  * Maps the ReasoningEffort enum values to concrete token counts for the server.
  */
 export const REASONING_EFFORT_TOKENS: Record<string, number> = {
-	[ReasoningEffort.LOW]: 512,
-	[ReasoningEffort.MEDIUM]: 2048,
 	[ReasoningEffort.HIGH]: 8192,
-	[ReasoningEffort.MAX]: -1 // unlimited
+	[ReasoningEffort.LOW]: 512,
+	[ReasoningEffort.MAX]: -1, // unlimited
+	[ReasoningEffort.MEDIUM]: 2048
 };
diff --git a/tools/ui/src/lib/constants/reasoning-effort.ts b/tools/ui/src/lib/constants/reasoning-effort.ts
index f21ea588a..4cbb7388b 100644
--- a/tools/ui/src/lib/constants/reasoning-effort.ts
+++ b/tools/ui/src/lib/constants/reasoning-effort.ts
@@ -7,18 +7,18 @@ import type { ReasoningEffortLevel } from '$lib/types';
  */
 export const REASONING_EFFORT_LABELS: Record<string, string> = {
 	[ReasoningEffort.DEFAULT]: 'Default',
-	[ReasoningEffort.OFF]: 'Off',
+	[ReasoningEffort.HIGH]: 'High',
 	[ReasoningEffort.LOW]: 'Low',
+	[ReasoningEffort.MAX]: 'Max',
 	[ReasoningEffort.MEDIUM]: 'Medium',
-	[ReasoningEffort.HIGH]: 'High',
-	[ReasoningEffort.MAX]: 'Max'
+	[ReasoningEffort.OFF]: 'Off'
 };
 
 export const REASONING_EFFORT_LEVELS: ReasoningEffortLevel[] = [
-	{ value: ReasoningEffort.DEFAULT, label: 'Default' },
-	{ value: ReasoningEffort.OFF, label: 'Off' },
-	{ value: ReasoningEffort.LOW, label: 'Low' },
-	{ value: ReasoningEffort.MEDIUM, label: 'Medium' },
-	{ value: ReasoningEffort.HIGH, label: 'High' },
-	{ value: ReasoningEffort.MAX, label: 'Max', hasInfo: true }
+	{ label: 'Default', value: ReasoningEffort.DEFAULT },
+	{ label: 'Off', value: ReasoningEffort.OFF },
+	{ label: 'Low', value: ReasoningEffort.LOW },
+	{ label: 'Medium', value: ReasoningEffort.MEDIUM },
+	{ label: 'High', value: ReasoningEffort.HIGH },
+	{ hasInfo: true, label: 'Max', value: ReasoningEffort.MAX }
 ];
diff --git a/tools/ui/src/lib/constants/recommended-mcp-servers.ts b/tools/ui/src/lib/constants/recommended-mcp-servers.ts
index f8ca18cfe..6a550ee96 100644
--- a/tools/ui/src/lib/constants/recommended-mcp-servers.ts
+++ b/tools/ui/src/lib/constants/recommended-mcp-servers.ts
@@ -6,33 +6,33 @@ import type { RecommendedMCPServer } from '$lib/types';
 // after the user clicks Add.
 export const RECOMMENDED_MCP_SERVERS: RecommendedMCPServer[] = [
 	{
+		description: 'Search the web and fetch full page content as clean markdown.',
+		iconUrl: '/recommended-mcp/exa.ico',
 		id: 'exa',
 		name: 'Exa',
-		description: 'Search the web and fetch full page content as clean markdown.',
-		url: 'https://mcp.exa.ai/mcp',
-		iconUrl: '/recommended-mcp/exa.ico'
+		url: 'https://mcp.exa.ai/mcp'
 	},
 	{
+		description: 'Search and browse AI models, datasets, spaces, and docs on the Hugging Face Hub.',
+		iconUrl: '/recommended-mcp/huggingface.ico',
 		id: 'huggingface',
 		name: 'Hugging Face',
-		description: 'Search and browse AI models, datasets, spaces, and docs on the Hugging Face Hub.',
-		url: 'https://huggingface.co/mcp',
-		iconUrl: '/recommended-mcp/huggingface.ico'
+		url: 'https://huggingface.co/mcp'
 	},
 	{
-		id: 'github',
-		name: 'GitHub',
 		description: 'Search repositories, issues, pull requests and interact with code on GitHub.',
-		url: 'https://api.githubcopilot.com/mcp',
-		iconUrlLight: '/recommended-mcp/github-light.png',
 		iconUrlDark: '/recommended-mcp/github-dark.png',
-		needsAuthorization: true
+		iconUrlLight: '/recommended-mcp/github-light.png',
+		id: 'github',
+		name: 'GitHub',
+		needsAuthorization: true,
+		url: 'https://api.githubcopilot.com/mcp'
 	},
 	{
+		description: 'Browse up-to-date documentation and code examples for libraries and frameworks.',
+		iconUrl: '/recommended-mcp/context7.png',
 		id: 'context7',
 		name: 'Context7',
-		description: 'Browse up-to-date documentation and code examples for libraries and frameworks.',
-		url: 'https://mcp.context7.com/mcp',
-		iconUrl: '/recommended-mcp/context7.png'
+		url: 'https://mcp.context7.com/mcp'
 	}
 ];
diff --git a/tools/ui/src/lib/constants/routes.ts b/tools/ui/src/lib/constants/routes.ts
index 0d6b5942f..84b0f5300 100644
--- a/tools/ui/src/lib/constants/routes.ts
+++ b/tools/ui/src/lib/constants/routes.ts
@@ -1,28 +1,38 @@
-export const NEW_CHAT_PARAM = 'new_chat';
+/** Query params the chat routes read from the URL. */
+export const URL_PARAMS = {
+	/** Load the selected model instead of waiting for the first message. */
+	LOAD: 'load',
+	/** Model to select. */
+	MODEL: 'model',
+	/** Start a new chat. */
+	NEW_CHAT: 'new_chat',
+	/** Prompt to send on arrival. */
+	QUERY: 'q'
+} as const;
 
 /** Settings section slugs — used for routes and navigation. */
 export const SETTINGS_SECTION_SLUGS = {
-	GENERAL: 'general',
-	DISPLAY: 'display',
-	SAMPLING: 'sampling',
-	PENALTIES: 'penalties',
 	AGENTIC: 'agentic',
 	DEVELOPER: 'developer',
-	TOOLS: 'tools',
-	IMPORT_EXPORT: 'import-export'
+	DISPLAY: 'display',
+	GENERAL: 'general',
+	IMPORT_EXPORT: 'import-export',
+	PENALTIES: 'penalties',
+	SAMPLING: 'sampling',
+	TOOLS: 'tools'
 } as const;
 
 export const ROUTES = {
-	/** Root — start of the app. */
-	START: '#/',
-	/** New chat — root with new chat query param. */
-	NEW_CHAT: `?${NEW_CHAT_PARAM}=true#/`,
 	/** Chat base — for dynamic chat URLs use RouterService. */
 	CHAT: '#/chat',
 	/** MCP servers. */
 	MCP_SERVERS: '#/mcp-servers',
+	/** New chat — root with new chat query param. */
+	NEW_CHAT: `?${URL_PARAMS.NEW_CHAT}=true#/`,
+	/** Search — mobile-only full-page conversation search. */
+	SEARCH: '#/search',
 	/** Settings base — for dynamic settings URLs use RouterService. */
 	SETTINGS: '#/settings',
-	/** Search — mobile-only full-page conversation search. */
-	SEARCH: '#/search'
+	/** Root — start of the app. */
+	START: '#/'
 } as const;
diff --git a/tools/ui/src/lib/constants/sandbox.ts b/tools/ui/src/lib/constants/sandbox.ts
index 381621de6..11e5fcf8f 100644
--- a/tools/ui/src/lib/constants/sandbox.ts
+++ b/tools/ui/src/lib/constants/sandbox.ts
@@ -31,27 +31,27 @@ IMPORTANT:Identifier 'nerdamer' has already been declared, use it directly`;
  */
 export function buildSandboxToolDefinition(includeSymbolicMath: boolean): OpenAIToolDefinition {
 	return {
-		type: ToolCallType.FUNCTION,
 		function: {
-			name: SANDBOX_TOOL_NAME,
 			description: includeSymbolicMath
 				? `Execute JS in a sandboxed browser worker (no DOM/page access). Top-level await ok; console.log for intermediates; top-level return is captured as result.${NERDAMER_DESCRIPTION}`
 				: 'Execute JS in a sandboxed browser worker (no DOM/page access). Top-level await ok; console.log for intermediates; top-level return is captured as result.',
+			name: SANDBOX_TOOL_NAME,
 			parameters: {
-				type: JsonSchemaType.OBJECT,
 				properties: {
 					code: {
-						type: JsonSchemaType.STRING,
-						description: 'JavaScript source to execute'
+						description: 'JavaScript source to execute',
+						type: JsonSchemaType.STRING
 					},
 					timeout_ms: {
-						type: JsonSchemaType.NUMBER,
-						description: `Execution timeout in milliseconds, default ${SANDBOX_TIMEOUT_MS_DEFAULT}, max ${SANDBOX_TIMEOUT_MS_MAX}`
+						description: `Execution timeout in milliseconds, default ${SANDBOX_TIMEOUT_MS_DEFAULT}, max ${SANDBOX_TIMEOUT_MS_MAX}`,
+						type: JsonSchemaType.NUMBER
 					}
 				},
-				required: ['code']
+				required: ['code'],
+				type: JsonSchemaType.OBJECT
 			}
-		}
+		},
+		type: ToolCallType.FUNCTION
 	};
 }
 
diff --git a/tools/ui/src/lib/constants/settings-keys.ts b/tools/ui/src/lib/constants/settings-keys.ts
index 265507a5b..b53d11048 100644
--- a/tools/ui/src/lib/constants/settings-keys.ts
+++ b/tools/ui/src/lib/constants/settings-keys.ts
@@ -5,70 +5,72 @@
  * in settings field configurations to ensure consistency.
  */
 export const SETTINGS_KEYS = {
-	// General
-	THEME: 'theme',
+	AGENTIC_MAX_TURNS: 'agenticMaxTurns',
+	ALWAYS_SHOW_SIDEBAR_ON_DESKTOP: 'alwaysShowSidebarOnDesktop',
+	ALWAYS_SHOW_TOOL_CALL_CONTENT: 'alwaysShowToolCallContent',
 	API_KEY: 'apiKey',
-	SYSTEM_MESSAGE: 'systemMessage',
-	PASTE_LONG_TEXT_TO_FILE_LEN: 'pasteLongTextToFileLen',
+	AUTO_MIC_ON_EMPTY: 'autoMicOnEmpty',
+	BACKEND_SAMPLING: 'backend_sampling',
 	COPY_TEXT_ATTACHMENTS_AS_PLAIN_TEXT: 'copyTextAttachmentsAsPlainText',
-	SEND_ON_ENTER: 'sendOnEnter',
+	CUSTOM_CSS: 'customCss',
+	// PY_INTERPRETER_ENABLED: 'pyInterpreterEnabled',
+	CUSTOM_JSON: 'customJson',
+	DISABLE_AUTO_SCROLL: 'disableAutoScroll',
+	// Developer
+	DISABLE_REASONING_PARSING: 'disableReasoningParsing',
+	DRY_ALLOWED_LENGTH: 'dry_allowed_length',
+	DRY_BASE: 'dry_base',
+	DRY_MULTIPLIER: 'dry_multiplier',
+	DRY_PENALTY_LAST_N: 'dry_penalty_last_n',
+	DYNATEMP_EXPONENT: 'dynatemp_exponent',
+	DYNATEMP_RANGE: 'dynatemp_range',
 	ENABLE_CONTINUE_GENERATION: 'enableContinueGeneration',
-	PDF_AS_IMAGE: 'pdfAsImage',
-	TITLE_GENERATION_USE_FIRST_LINE: 'titleGenerationUseFirstLine',
-	TITLE_GENERATION_USE_LLM: 'titleGenerationUseLLM',
-	TITLE_GENERATION_PROMPT: 'titleGenerationPrompt',
+	EXCLUDE_REASONING_FROM_CONTEXT: 'excludeReasoningFromContext',
+	FREQUENCY_PENALTY: 'frequency_penalty',
+	FULL_HEIGHT_CODE_BLOCKS: 'fullHeightCodeBlocks',
+	JS_SANDBOX_ENABLED: 'jsSandboxEnabled',
 	MAX_IMAGE_RESOLUTION: 'maxImageMPixels',
+	MAX_TOKENS: 'max_tokens',
+	MCP_REQUEST_TIMEOUT_SECONDS: 'mcpRequestTimeoutSeconds',
+	// MCP
+	MCP_SERVERS: 'mcpServers',
+	MENTION_SEARCH_MAX_DEPTH: 'mentionSearchMaxDepth',
+	MIN_P: 'min_p',
+	PASTE_LONG_TEXT_TO_FILE_LEN: 'pasteLongTextToFileLen',
+	PDF_AS_IMAGE: 'pdfAsImage',
+	// Performance
+	PRE_ENCODE_CONVERSATION: 'preEncodeConversation',
+	PRESENCE_PENALTY: 'presence_penalty',
+	RENDER_THINKING_AS_MARKDOWN: 'renderThinkingAsMarkdown',
+	RENDER_USER_CONTENT_AS_MARKDOWN: 'renderUserContentAsMarkdown',
+	// Penalties
+	REPEAT_LAST_N: 'repeat_last_n',
+	REPEAT_PENALTY: 'repeat_penalty',
+	SAMPLERS: 'samplers',
+	SEND_ON_ENTER: 'sendOnEnter',
+	SHOW_AGENTIC_TURN_STATS: 'showAgenticTurnStats',
+	SHOW_BUILD_VERSION: 'showBuildVersion',
+	SHOW_FULL_PATH_IN_MENTIONS: 'showFullPathInMentions',
 	// Display
 	SHOW_MESSAGE_STATS: 'showMessageStats',
-	SHOW_AGENTIC_TURN_STATS: 'showAgenticTurnStats',
-	SHOW_THOUGHT_IN_PROGRESS: 'showThoughtInProgress',
-	AUTO_MIC_ON_EMPTY: 'autoMicOnEmpty',
-	RENDER_USER_CONTENT_AS_MARKDOWN: 'renderUserContentAsMarkdown',
-	DISABLE_AUTO_SCROLL: 'disableAutoScroll',
-	ALWAYS_SHOW_SIDEBAR_ON_DESKTOP: 'alwaysShowSidebarOnDesktop',
-	FULL_HEIGHT_CODE_BLOCKS: 'fullHeightCodeBlocks',
-	SHOW_RAW_MODEL_NAMES: 'showRawModelNames',
 	SHOW_MODEL_QUANTIZATION: 'showModelQuantization',
 	SHOW_MODEL_TAGS: 'showModelTags',
-	SHOW_BUILD_VERSION: 'showBuildVersion',
+	SHOW_RAW_MODEL_NAMES: 'showRawModelNames',
+	SHOW_RAW_OUTPUT_SWITCH: 'showRawOutputSwitch',
 	SHOW_SYSTEM_MESSAGE: 'showSystemMessage',
-	RENDER_THINKING_AS_MARKDOWN: 'renderThinkingAsMarkdown',
+	SHOW_THOUGHT_IN_PROGRESS: 'showThoughtInProgress',
+	SYMBOLIC_MATH_ENABLED: 'symbolicMathEnabled',
+	SYSTEM_MESSAGE: 'systemMessage',
 	// Sampling
 	TEMPERATURE: 'temperature',
-	DYNATEMP_RANGE: 'dynatemp_range',
-	DYNATEMP_EXPONENT: 'dynatemp_exponent',
+	// General
+	THEME: 'theme',
+	TITLE_GENERATION_PROMPT: 'titleGenerationPrompt',
+	TITLE_GENERATION_USE_FIRST_LINE: 'titleGenerationUseFirstLine',
+	TITLE_GENERATION_USE_LLM: 'titleGenerationUseLLM',
 	TOP_K: 'top_k',
 	TOP_P: 'top_p',
-	MIN_P: 'min_p',
-	XTC_PROBABILITY: 'xtc_probability',
-	XTC_THRESHOLD: 'xtc_threshold',
 	TYP_P: 'typ_p',
-	MAX_TOKENS: 'max_tokens',
-	SAMPLERS: 'samplers',
-	BACKEND_SAMPLING: 'backend_sampling',
-	// Penalties
-	REPEAT_LAST_N: 'repeat_last_n',
-	REPEAT_PENALTY: 'repeat_penalty',
-	PRESENCE_PENALTY: 'presence_penalty',
-	FREQUENCY_PENALTY: 'frequency_penalty',
-	DRY_MULTIPLIER: 'dry_multiplier',
-	DRY_BASE: 'dry_base',
-	DRY_ALLOWED_LENGTH: 'dry_allowed_length',
-	DRY_PENALTY_LAST_N: 'dry_penalty_last_n',
-	// MCP
-	MCP_SERVERS: 'mcpServers',
-	MCP_REQUEST_TIMEOUT_SECONDS: 'mcpRequestTimeoutSeconds',
-	AGENTIC_MAX_TURNS: 'agenticMaxTurns',
-	ALWAYS_SHOW_TOOL_CALL_CONTENT: 'alwaysShowToolCallContent',
-	// Performance
-	PRE_ENCODE_CONVERSATION: 'preEncodeConversation',
-	// Developer
-	DISABLE_REASONING_PARSING: 'disableReasoningParsing',
-	EXCLUDE_REASONING_FROM_CONTEXT: 'excludeReasoningFromContext',
-	SHOW_RAW_OUTPUT_SWITCH: 'showRawOutputSwitch',
-	JS_SANDBOX_ENABLED: 'jsSandboxEnabled',
-	SYMBOLIC_MATH_ENABLED: 'symbolicMathEnabled',
-	// PY_INTERPRETER_ENABLED: 'pyInterpreterEnabled',
-	CUSTOM_JSON: 'customJson',
-	CUSTOM_CSS: 'customCss'
+	XTC_PROBABILITY: 'xtc_probability',
+	XTC_THRESHOLD: 'xtc_threshold'
 } as const;
diff --git a/tools/ui/src/lib/constants/settings-registry.ts b/tools/ui/src/lib/constants/settings-registry.ts
index 4d52146c8..ada029a33 100644
--- a/tools/ui/src/lib/constants/settings-registry.ts
+++ b/tools/ui/src/lib/constants/settings-registry.ts
@@ -1,59 +1,62 @@
-import { ColorMode } from '$lib/enums/ui.enums';
-import { SettingsFieldType } from '$lib/enums/settings.enums';
-import { SyncableParameterType } from '$lib/enums';
+import { CLI_FLAGS } from './cli-flags';
+import { DEFAULT_MCP_CONFIG } from './mcp';
+import { ROUTES, SETTINGS_SECTION_SLUGS } from './routes';
+import { SETTINGS_KEYS } from './settings-keys';
+import { TITLE_GENERATION } from './title-generation';
+import {
+	FILE_GLOB_SEARCH_PICKERS_DEFAULT_SEARCH_DEPTH,
+	FILE_GLOB_SEARCH_PICKERS_MAX_SEARCH_DEPTH
+} from './working-directory';
 import {
-	Funnel,
 	AlertTriangle,
 	Code,
-	Monitor,
-	ListRestart,
-	Sliders,
-	PencilRuler,
 	Database,
+	Funnel,
+	ListRestart,
+	Monitor,
 	Monitor as MonitorIcon,
-	Sun,
-	Moon
+	Moon,
+	PencilRuler,
+	Sliders,
+	Sun
 } from '@lucide/svelte';
-import type { Component } from 'svelte';
+import { SyncableParameterType } from '$lib/enums';
+import { SettingsFieldType } from '$lib/enums/settings.enums';
+import { ColorMode } from '$lib/enums/ui.enums';
 import type {
 	SettingsConfigValue,
-	SyncableParameter,
 	SettingsEntry,
-	SettingsSectionTitle,
+	SettingsSection,
 	SettingsSectionEntry,
-	SettingsSection
+	SettingsSectionTitle,
+	SyncableParameter
 } from '$lib/types';
-import { CLI_FLAGS, DEFAULT_MCP_CONFIG } from '$lib/constants';
-import { SETTINGS_KEYS } from './settings-keys';
-import { ROUTES, SETTINGS_SECTION_SLUGS } from './routes';
-import { TITLE_GENERATION } from './title-generation';
+import type { Component } from 'svelte';
 
 export const SETTINGS_SECTION_TITLES = {
-	GENERAL: 'General',
-	DISPLAY: 'Display',
-	SAMPLING: 'Sampling',
-	PENALTIES: 'Penalties',
 	AGENTIC: 'Agentic',
-	TOOLS: 'Tools',
+	DEVELOPER: 'Developer',
+	DISPLAY: 'Display',
+	GENERAL: 'General',
 	IMPORT_EXPORT: 'Import/Export',
-	DEVELOPER: 'Developer'
+	PENALTIES: 'Penalties',
+	SAMPLING: 'Sampling',
+	TOOLS: 'Tools'
 } as const;
 
 const STANDALONE_SECTIONS: { title: SettingsSectionTitle; slug: string; icon: Component }[] = [
-	{ title: SETTINGS_SECTION_TITLES.TOOLS, slug: SETTINGS_SECTION_SLUGS.TOOLS, icon: PencilRuler },
+	{ icon: PencilRuler, slug: SETTINGS_SECTION_SLUGS.TOOLS, title: SETTINGS_SECTION_TITLES.TOOLS },
 	{
-		title: SETTINGS_SECTION_TITLES.IMPORT_EXPORT,
+		icon: Database,
 		slug: SETTINGS_SECTION_SLUGS.IMPORT_EXPORT,
-		icon: Database
+		title: SETTINGS_SECTION_TITLES.IMPORT_EXPORT
 	}
 ];
-
 const COLOR_MODE_OPTIONS: Array<{ value: string; label: string; icon: Component }> = [
-	{ value: ColorMode.SYSTEM, label: 'System', icon: MonitorIcon },
-	{ value: ColorMode.LIGHT, label: 'Light', icon: Sun },
-	{ value: ColorMode.DARK, label: 'Dark', icon: Moon }
+	{ icon: MonitorIcon, label: 'System', value: ColorMode.SYSTEM },
+	{ icon: Sun, label: 'Light', value: ColorMode.LIGHT },
+	{ icon: Moon, label: 'Dark', value: ColorMode.DARK }
 ];
-
 // Shared options for the title-generation radio group. Both paired registry entries
 // (USE_FIRST_LINE, USE_LLM) reference this list so labels stay in lockstep.
 const TITLE_GENERATION_RADIO_OPTIONS: Array<{
@@ -63,595 +66,612 @@ const TITLE_GENERATION_RADIO_OPTIONS: Array<{
 	isExperimental?: boolean;
 }> = [
 	{
-		value: 'firstLine',
+		key: SETTINGS_KEYS.TITLE_GENERATION_USE_FIRST_LINE,
 		label: 'Use first non-empty line for the conversation title',
-		key: SETTINGS_KEYS.TITLE_GENERATION_USE_FIRST_LINE
+		value: 'firstLine'
 	},
 	{
-		value: 'llm',
-		label: 'Generate title with LLM',
+		isExperimental: true,
 		key: SETTINGS_KEYS.TITLE_GENERATION_USE_LLM,
-		isExperimental: true
+		label: 'Generate title with LLM',
+		value: 'llm'
 	}
 ];
-
 // Common shape for the conversation title radio entry.
 const TITLE_GENERATION_BASE = {
-	type: SettingsFieldType.RADIO,
+	radioOptions: TITLE_GENERATION_RADIO_OPTIONS,
 	section: SETTINGS_SECTION_SLUGS.GENERAL,
-	radioOptions: TITLE_GENERATION_RADIO_OPTIONS
+	type: SettingsFieldType.RADIO
 } as const;
-
 const SETTINGS_REGISTRY: Record<string, SettingsSectionEntry> = {
-	[SETTINGS_SECTION_SLUGS.GENERAL]: {
-		title: SETTINGS_SECTION_TITLES.GENERAL,
-		slug: SETTINGS_SECTION_SLUGS.GENERAL,
-		icon: Sliders,
+	[SETTINGS_SECTION_SLUGS.AGENTIC]: {
+		icon: ListRestart,
 		settings: [
 			{
-				key: SETTINGS_KEYS.THEME,
-				label: 'Theme',
-				help: 'Choose the color theme for the interface. You can choose between System (follows your device settings), Light, or Dark.',
-				defaultValue: ColorMode.SYSTEM,
-				type: SettingsFieldType.SELECT,
-				section: SETTINGS_SECTION_SLUGS.GENERAL,
-				options: COLOR_MODE_OPTIONS
-			},
-			{
-				key: SETTINGS_KEYS.API_KEY,
-				label: 'API Key',
-				help: `Set the API Key if you are using <code> ${CLI_FLAGS.API_KEY} </code> option for the server.`,
-				defaultValue: '',
-				type: SettingsFieldType.INPUT,
-				section: SETTINGS_SECTION_SLUGS.GENERAL
+				defaultValue: 10,
+				help: 'Maximum number of tool execution cycles before stopping (prevents infinite loops).',
+				isPositiveInteger: true,
+				key: SETTINGS_KEYS.AGENTIC_MAX_TURNS,
+				label: 'Agentic turns',
+				section: SETTINGS_SECTION_SLUGS.AGENTIC,
+				type: SettingsFieldType.INPUT
 			},
 			{
-				key: SETTINGS_KEYS.SYSTEM_MESSAGE,
-				label: 'System Message',
-				help: 'The starting message that defines how model should behave.',
-				defaultValue: '',
-				type: SettingsFieldType.TEXTAREA,
-				section: SETTINGS_SECTION_SLUGS.GENERAL
+				defaultValue: DEFAULT_MCP_CONFIG.requestTimeoutSeconds,
+				help: 'Timeout for individual MCP tool calls.',
+				isPositiveInteger: true,
+				key: SETTINGS_KEYS.MCP_REQUEST_TIMEOUT_SECONDS,
+				label: 'MCP request timeout (seconds)',
+				section: SETTINGS_SECTION_SLUGS.AGENTIC,
+				type: SettingsFieldType.INPUT
 			},
 			{
-				key: SETTINGS_KEYS.PASTE_LONG_TEXT_TO_FILE_LEN,
-				label: 'Paste long text to file length',
-				help: 'On pasting long text, it will be converted to a file. You can control the file length by setting the value of this parameter. Value 0 means disable.',
-				defaultValue: 2500,
-				type: SettingsFieldType.INPUT,
-				section: SETTINGS_SECTION_SLUGS.GENERAL
-			},
+				defaultValue: FILE_GLOB_SEARCH_PICKERS_DEFAULT_SEARCH_DEPTH,
+				help: 'How many directory levels below the working directory the @-mention file search descends. Larger values surface deeply nested files but take longer on large trees.',
+				isPositiveInteger: true,
+				key: SETTINGS_KEYS.MENTION_SEARCH_MAX_DEPTH,
+				label: 'Mention search depth',
+				max: FILE_GLOB_SEARCH_PICKERS_MAX_SEARCH_DEPTH,
+				min: 1,
+				placeholder: `${FILE_GLOB_SEARCH_PICKERS_DEFAULT_SEARCH_DEPTH}`,
+				section: SETTINGS_SECTION_SLUGS.AGENTIC,
+				type: SettingsFieldType.INPUT
+			}
+		],
+		slug: SETTINGS_SECTION_SLUGS.AGENTIC,
+		title: SETTINGS_SECTION_TITLES.AGENTIC
+	},
+	[SETTINGS_SECTION_SLUGS.DEVELOPER]: {
+		icon: Code,
+		settings: [
 			{
-				key: SETTINGS_KEYS.SEND_ON_ENTER,
-				label: 'Send message on Enter',
-				help: 'Use Enter to send messages and Shift + Enter for new lines. When disabled, use Ctrl/Cmd + Enter.',
-				defaultValue: true,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.GENERAL
+				defaultValue: false,
+				help: 'After each response, re-submit the conversation to pre-fill the server KV cache. Makes the next turn faster since the prompt is already encoded while you read the response.',
+				key: SETTINGS_KEYS.PRE_ENCODE_CONVERSATION,
+				label: 'Pre-fill KV cache after response',
+				section: SETTINGS_SECTION_SLUGS.DEVELOPER,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
-				key: SETTINGS_KEYS.AUTO_MIC_ON_EMPTY,
-				label: 'Show microphone on empty input',
-				help: 'Automatically show microphone button instead of send button when textarea is empty for models with audio modality support.',
 				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.GENERAL,
-				isExperimental: true
+				help: 'Send reasoning_format=none so the server returns thinking tokens inline instead of extracting them into a separate field.',
+				key: SETTINGS_KEYS.DISABLE_REASONING_PARSING,
+				label: 'Disable reasoning content parsing',
+				section: SETTINGS_SECTION_SLUGS.DEVELOPER,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
-				key: SETTINGS_KEYS.ENABLE_CONTINUE_GENERATION,
-				label: 'Enable "Continue" button',
-				help: 'Enable "Continue" button for assistant messages, including reasoning models.',
 				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.GENERAL,
-				isExperimental: true
+				help: 'Strip thinking from previous messages before sending. When off, thinking is sent back via the reasoning_content field so the model sees its own chain-of-thought across turns.',
+				key: SETTINGS_KEYS.EXCLUDE_REASONING_FROM_CONTEXT,
+				label: 'Exclude reasoning from context',
+				section: SETTINGS_SECTION_SLUGS.DEVELOPER,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
-				...TITLE_GENERATION_BASE,
-				key: SETTINGS_KEYS.TITLE_GENERATION_USE_FIRST_LINE,
-				label: 'Conversation title',
-				help: 'Choose how conversation titles are generated. The first non-empty line uses a fast deterministic rule; the LLM option uses a model-generated title from the first message exchange.',
-				defaultValue: true
+				defaultValue: false,
+				help: 'Show toggle button to display messages as plain text instead of Markdown-formatted content',
+				key: SETTINGS_KEYS.SHOW_RAW_OUTPUT_SWITCH,
+				label: 'Enable raw output toggle',
+				section: SETTINGS_SECTION_SLUGS.DEVELOPER,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
-				key: SETTINGS_KEYS.TITLE_GENERATION_PROMPT,
-				label: 'LLM title generation prompt',
-				help: 'Optional template for the title generation prompt. Use {{USER}} for the user message and {{ASSISTANT}} for the assistant message.',
-				defaultValue: TITLE_GENERATION.DEFAULT_PROMPT,
-				type: SettingsFieldType.TEXTAREA,
-				section: SETTINGS_SECTION_SLUGS.GENERAL,
-				dependsOn: SETTINGS_KEYS.TITLE_GENERATION_USE_LLM
+				defaultValue: false,
+				help: 'Expose a run_javascript tool to the model. Code runs in a Web Worker inside a sandboxed iframe with an opaque origin, isolated from the WebUI and its API, with a hard timeout.',
+				key: SETTINGS_KEYS.JS_SANDBOX_ENABLED,
+				label: 'JavaScript sandbox tool',
+				section: SETTINGS_SECTION_SLUGS.DEVELOPER,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
-				key: SETTINGS_KEYS.COPY_TEXT_ATTACHMENTS_AS_PLAIN_TEXT,
-				label: 'Copy text attachments as plain text',
-				help: 'When copying a message with text attachments, combine them into a single plain text string instead of a special format that can be pasted back as attachments.',
 				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.GENERAL
+				dependsOn: SETTINGS_KEYS.JS_SANDBOX_ENABLED,
+				help: 'Pre-load nerdamer in the sandbox for symbolic computation: simplify, diff, integrate, solve, and more. Requires "JavaScript sandbox tool" to be enabled.',
+				key: SETTINGS_KEYS.SYMBOLIC_MATH_ENABLED,
+				label: 'Symbolic math (nerdamer)',
+				section: SETTINGS_SECTION_SLUGS.DEVELOPER,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
-				key: SETTINGS_KEYS.PDF_AS_IMAGE,
-				label: 'Parse PDF as image',
-				help: 'Parse PDF as image instead of text. Automatically falls back to text processing for non-vision models.',
-				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.GENERAL
+				defaultValue: '',
+				help: 'Custom JSON parameters to send to the API. Must be valid JSON format.',
+				key: SETTINGS_KEYS.CUSTOM_JSON,
+				label: 'Custom JSON',
+				section: SETTINGS_SECTION_SLUGS.DEVELOPER,
+				type: SettingsFieldType.TEXTAREA
 			},
 			{
-				key: SETTINGS_KEYS.MAX_IMAGE_RESOLUTION,
-				label: 'Maximum image resolution (megapixels)',
-				help: 'Images larger than this will be resized before sending to server. Set to 0 to disable.',
-				defaultValue: 0,
-				type: SettingsFieldType.INPUT,
-				section: SETTINGS_SECTION_SLUGS.GENERAL
+				defaultValue: '',
+				help: 'CSS injected into the page at runtime. Set it here, or ship it server side via the --ui-config customCss field.',
+				key: SETTINGS_KEYS.CUSTOM_CSS,
+				label: 'Custom CSS',
+				section: SETTINGS_SECTION_SLUGS.DEVELOPER,
+				type: SettingsFieldType.TEXTAREA
 			}
-		]
+		],
+		slug: SETTINGS_SECTION_SLUGS.DEVELOPER,
+		title: SETTINGS_SECTION_TITLES.DEVELOPER
 	},
 	[SETTINGS_SECTION_SLUGS.DISPLAY]: {
-		title: SETTINGS_SECTION_TITLES.DISPLAY,
-		slug: SETTINGS_SECTION_SLUGS.DISPLAY,
 		icon: Monitor,
 		settings: [
 			{
+				defaultValue: true,
+				help: 'Display generation statistics (tokens/second, token count, duration) below each assistant message.',
 				key: SETTINGS_KEYS.SHOW_MESSAGE_STATS,
 				label: 'Show message generation statistics',
-				help: 'Display generation statistics (tokens/second, token count, duration) below each assistant message.',
-				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.DISPLAY
+				section: SETTINGS_SECTION_SLUGS.DISPLAY,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
+				defaultValue: false,
+				dependsOn: SETTINGS_KEYS.SHOW_MESSAGE_STATS,
+				help: 'Display per-turn statistics (tokens, duration) under each turn in agentic responses. Shown only when "Show message generation statistics" is enabled.',
 				key: SETTINGS_KEYS.SHOW_AGENTIC_TURN_STATS,
 				label: 'Show statistics for individual agentic turns',
-				help: 'Display per-turn statistics (tokens, duration) under each turn in agentic responses. Shown only when "Show message generation statistics" is enabled.',
-				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
 				section: SETTINGS_SECTION_SLUGS.DISPLAY,
-				dependsOn: SETTINGS_KEYS.SHOW_MESSAGE_STATS
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
+				defaultValue: true,
+				help: 'Expand thought process by default when generating messages.',
 				key: SETTINGS_KEYS.SHOW_THOUGHT_IN_PROGRESS,
 				label: 'Show thought in progress',
-				help: 'Expand thought process by default when generating messages.',
-				defaultValue: true,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.DISPLAY
+				section: SETTINGS_SECTION_SLUGS.DISPLAY,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
+				defaultValue: false,
+				help: 'Automatically expand tool call details while executing and keep them expanded after completion.',
 				key: SETTINGS_KEYS.ALWAYS_SHOW_TOOL_CALL_CONTENT,
 				label: 'Always show tool call content',
-				help: 'Automatically expand tool call details while executing and keep them expanded after completion.',
-				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.DISPLAY
+				section: SETTINGS_SECTION_SLUGS.DISPLAY,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
+				defaultValue: true,
+				help: 'Render user messages using markdown formatting in the chat. Turn this off to keep a message exactly as typed; @-mention badges show either way.',
 				key: SETTINGS_KEYS.RENDER_USER_CONTENT_AS_MARKDOWN,
 				label: 'Render user content as Markdown',
-				help: 'Render user messages using markdown formatting in the chat.',
-				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.DISPLAY
+				section: SETTINGS_SECTION_SLUGS.DISPLAY,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
+				defaultValue: true,
+				help: 'Render the reasoning/thinking block content as formatted Markdown instead of plain text.',
 				key: SETTINGS_KEYS.RENDER_THINKING_AS_MARKDOWN,
 				label: 'Render thinking as Markdown',
-				help: 'Render the reasoning/thinking block content as formatted Markdown instead of plain text.',
-				defaultValue: true,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.DISPLAY
+				section: SETTINGS_SECTION_SLUGS.DISPLAY,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
+				defaultValue: false,
+				help: 'Always display code blocks at their full natural height, overriding any height limits.',
 				key: SETTINGS_KEYS.FULL_HEIGHT_CODE_BLOCKS,
 				label: 'Use full height code blocks',
-				help: 'Always display code blocks at their full natural height, overriding any height limits.',
-				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.DISPLAY
+				section: SETTINGS_SECTION_SLUGS.DISPLAY,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
+				defaultValue: false,
+				help: 'Disable automatic scrolling while messages stream so you can control the viewport position manually.',
 				key: SETTINGS_KEYS.DISABLE_AUTO_SCROLL,
 				label: 'Disable automatic scroll',
-				help: 'Disable automatic scrolling while messages stream so you can control the viewport position manually.',
-				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.DISPLAY
+				section: SETTINGS_SECTION_SLUGS.DISPLAY,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
+				defaultValue: false,
+				help: 'Always keep the sidebar visible on desktop instead of auto-hiding it.',
 				key: SETTINGS_KEYS.ALWAYS_SHOW_SIDEBAR_ON_DESKTOP,
 				label: 'Always show sidebar on desktop',
-				help: 'Always keep the sidebar visible on desktop instead of auto-hiding it.',
-				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.DISPLAY
+				section: SETTINGS_SECTION_SLUGS.DISPLAY,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
+				defaultValue: false,
+				help: 'Display full raw model identifiers (e.g. "ggml-org/GLM-4.7-Flash-GGUF:Q8_0") instead of parsed names with badges.',
 				key: SETTINGS_KEYS.SHOW_RAW_MODEL_NAMES,
 				label: 'Show raw model names',
-				help: 'Display full raw model identifiers (e.g. "ggml-org/GLM-4.7-Flash-GGUF:Q8_0") instead of parsed names with badges.',
-				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.DISPLAY
+				section: SETTINGS_SECTION_SLUGS.DISPLAY,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
+				defaultValue: true,
+				help: 'Display quantization badges (e.g. Q8_0, Q4_K_M) next to model names throughout the interface.',
 				key: SETTINGS_KEYS.SHOW_MODEL_QUANTIZATION,
 				label: 'Show model quantization information',
-				help: 'Display quantization badges (e.g. Q8_0, Q4_K_M) next to model names throughout the interface.',
-				defaultValue: true,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.DISPLAY
+				section: SETTINGS_SECTION_SLUGS.DISPLAY,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
+				defaultValue: true,
+				help: 'Display model tags (e.g. "vision", "reasoning") next to model names throughout the interface.',
 				key: SETTINGS_KEYS.SHOW_MODEL_TAGS,
 				label: 'Show model tags',
-				help: 'Display model tags (e.g. "vision", "reasoning") next to model names throughout the interface.',
-				defaultValue: true,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.DISPLAY
+				section: SETTINGS_SECTION_SLUGS.DISPLAY,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
+				defaultValue: false,
+				help: 'Display the current build version in the bottom-right corner of the interface.',
 				key: SETTINGS_KEYS.SHOW_BUILD_VERSION,
 				label: 'Show build version information',
-				help: 'Display the current build version in the bottom-right corner of the interface.',
+				section: SETTINGS_SECTION_SLUGS.DISPLAY,
+				type: SettingsFieldType.CHECKBOX
+			},
+			{
 				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.DISPLAY
+				help: 'Display the full file system path inside file and folder @-mention badges instead of just the file or folder name.',
+				key: SETTINGS_KEYS.SHOW_FULL_PATH_IN_MENTIONS,
+				label: 'Show full path in mentions',
+				section: SETTINGS_SECTION_SLUGS.DISPLAY,
+				type: SettingsFieldType.CHECKBOX
 			}
-		]
+		],
+		slug: SETTINGS_SECTION_SLUGS.DISPLAY,
+		title: SETTINGS_SECTION_TITLES.DISPLAY
 	},
-	[SETTINGS_SECTION_SLUGS.SAMPLING]: {
-		title: SETTINGS_SECTION_TITLES.SAMPLING,
-		slug: SETTINGS_SECTION_SLUGS.SAMPLING,
-		icon: Funnel,
+	[SETTINGS_SECTION_SLUGS.GENERAL]: {
+		icon: Sliders,
 		settings: [
 			{
-				key: SETTINGS_KEYS.TEMPERATURE,
-				label: 'Temperature',
-				help: 'Controls the randomness of the generated text by affecting the probability distribution of the output tokens. Higher = more random, lower = more focused.',
-				defaultValue: undefined,
-				type: SettingsFieldType.INPUT,
-				section: SETTINGS_SECTION_SLUGS.SAMPLING,
-				sync: {
-					serverKey: SETTINGS_KEYS.TEMPERATURE,
-					paramType: SyncableParameterType.NUMBER
-				}
-			},
-			{
-				key: SETTINGS_KEYS.DYNATEMP_RANGE,
-				label: 'Dynamic temperature range',
-				help: 'Addon for the temperature sampler. The added value to the range of dynamic temperature, which adjusts probabilities by entropy of tokens.',
-				defaultValue: undefined,
-				type: SettingsFieldType.INPUT,
-				section: SETTINGS_SECTION_SLUGS.SAMPLING,
-				sync: {
-					serverKey: SETTINGS_KEYS.DYNATEMP_RANGE,
-					paramType: SyncableParameterType.NUMBER
-				}
+				defaultValue: ColorMode.SYSTEM,
+				help: 'Choose the color theme for the interface. You can choose between System (follows your device settings), Light, or Dark.',
+				key: SETTINGS_KEYS.THEME,
+				label: 'Theme',
+				options: COLOR_MODE_OPTIONS,
+				section: SETTINGS_SECTION_SLUGS.GENERAL,
+				type: SettingsFieldType.SELECT
 			},
 			{
-				key: SETTINGS_KEYS.DYNATEMP_EXPONENT,
-				label: 'Dynamic temperature exponent',
-				help: 'Addon for the temperature sampler. Smoothes out the probability redistribution based on the most probable token.',
-				defaultValue: undefined,
-				type: SettingsFieldType.INPUT,
-				section: SETTINGS_SECTION_SLUGS.SAMPLING,
-				sync: {
-					serverKey: SETTINGS_KEYS.DYNATEMP_EXPONENT,
-					paramType: SyncableParameterType.NUMBER
-				}
+				defaultValue: '',
+				help: `Set the API Key if you are using <code> ${CLI_FLAGS.API_KEY} </code> option for the server.`,
+				key: SETTINGS_KEYS.API_KEY,
+				label: 'API Key',
+				section: SETTINGS_SECTION_SLUGS.GENERAL,
+				type: SettingsFieldType.INPUT
 			},
 			{
-				key: SETTINGS_KEYS.TOP_K,
-				label: 'Top K',
-				help: 'Keeps only k top tokens.',
-				defaultValue: undefined,
-				type: SettingsFieldType.INPUT,
-				section: SETTINGS_SECTION_SLUGS.SAMPLING,
-				sync: { serverKey: SETTINGS_KEYS.TOP_K, paramType: SyncableParameterType.NUMBER }
+				defaultValue: '',
+				help: 'The starting message that defines how model should behave.',
+				key: SETTINGS_KEYS.SYSTEM_MESSAGE,
+				label: 'System Message',
+				section: SETTINGS_SECTION_SLUGS.GENERAL,
+				type: SettingsFieldType.TEXTAREA
 			},
 			{
-				key: SETTINGS_KEYS.TOP_P,
-				label: 'Top P',
-				help: 'Limits tokens to those that together have a cumulative probability of at least p',
-				defaultValue: undefined,
-				type: SettingsFieldType.INPUT,
-				section: SETTINGS_SECTION_SLUGS.SAMPLING,
-				sync: { serverKey: SETTINGS_KEYS.TOP_P, paramType: SyncableParameterType.NUMBER }
+				defaultValue: 2500,
+				help: 'On pasting long text, it will be converted to a file. You can control the file length by setting the value of this parameter. Value 0 means disable.',
+				key: SETTINGS_KEYS.PASTE_LONG_TEXT_TO_FILE_LEN,
+				label: 'Paste long text to file length',
+				section: SETTINGS_SECTION_SLUGS.GENERAL,
+				type: SettingsFieldType.INPUT
 			},
 			{
-				key: SETTINGS_KEYS.MIN_P,
-				label: 'Min P',
-				help: 'Limits tokens based on the minimum probability for a token to be considered, relative to the probability of the most likely token.',
-				defaultValue: undefined,
-				type: SettingsFieldType.INPUT,
-				section: SETTINGS_SECTION_SLUGS.SAMPLING,
-				sync: { serverKey: SETTINGS_KEYS.MIN_P, paramType: SyncableParameterType.NUMBER }
+				defaultValue: true,
+				help: 'Use Enter to send messages and Shift + Enter for new lines. When disabled, use Ctrl/Cmd + Enter.',
+				key: SETTINGS_KEYS.SEND_ON_ENTER,
+				label: 'Send message on Enter',
+				section: SETTINGS_SECTION_SLUGS.GENERAL,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
-				key: SETTINGS_KEYS.XTC_PROBABILITY,
-				label: 'XTC probability',
-				help: 'XTC sampler cuts out top tokens; this parameter controls the chance of cutting tokens at all. 0 disables XTC.',
-				defaultValue: undefined,
-				type: SettingsFieldType.INPUT,
-				section: SETTINGS_SECTION_SLUGS.SAMPLING,
-				sync: {
-					serverKey: SETTINGS_KEYS.XTC_PROBABILITY,
-					paramType: SyncableParameterType.NUMBER
-				}
+				defaultValue: false,
+				help: 'Automatically show microphone button instead of send button when textarea is empty for models with audio modality support.',
+				isExperimental: true,
+				key: SETTINGS_KEYS.AUTO_MIC_ON_EMPTY,
+				label: 'Show microphone on empty input',
+				section: SETTINGS_SECTION_SLUGS.GENERAL,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
-				key: SETTINGS_KEYS.XTC_THRESHOLD,
-				label: 'XTC threshold',
-				help: 'XTC sampler cuts out top tokens; this parameter controls the token probability that is required to cut that token.',
-				defaultValue: undefined,
-				type: SettingsFieldType.INPUT,
-				section: SETTINGS_SECTION_SLUGS.SAMPLING,
-				sync: {
-					serverKey: SETTINGS_KEYS.XTC_THRESHOLD,
-					paramType: SyncableParameterType.NUMBER
-				}
+				defaultValue: false,
+				help: 'Enable "Continue" button for assistant messages, including reasoning models.',
+				isExperimental: true,
+				key: SETTINGS_KEYS.ENABLE_CONTINUE_GENERATION,
+				label: 'Enable "Continue" button',
+				section: SETTINGS_SECTION_SLUGS.GENERAL,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
-				key: SETTINGS_KEYS.TYP_P,
-				label: 'Typical P',
-				help: 'Sorts and limits tokens based on the difference between log-probability and entropy.',
-				defaultValue: undefined,
-				type: SettingsFieldType.INPUT,
-				section: SETTINGS_SECTION_SLUGS.SAMPLING,
-				sync: { serverKey: SETTINGS_KEYS.TYP_P, paramType: SyncableParameterType.NUMBER }
+				...TITLE_GENERATION_BASE,
+				defaultValue: true,
+				help: 'Choose how conversation titles are generated. The first non-empty line uses a fast deterministic rule; the LLM option uses a model-generated title from the first message exchange.',
+				key: SETTINGS_KEYS.TITLE_GENERATION_USE_FIRST_LINE,
+				label: 'Conversation title'
 			},
 			{
-				key: SETTINGS_KEYS.MAX_TOKENS,
-				label: 'Max tokens',
-				help: 'The maximum number of token per output. Use -1 for infinite (no limit).',
-				defaultValue: undefined,
-				type: SettingsFieldType.INPUT,
-				section: SETTINGS_SECTION_SLUGS.SAMPLING,
-				sync: {
-					serverKey: SETTINGS_KEYS.MAX_TOKENS,
-					paramType: SyncableParameterType.NUMBER
-				}
+				defaultValue: TITLE_GENERATION.DEFAULT_PROMPT,
+				dependsOn: SETTINGS_KEYS.TITLE_GENERATION_USE_LLM,
+				help: 'Optional template for the title generation prompt. Use {{USER}} for the user message and {{ASSISTANT}} for the assistant message.',
+				key: SETTINGS_KEYS.TITLE_GENERATION_PROMPT,
+				label: 'LLM title generation prompt',
+				section: SETTINGS_SECTION_SLUGS.GENERAL,
+				type: SettingsFieldType.TEXTAREA
 			},
 			{
-				key: SETTINGS_KEYS.SAMPLERS,
-				label: 'Samplers',
-				help: 'The order at which samplers are applied, in simplified way. Default is "top_k;typ_p;top_p;min_p;temperature": top_k->typ_p->top_p->min_p->temperature',
-				defaultValue: '',
-				type: SettingsFieldType.INPUT,
-				section: SETTINGS_SECTION_SLUGS.SAMPLING,
-				sync: { serverKey: SETTINGS_KEYS.SAMPLERS, paramType: SyncableParameterType.STRING }
+				defaultValue: false,
+				help: 'When copying a message with text attachments, combine them into a single plain text string instead of a special format that can be pasted back as attachments.',
+				key: SETTINGS_KEYS.COPY_TEXT_ATTACHMENTS_AS_PLAIN_TEXT,
+				label: 'Copy text attachments as plain text',
+				section: SETTINGS_SECTION_SLUGS.GENERAL,
+				type: SettingsFieldType.CHECKBOX
 			},
 			{
-				key: SETTINGS_KEYS.BACKEND_SAMPLING,
-				label: 'Backend sampling',
-				help: 'Enable backend-based samplers. When enabled, supported samplers run on the accelerator backend for faster sampling.',
 				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.SAMPLING
+				help: 'Parse PDF as image instead of text. Automatically falls back to text processing for non-vision models.',
+				key: SETTINGS_KEYS.PDF_AS_IMAGE,
+				label: 'Parse PDF as image',
+				section: SETTINGS_SECTION_SLUGS.GENERAL,
+				type: SettingsFieldType.CHECKBOX
+			},
+			{
+				defaultValue: 0,
+				help: 'Images larger than this will be resized before sending to server. Set to 0 to disable.',
+				key: SETTINGS_KEYS.MAX_IMAGE_RESOLUTION,
+				label: 'Maximum image resolution (megapixels)',
+				section: SETTINGS_SECTION_SLUGS.GENERAL,
+				type: SettingsFieldType.INPUT
 			}
-		]
+		],
+		slug: SETTINGS_SECTION_SLUGS.GENERAL,
+		title: SETTINGS_SECTION_TITLES.GENERAL
 	},
 	[SETTINGS_SECTION_SLUGS.PENALTIES]: {
-		title: SETTINGS_SECTION_TITLES.PENALTIES,
-		slug: SETTINGS_SECTION_SLUGS.PENALTIES,
 		icon: AlertTriangle,
 		settings: [
 			{
+				defaultValue: undefined,
+				help: 'Last n tokens to consider for penalizing repetition',
 				key: SETTINGS_KEYS.REPEAT_LAST_N,
 				label: 'Repeat last N',
-				help: 'Last n tokens to consider for penalizing repetition',
-				defaultValue: undefined,
-				type: SettingsFieldType.INPUT,
 				section: SETTINGS_SECTION_SLUGS.PENALTIES,
 				sync: {
-					serverKey: SETTINGS_KEYS.REPEAT_LAST_N,
-					paramType: SyncableParameterType.NUMBER
-				}
+					paramType: SyncableParameterType.NUMBER,
+					serverKey: SETTINGS_KEYS.REPEAT_LAST_N
+				},
+				type: SettingsFieldType.INPUT
 			},
 			{
+				defaultValue: undefined,
+				help: 'Controls the repetition of token sequences in the generated text',
 				key: SETTINGS_KEYS.REPEAT_PENALTY,
 				label: 'Repeat penalty',
-				help: 'Controls the repetition of token sequences in the generated text',
-				defaultValue: undefined,
-				type: SettingsFieldType.INPUT,
 				section: SETTINGS_SECTION_SLUGS.PENALTIES,
 				sync: {
-					serverKey: SETTINGS_KEYS.REPEAT_PENALTY,
-					paramType: SyncableParameterType.NUMBER
-				}
+					paramType: SyncableParameterType.NUMBER,
+					serverKey: SETTINGS_KEYS.REPEAT_PENALTY
+				},
+				type: SettingsFieldType.INPUT
 			},
 			{
+				defaultValue: undefined,
+				help: 'Limits tokens based on whether they appear in the output or not.',
 				key: SETTINGS_KEYS.PRESENCE_PENALTY,
 				label: 'Presence penalty',
-				help: 'Limits tokens based on whether they appear in the output or not.',
-				defaultValue: undefined,
-				type: SettingsFieldType.INPUT,
 				section: SETTINGS_SECTION_SLUGS.PENALTIES,
 				sync: {
-					serverKey: SETTINGS_KEYS.PRESENCE_PENALTY,
-					paramType: SyncableParameterType.NUMBER
-				}
+					paramType: SyncableParameterType.NUMBER,
+					serverKey: SETTINGS_KEYS.PRESENCE_PENALTY
+				},
+				type: SettingsFieldType.INPUT
 			},
 			{
+				defaultValue: undefined,
+				help: 'Limits tokens based on how often they appear in the output.',
 				key: SETTINGS_KEYS.FREQUENCY_PENALTY,
 				label: 'Frequency penalty',
-				help: 'Limits tokens based on how often they appear in the output.',
-				defaultValue: undefined,
-				type: SettingsFieldType.INPUT,
 				section: SETTINGS_SECTION_SLUGS.PENALTIES,
 				sync: {
-					serverKey: SETTINGS_KEYS.FREQUENCY_PENALTY,
-					paramType: SyncableParameterType.NUMBER
-				}
+					paramType: SyncableParameterType.NUMBER,
+					serverKey: SETTINGS_KEYS.FREQUENCY_PENALTY
+				},
+				type: SettingsFieldType.INPUT
 			},
 			{
+				defaultValue: undefined,
+				help: 'DRY sampling reduces repetition in generated text even across long contexts. This parameter sets the DRY sampling multiplier.',
 				key: SETTINGS_KEYS.DRY_MULTIPLIER,
 				label: 'DRY multiplier',
-				help: 'DRY sampling reduces repetition in generated text even across long contexts. This parameter sets the DRY sampling multiplier.',
-				defaultValue: undefined,
-				type: SettingsFieldType.INPUT,
 				section: SETTINGS_SECTION_SLUGS.PENALTIES,
 				sync: {
-					serverKey: SETTINGS_KEYS.DRY_MULTIPLIER,
-					paramType: SyncableParameterType.NUMBER
-				}
+					paramType: SyncableParameterType.NUMBER,
+					serverKey: SETTINGS_KEYS.DRY_MULTIPLIER
+				},
+				type: SettingsFieldType.INPUT
 			},
 			{
+				defaultValue: undefined,
+				help: 'DRY sampling reduces repetition in generated text even across long contexts. This parameter sets the DRY sampling base value.',
 				key: SETTINGS_KEYS.DRY_BASE,
 				label: 'DRY base',
-				help: 'DRY sampling reduces repetition in generated text even across long contexts. This parameter sets the DRY sampling base value.',
-				defaultValue: undefined,
-				type: SettingsFieldType.INPUT,
 				section: SETTINGS_SECTION_SLUGS.PENALTIES,
-				sync: { serverKey: SETTINGS_KEYS.DRY_BASE, paramType: SyncableParameterType.NUMBER }
+				sync: { paramType: SyncableParameterType.NUMBER, serverKey: SETTINGS_KEYS.DRY_BASE },
+				type: SettingsFieldType.INPUT
 			},
 			{
+				defaultValue: undefined,
+				help: 'DRY sampling reduces repetition in generated text even across long contexts. This parameter sets the allowed length for DRY sampling.',
 				key: SETTINGS_KEYS.DRY_ALLOWED_LENGTH,
 				label: 'DRY allowed length',
-				help: 'DRY sampling reduces repetition in generated text even across long contexts. This parameter sets the allowed length for DRY sampling.',
-				defaultValue: undefined,
-				type: SettingsFieldType.INPUT,
 				section: SETTINGS_SECTION_SLUGS.PENALTIES,
 				sync: {
-					serverKey: SETTINGS_KEYS.DRY_ALLOWED_LENGTH,
-					paramType: SyncableParameterType.NUMBER
-				}
+					paramType: SyncableParameterType.NUMBER,
+					serverKey: SETTINGS_KEYS.DRY_ALLOWED_LENGTH
+				},
+				type: SettingsFieldType.INPUT
 			},
 			{
+				defaultValue: undefined,
+				help: 'DRY sampling reduces repetition in generated text even across long contexts. This parameter sets DRY penalty for the last n tokens.',
 				key: SETTINGS_KEYS.DRY_PENALTY_LAST_N,
 				label: 'DRY penalty last N',
-				help: 'DRY sampling reduces repetition in generated text even across long contexts. This parameter sets DRY penalty for the last n tokens.',
-				defaultValue: undefined,
-				type: SettingsFieldType.INPUT,
 				section: SETTINGS_SECTION_SLUGS.PENALTIES,
 				sync: {
-					serverKey: SETTINGS_KEYS.DRY_PENALTY_LAST_N,
-					paramType: SyncableParameterType.NUMBER
-				}
+					paramType: SyncableParameterType.NUMBER,
+					serverKey: SETTINGS_KEYS.DRY_PENALTY_LAST_N
+				},
+				type: SettingsFieldType.INPUT
 			}
-		]
+		],
+		slug: SETTINGS_SECTION_SLUGS.PENALTIES,
+		title: SETTINGS_SECTION_TITLES.PENALTIES
 	},
-	[SETTINGS_SECTION_SLUGS.AGENTIC]: {
-		title: SETTINGS_SECTION_TITLES.AGENTIC,
-		slug: SETTINGS_SECTION_SLUGS.AGENTIC,
-		icon: ListRestart,
+	[SETTINGS_SECTION_SLUGS.SAMPLING]: {
+		icon: Funnel,
 		settings: [
 			{
-				key: SETTINGS_KEYS.AGENTIC_MAX_TURNS,
-				label: 'Agentic turns',
-				help: 'Maximum number of tool execution cycles before stopping (prevents infinite loops).',
-				defaultValue: 10,
-				type: SettingsFieldType.INPUT,
-				section: SETTINGS_SECTION_SLUGS.AGENTIC,
-				isPositiveInteger: true
+				defaultValue: undefined,
+				help: 'Controls the randomness of the generated text by affecting the probability distribution of the output tokens. Higher = more random, lower = more focused.',
+				key: SETTINGS_KEYS.TEMPERATURE,
+				label: 'Temperature',
+				section: SETTINGS_SECTION_SLUGS.SAMPLING,
+				sync: {
+					paramType: SyncableParameterType.NUMBER,
+					serverKey: SETTINGS_KEYS.TEMPERATURE
+				},
+				type: SettingsFieldType.INPUT
 			},
 			{
-				key: SETTINGS_KEYS.MCP_REQUEST_TIMEOUT_SECONDS,
-				label: 'MCP request timeout (seconds)',
-				help: 'Timeout for individual MCP tool calls.',
-				defaultValue: DEFAULT_MCP_CONFIG.requestTimeoutSeconds,
-				type: SettingsFieldType.INPUT,
-				section: SETTINGS_SECTION_SLUGS.AGENTIC,
-				isPositiveInteger: true
-			}
-		]
-	},
-	[SETTINGS_SECTION_SLUGS.DEVELOPER]: {
-		title: SETTINGS_SECTION_TITLES.DEVELOPER,
-		slug: SETTINGS_SECTION_SLUGS.DEVELOPER,
-		icon: Code,
-		settings: [
+				defaultValue: undefined,
+				help: 'Addon for the temperature sampler. The added value to the range of dynamic temperature, which adjusts probabilities by entropy of tokens.',
+				key: SETTINGS_KEYS.DYNATEMP_RANGE,
+				label: 'Dynamic temperature range',
+				section: SETTINGS_SECTION_SLUGS.SAMPLING,
+				sync: {
+					paramType: SyncableParameterType.NUMBER,
+					serverKey: SETTINGS_KEYS.DYNATEMP_RANGE
+				},
+				type: SettingsFieldType.INPUT
+			},
 			{
-				key: SETTINGS_KEYS.PRE_ENCODE_CONVERSATION,
-				label: 'Pre-fill KV cache after response',
-				help: 'After each response, re-submit the conversation to pre-fill the server KV cache. Makes the next turn faster since the prompt is already encoded while you read the response.',
-				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.DEVELOPER
+				defaultValue: undefined,
+				help: 'Addon for the temperature sampler. Smoothes out the probability redistribution based on the most probable token.',
+				key: SETTINGS_KEYS.DYNATEMP_EXPONENT,
+				label: 'Dynamic temperature exponent',
+				section: SETTINGS_SECTION_SLUGS.SAMPLING,
+				sync: {
+					paramType: SyncableParameterType.NUMBER,
+					serverKey: SETTINGS_KEYS.DYNATEMP_EXPONENT
+				},
+				type: SettingsFieldType.INPUT
 			},
 			{
-				key: SETTINGS_KEYS.DISABLE_REASONING_PARSING,
-				label: 'Disable reasoning content parsing',
-				help: 'Send reasoning_format=none so the server returns thinking tokens inline instead of extracting them into a separate field.',
-				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.DEVELOPER
+				defaultValue: undefined,
+				help: 'Keeps only k top tokens.',
+				key: SETTINGS_KEYS.TOP_K,
+				label: 'Top K',
+				section: SETTINGS_SECTION_SLUGS.SAMPLING,
+				sync: { paramType: SyncableParameterType.NUMBER, serverKey: SETTINGS_KEYS.TOP_K },
+				type: SettingsFieldType.INPUT
 			},
 			{
-				key: SETTINGS_KEYS.EXCLUDE_REASONING_FROM_CONTEXT,
-				label: 'Exclude reasoning from context',
-				help: 'Strip thinking from previous messages before sending. When off, thinking is sent back via the reasoning_content field so the model sees its own chain-of-thought across turns.',
-				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.DEVELOPER
+				defaultValue: undefined,
+				help: 'Limits tokens to those that together have a cumulative probability of at least p',
+				key: SETTINGS_KEYS.TOP_P,
+				label: 'Top P',
+				section: SETTINGS_SECTION_SLUGS.SAMPLING,
+				sync: { paramType: SyncableParameterType.NUMBER, serverKey: SETTINGS_KEYS.TOP_P },
+				type: SettingsFieldType.INPUT
 			},
 			{
-				key: SETTINGS_KEYS.SHOW_RAW_OUTPUT_SWITCH,
-				label: 'Enable raw output toggle',
-				help: 'Show toggle button to display messages as plain text instead of Markdown-formatted content',
-				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.DEVELOPER
+				defaultValue: undefined,
+				help: 'Limits tokens based on the minimum probability for a token to be considered, relative to the probability of the most likely token.',
+				key: SETTINGS_KEYS.MIN_P,
+				label: 'Min P',
+				section: SETTINGS_SECTION_SLUGS.SAMPLING,
+				sync: { paramType: SyncableParameterType.NUMBER, serverKey: SETTINGS_KEYS.MIN_P },
+				type: SettingsFieldType.INPUT
 			},
 			{
-				key: SETTINGS_KEYS.JS_SANDBOX_ENABLED,
-				label: 'JavaScript sandbox tool',
-				help: 'Expose a run_javascript tool to the model. Code runs in a Web Worker inside a sandboxed iframe with an opaque origin, isolated from the WebUI and its API, with a hard timeout.',
-				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.DEVELOPER
+				defaultValue: undefined,
+				help: 'XTC sampler cuts out top tokens; this parameter controls the chance of cutting tokens at all. 0 disables XTC.',
+				key: SETTINGS_KEYS.XTC_PROBABILITY,
+				label: 'XTC probability',
+				section: SETTINGS_SECTION_SLUGS.SAMPLING,
+				sync: {
+					paramType: SyncableParameterType.NUMBER,
+					serverKey: SETTINGS_KEYS.XTC_PROBABILITY
+				},
+				type: SettingsFieldType.INPUT
 			},
 			{
-				key: SETTINGS_KEYS.SYMBOLIC_MATH_ENABLED,
-				label: 'Symbolic math (nerdamer)',
-				help: 'Pre-load nerdamer in the sandbox for symbolic computation: simplify, diff, integrate, solve, and more. Requires "JavaScript sandbox tool" to be enabled.',
-				defaultValue: false,
-				type: SettingsFieldType.CHECKBOX,
-				section: SETTINGS_SECTION_SLUGS.DEVELOPER,
-				dependsOn: SETTINGS_KEYS.JS_SANDBOX_ENABLED
+				defaultValue: undefined,
+				help: 'XTC sampler cuts out top tokens; this parameter controls the token probability that is required to cut that token.',
+				key: SETTINGS_KEYS.XTC_THRESHOLD,
+				label: 'XTC threshold',
+				section: SETTINGS_SECTION_SLUGS.SAMPLING,
+				sync: {
+					paramType: SyncableParameterType.NUMBER,
+					serverKey: SETTINGS_KEYS.XTC_THRESHOLD
+				},
+				type: SettingsFieldType.INPUT
 			},
 			{
-				key: SETTINGS_KEYS.CUSTOM_JSON,
-				label: 'Custom JSON',
-				help: 'Custom JSON parameters to send to the API. Must be valid JSON format.',
-				defaultValue: '',
-				type: SettingsFieldType.TEXTAREA,
-				section: SETTINGS_SECTION_SLUGS.DEVELOPER
+				defaultValue: undefined,
+				help: 'Sorts and limits tokens based on the difference between log-probability and entropy.',
+				key: SETTINGS_KEYS.TYP_P,
+				label: 'Typical P',
+				section: SETTINGS_SECTION_SLUGS.SAMPLING,
+				sync: { paramType: SyncableParameterType.NUMBER, serverKey: SETTINGS_KEYS.TYP_P },
+				type: SettingsFieldType.INPUT
+			},
+			{
+				defaultValue: undefined,
+				help: 'The maximum number of token per output. Use -1 for infinite (no limit).',
+				key: SETTINGS_KEYS.MAX_TOKENS,
+				label: 'Max tokens',
+				section: SETTINGS_SECTION_SLUGS.SAMPLING,
+				sync: {
+					paramType: SyncableParameterType.NUMBER,
+					serverKey: SETTINGS_KEYS.MAX_TOKENS
+				},
+				type: SettingsFieldType.INPUT
 			},
 			{
-				key: SETTINGS_KEYS.CUSTOM_CSS,
-				label: 'Custom CSS',
-				help: 'CSS injected into the page at runtime. Set it here, or ship it server side via the --ui-config customCss field.',
 				defaultValue: '',
-				type: SettingsFieldType.TEXTAREA,
-				section: SETTINGS_SECTION_SLUGS.DEVELOPER
+				help: 'The order at which samplers are applied, in simplified way. Default is "top_k;typ_p;top_p;min_p;temperature": top_k->typ_p->top_p->min_p->temperature',
+				key: SETTINGS_KEYS.SAMPLERS,
+				label: 'Samplers',
+				section: SETTINGS_SECTION_SLUGS.SAMPLING,
+				sync: { paramType: SyncableParameterType.STRING, serverKey: SETTINGS_KEYS.SAMPLERS },
+				type: SettingsFieldType.INPUT
+			},
+			{
+				defaultValue: false,
+				help: 'Enable backend-based samplers. When enabled, supported samplers run on the accelerator backend for faster sampling.',
+				key: SETTINGS_KEYS.BACKEND_SAMPLING,
+				label: 'Backend sampling',
+				section: SETTINGS_SECTION_SLUGS.SAMPLING,
+				type: SettingsFieldType.CHECKBOX
 			}
-		]
+		],
+		slug: SETTINGS_SECTION_SLUGS.SAMPLING,
+		title: SETTINGS_SECTION_TITLES.SAMPLING
 	}
 } as const;
-
 const NON_UI_SETTINGS: SettingsEntry[] = [
 	{
+		defaultValue: true,
+		help: 'Display the system message at the top of each conversation.',
 		key: SETTINGS_KEYS.SHOW_SYSTEM_MESSAGE,
 		label: 'Show system message',
-		help: 'Display the system message at the top of each conversation.',
-		defaultValue: true,
 		type: SettingsFieldType.CHECKBOX
 	},
 	{
+		defaultValue: '[]',
+		help: 'Configure MCP servers as a JSON list. Use the form in the MCP Client settings section to edit.',
 		key: SETTINGS_KEYS.MCP_SERVERS,
 		label: 'MCP servers',
-		help: 'Configure MCP servers as a JSON list. Use the form in the MCP Client settings section to edit.',
-		defaultValue: '[]',
 		type: SettingsFieldType.INPUT
 	},
 	{
+		defaultValue: false,
+		help: 'Counterpart of the conversation title radio; stored and synced without a dedicated UI field.',
 		key: SETTINGS_KEYS.TITLE_GENERATION_USE_LLM,
 		label: 'Generate title with LLM',
-		help: 'Counterpart of the conversation title radio; stored and synced without a dedicated UI field.',
-		defaultValue: false,
 		type: SettingsFieldType.CHECKBOX
 	}
 	// {
@@ -667,10 +687,12 @@ const NON_UI_SETTINGS: SettingsEntry[] = [
 
 function getAllSettings(): SettingsEntry[] {
 	const result: SettingsEntry[] = [];
+
 	for (const section of Object.values(SETTINGS_REGISTRY)) {
 		result.push(...section.settings);
 	}
 	result.push(...NON_UI_SETTINGS);
+
 	return result;
 }
 
@@ -690,20 +712,23 @@ export const SETTINGS_COLOR_MODES_CONFIG = COLOR_MODE_OPTIONS;
 /** Sidebar sections + field configs (as consumed by UI). */
 export const SETTINGS_CHAT_SECTIONS: SettingsSection[] = [
 	...Object.values(SETTINGS_REGISTRY).map((section) => ({
-		title: section.title,
-		slug: section.slug,
-		icon: section.icon,
 		fields: section.settings.map((s) => ({
-			key: s.key,
-			label: s.label,
-			type: s.type,
-			isExperimental: s.isExperimental,
-			isPositiveInteger: s.isPositiveInteger,
 			dependsOn: s.dependsOn,
 			help: s.help,
+			isExperimental: s.isExperimental,
+			isPositiveInteger: s.isPositiveInteger,
+			key: s.key,
+			label: s.label,
+			max: s.max,
+			min: s.min,
 			options: s.options,
-			radioOptions: s.radioOptions
-		}))
+			placeholder: s.placeholder,
+			radioOptions: s.radioOptions,
+			type: s.type
+		})),
+		icon: section.icon,
+		slug: section.slug,
+		title: section.title
 	})),
 	...STANDALONE_SECTIONS
 ];
@@ -722,10 +747,10 @@ export const POSITIVE_INTEGER_FIELDS = getAllSettings()
 export const SYNCABLE_PARAMETERS: SyncableParameter[] = getAllSettings()
 	.filter((s) => s.sync !== undefined)
 	.map((s) => ({
+		canSync: true,
 		key: s.key,
 		serverKey: s.sync!.serverKey,
-		type: s.sync!.paramType,
-		canSync: true
+		type: s.sync!.paramType
 	}));
 
 export const SETTINGS_FALLBACK_EXIT_ROUTE = ROUTES.START;
diff --git a/tools/ui/src/lib/constants/supported-file-types.ts b/tools/ui/src/lib/constants/supported-file-types.ts
index cbe780aa5..a6bcefaa1 100644
--- a/tools/ui/src/lib/constants/supported-file-types.ts
+++ b/tools/ui/src/lib/constants/supported-file-types.ts
@@ -12,11 +12,11 @@ import {
 	FileTypeImage,
 	FileTypePdf,
 	FileTypeText,
+	MimeTypeApplication,
 	MimeTypeAudio,
-	MimeTypeVideo,
 	MimeTypeImage,
-	MimeTypeApplication,
-	MimeTypeText
+	MimeTypeText,
+	MimeTypeVideo
 } from '$lib/enums';
 import { FileExtensionVideo, FileTypeVideo } from '$lib/enums/files.enums';
 
@@ -44,6 +44,14 @@ export const VIDEO_FILE_TYPES = {
 } as const;
 
 export const IMAGE_FILE_TYPES = {
+	[FileTypeImage.GIF]: {
+		extensions: [FileExtensionImage.GIF],
+		mimeTypes: [MimeTypeImage.GIF]
+	},
+	[FileTypeImage.HEIC]: {
+		extensions: [FileExtensionImage.HEIC, FileExtensionImage.HEIF],
+		mimeTypes: [MimeTypeImage.HEIC, MimeTypeImage.HEIF]
+	},
 	[FileTypeImage.JPEG]: {
 		extensions: [FileExtensionImage.JPG, FileExtensionImage.JPEG],
 		mimeTypes: [MimeTypeImage.JPEG]
@@ -52,21 +60,13 @@ export const IMAGE_FILE_TYPES = {
 		extensions: [FileExtensionImage.PNG],
 		mimeTypes: [MimeTypeImage.PNG]
 	},
-	[FileTypeImage.GIF]: {
-		extensions: [FileExtensionImage.GIF],
-		mimeTypes: [MimeTypeImage.GIF]
-	},
-	[FileTypeImage.WEBP]: {
-		extensions: [FileExtensionImage.WEBP],
-		mimeTypes: [MimeTypeImage.WEBP]
-	},
 	[FileTypeImage.SVG]: {
 		extensions: [FileExtensionImage.SVG],
 		mimeTypes: [MimeTypeImage.SVG]
 	},
-	[FileTypeImage.HEIC]: {
-		extensions: [FileExtensionImage.HEIC, FileExtensionImage.HEIF],
-		mimeTypes: [MimeTypeImage.HEIC, MimeTypeImage.HEIF]
+	[FileTypeImage.WEBP]: {
+		extensions: [FileExtensionImage.WEBP],
+		mimeTypes: [MimeTypeImage.WEBP]
 	}
 } as const;
 
@@ -78,95 +78,119 @@ export const PDF_FILE_TYPES = {
 } as const;
 
 export const TEXT_FILE_TYPES = {
-	[FileTypeText.PLAIN_TEXT]: {
-		extensions: [FileExtensionText.TXT],
-		mimeTypes: [MimeTypeText.PLAIN]
-	},
-	[FileTypeText.MARKDOWN]: {
-		extensions: [FileExtensionText.MD],
-		mimeTypes: [MimeTypeText.MARKDOWN]
-	},
 	[FileTypeText.ASCIIDOC]: {
 		extensions: [FileExtensionText.ADOC],
 		mimeTypes: [MimeTypeText.ASCIIDOC]
 	},
-	[FileTypeText.JAVASCRIPT]: {
-		extensions: [FileExtensionText.JS],
-		mimeTypes: [MimeTypeText.JAVASCRIPT, MimeTypeText.JAVASCRIPT_APP]
-	},
-	[FileTypeText.TYPESCRIPT]: {
-		extensions: [FileExtensionText.TS],
-		mimeTypes: [MimeTypeText.TYPESCRIPT]
+	[FileTypeText.BIBTEX]: {
+		extensions: [FileExtensionText.BIB],
+		mimeTypes: [MimeTypeText.BIBTEX]
 	},
-	[FileTypeText.JSX]: {
-		extensions: [FileExtensionText.JSX],
-		mimeTypes: [MimeTypeText.JSX]
+	[FileTypeText.CPP]: {
+		extensions: [
+			FileExtensionText.CPP,
+			FileExtensionText.C,
+			FileExtensionText.H,
+			FileExtensionText.HPP
+		],
+		mimeTypes: [MimeTypeText.CPP_SRC, MimeTypeText.CPP_HDR, MimeTypeText.C_SRC, MimeTypeText.C_HDR]
 	},
-	[FileTypeText.TSX]: {
-		extensions: [FileExtensionText.TSX],
-		mimeTypes: [MimeTypeText.TSX]
+	[FileTypeText.CSHARP]: {
+		extensions: [FileExtensionText.CS],
+		mimeTypes: [MimeTypeText.CSHARP]
 	},
 	[FileTypeText.CSS]: {
 		extensions: [FileExtensionText.CSS],
 		mimeTypes: [MimeTypeText.CSS]
 	},
+	[FileTypeText.CSV]: {
+		extensions: [FileExtensionText.CSV],
+		mimeTypes: [MimeTypeText.CSV]
+	},
+	[FileTypeText.CUDA]: {
+		extensions: [FileExtensionText.CU, FileExtensionText.CUH],
+		mimeTypes: [MimeTypeText.CUDA]
+	},
+	[FileTypeText.DART]: {
+		extensions: [FileExtensionText.DART],
+		mimeTypes: [MimeTypeText.DART]
+	},
+	[FileTypeText.GO]: {
+		extensions: [FileExtensionText.GO],
+		mimeTypes: [MimeTypeText.GO]
+	},
+	[FileTypeText.HASKELL]: {
+		extensions: [FileExtensionText.HS],
+		mimeTypes: [MimeTypeText.HASKELL]
+	},
 	[FileTypeText.HTML]: {
 		extensions: [FileExtensionText.HTML, FileExtensionText.HTM],
 		mimeTypes: [MimeTypeText.HTML]
 	},
+	[FileTypeText.JAVA]: {
+		extensions: [FileExtensionText.JAVA],
+		mimeTypes: [MimeTypeText.JAVA]
+	},
+	[FileTypeText.JAVASCRIPT]: {
+		extensions: [FileExtensionText.JS],
+		mimeTypes: [MimeTypeText.JAVASCRIPT, MimeTypeText.JAVASCRIPT_APP]
+	},
 	[FileTypeText.JSON]: {
 		extensions: [FileExtensionText.JSON],
 		mimeTypes: [MimeTypeText.JSON]
 	},
-	[FileTypeText.XML]: {
-		extensions: [FileExtensionText.XML],
-		mimeTypes: [MimeTypeText.XML_TEXT, MimeTypeText.XML_APP]
+	[FileTypeText.JSX]: {
+		extensions: [FileExtensionText.JSX],
+		mimeTypes: [MimeTypeText.JSX]
 	},
-	[FileTypeText.YAML]: {
-		extensions: [FileExtensionText.YAML, FileExtensionText.YML],
-		mimeTypes: [MimeTypeText.YAML_TEXT, MimeTypeText.YAML_APP]
+	[FileTypeText.KOTLIN]: {
+		extensions: [FileExtensionText.KT],
+		mimeTypes: [MimeTypeText.KOTLIN]
 	},
-	[FileTypeText.CSV]: {
-		extensions: [FileExtensionText.CSV],
-		mimeTypes: [MimeTypeText.CSV]
+	[FileTypeText.LATEX]: {
+		extensions: [FileExtensionText.TEX],
+		mimeTypes: [MimeTypeText.LATEX, MimeTypeText.TEX, MimeTypeText.TEX_APP]
 	},
 	[FileTypeText.LOG]: {
 		extensions: [FileExtensionText.LOG],
 		mimeTypes: [MimeTypeText.PLAIN]
 	},
-	[FileTypeText.PYTHON]: {
-		extensions: [FileExtensionText.PY],
-		mimeTypes: [MimeTypeText.PYTHON]
-	},
-	[FileTypeText.JAVA]: {
-		extensions: [FileExtensionText.JAVA],
-		mimeTypes: [MimeTypeText.JAVA]
-	},
-	[FileTypeText.CPP]: {
-		extensions: [
-			FileExtensionText.CPP,
-			FileExtensionText.C,
-			FileExtensionText.H,
-			FileExtensionText.HPP
-		],
-		mimeTypes: [MimeTypeText.CPP_SRC, MimeTypeText.CPP_HDR, MimeTypeText.C_SRC, MimeTypeText.C_HDR]
+	[FileTypeText.MARKDOWN]: {
+		extensions: [FileExtensionText.MD],
+		mimeTypes: [MimeTypeText.MARKDOWN]
 	},
 	[FileTypeText.PHP]: {
 		extensions: [FileExtensionText.PHP],
 		mimeTypes: [MimeTypeText.PHP]
 	},
+	[FileTypeText.PLAIN_TEXT]: {
+		extensions: [FileExtensionText.TXT],
+		mimeTypes: [MimeTypeText.PLAIN]
+	},
+	[FileTypeText.PROPERTIES]: {
+		extensions: [FileExtensionText.PROPERTIES],
+		mimeTypes: [MimeTypeText.PROPERTIES]
+	},
+	[FileTypeText.PYTHON]: {
+		extensions: [FileExtensionText.PY],
+		mimeTypes: [MimeTypeText.PYTHON]
+	},
+	[FileTypeText.R]: {
+		extensions: [FileExtensionText.R],
+		mimeTypes: [MimeTypeText.R]
+	},
 	[FileTypeText.RUBY]: {
 		extensions: [FileExtensionText.RB],
 		mimeTypes: [MimeTypeText.RUBY]
 	},
-	[FileTypeText.GO]: {
-		extensions: [FileExtensionText.GO],
-		mimeTypes: [MimeTypeText.GO]
-	},
 	[FileTypeText.RUST]: {
 		extensions: [FileExtensionText.RS],
 		mimeTypes: [MimeTypeText.RUST]
 	},
+	[FileTypeText.SCALA]: {
+		extensions: [FileExtensionText.SCALA],
+		mimeTypes: [MimeTypeText.SCALA]
+	},
 	[FileTypeText.SHELL]: {
 		extensions: [FileExtensionText.SH, FileExtensionText.BAT],
 		mimeTypes: [MimeTypeText.SHELL, MimeTypeText.BAT]
@@ -175,60 +199,36 @@ export const TEXT_FILE_TYPES = {
 		extensions: [FileExtensionText.SQL],
 		mimeTypes: [MimeTypeText.SQL]
 	},
-	[FileTypeText.R]: {
-		extensions: [FileExtensionText.R],
-		mimeTypes: [MimeTypeText.R]
-	},
-	[FileTypeText.SCALA]: {
-		extensions: [FileExtensionText.SCALA],
-		mimeTypes: [MimeTypeText.SCALA]
-	},
-	[FileTypeText.KOTLIN]: {
-		extensions: [FileExtensionText.KT],
-		mimeTypes: [MimeTypeText.KOTLIN]
+	[FileTypeText.SVELTE]: {
+		extensions: [FileExtensionText.SVELTE],
+		mimeTypes: [MimeTypeText.SVELTE]
 	},
 	[FileTypeText.SWIFT]: {
 		extensions: [FileExtensionText.SWIFT],
 		mimeTypes: [MimeTypeText.SWIFT]
 	},
-	[FileTypeText.DART]: {
-		extensions: [FileExtensionText.DART],
-		mimeTypes: [MimeTypeText.DART]
+	[FileTypeText.TSX]: {
+		extensions: [FileExtensionText.TSX],
+		mimeTypes: [MimeTypeText.TSX]
+	},
+	[FileTypeText.TYPESCRIPT]: {
+		extensions: [FileExtensionText.TS],
+		mimeTypes: [MimeTypeText.TYPESCRIPT]
 	},
 	[FileTypeText.VUE]: {
 		extensions: [FileExtensionText.VUE],
 		mimeTypes: [MimeTypeText.VUE]
 	},
-	[FileTypeText.SVELTE]: {
-		extensions: [FileExtensionText.SVELTE],
-		mimeTypes: [MimeTypeText.SVELTE]
-	},
-	[FileTypeText.LATEX]: {
-		extensions: [FileExtensionText.TEX],
-		mimeTypes: [MimeTypeText.LATEX, MimeTypeText.TEX, MimeTypeText.TEX_APP]
-	},
-	[FileTypeText.BIBTEX]: {
-		extensions: [FileExtensionText.BIB],
-		mimeTypes: [MimeTypeText.BIBTEX]
-	},
-	[FileTypeText.CUDA]: {
-		extensions: [FileExtensionText.CU, FileExtensionText.CUH],
-		mimeTypes: [MimeTypeText.CUDA]
-	},
 	[FileTypeText.VULKAN]: {
 		extensions: [FileExtensionText.COMP],
 		mimeTypes: [MimeTypeText.PLAIN]
 	},
-	[FileTypeText.HASKELL]: {
-		extensions: [FileExtensionText.HS],
-		mimeTypes: [MimeTypeText.HASKELL]
-	},
-	[FileTypeText.CSHARP]: {
-		extensions: [FileExtensionText.CS],
-		mimeTypes: [MimeTypeText.CSHARP]
+	[FileTypeText.XML]: {
+		extensions: [FileExtensionText.XML],
+		mimeTypes: [MimeTypeText.XML_TEXT, MimeTypeText.XML_APP]
 	},
-	[FileTypeText.PROPERTIES]: {
-		extensions: [FileExtensionText.PROPERTIES],
-		mimeTypes: [MimeTypeText.PROPERTIES]
+	[FileTypeText.YAML]: {
+		extensions: [FileExtensionText.YAML, FileExtensionText.YML],
+		mimeTypes: [MimeTypeText.YAML_TEXT, MimeTypeText.YAML_APP]
 	}
 } as const;
diff --git a/tools/ui/src/lib/constants/svg-blocks.ts b/tools/ui/src/lib/constants/svg-blocks.ts
index ccca9376c..359e0692f 100644
--- a/tools/ui/src/lib/constants/svg-blocks.ts
+++ b/tools/ui/src/lib/constants/svg-blocks.ts
@@ -30,8 +30,8 @@ export const SVG_MAX_BYTES = 256 * 1024;
  * so an author <style> stays scoped to that root and can not reach the page.
  */
 export const SVG_SANITIZE_CONFIG = {
-	USE_PROFILES: { svg: true, svgFilters: true },
-	FORBID_TAGS: ['foreignObject', 'script']
+	FORBID_TAGS: ['foreignObject', 'script'],
+	USE_PROFILES: { svg: true, svgFilters: true }
 };
 
 /**
diff --git a/tools/ui/src/lib/constants/title-generation.ts b/tools/ui/src/lib/constants/title-generation.ts
index 48ca2217a..0496daafe 100644
--- a/tools/ui/src/lib/constants/title-generation.ts
+++ b/tools/ui/src/lib/constants/title-generation.ts
@@ -1,9 +1,9 @@
 /* Title generation constants */
 export const TITLE_GENERATION = {
-	MIN_LENGTH: 3,
-	FALLBACK: 'New Chat',
 	DEFAULT_PROMPT:
 		'Based on the following interaction, generate a short, concise title (maximum 6-8 words) that captures the main topic. Return ONLY the title text, nothing else. Do not use quotes.\n\nUser: {{USER}}\n\nAssistant: {{ASSISTANT}}\n\nTitle:',
+	FALLBACK: 'New Chat',
+	MIN_LENGTH: 3,
 	PREFIX_PATTERN: /^(Title:|Subject:|Topic:)\s*/i,
 	QUOTE_PATTERN: /^["]|["]$/g
 } as const;
diff --git a/tools/ui/src/lib/constants/tools.ts b/tools/ui/src/lib/constants/tools.ts
index 4d9385f9f..65f4457c9 100644
--- a/tools/ui/src/lib/constants/tools.ts
+++ b/tools/ui/src/lib/constants/tools.ts
@@ -1,5 +1,8 @@
 import { ToolSource } from '$lib/enums/tools.enums';
 
+/** HTTP header carrying the working directory a tool call runs in. The server resolves relative paths against it; the model cannot override it. */
+export const X_TOOL_CWD_HEADER = 'x-tool-cwd';
+
 export const TOOL_GROUP_LABELS = {
 	[ToolSource.BUILTIN]: 'Built-in',
 	[ToolSource.CUSTOM]: 'JSON Schema',
diff --git a/tools/ui/src/lib/constants/ui.ts b/tools/ui/src/lib/constants/ui.ts
index 98a074da0..9489a3f26 100644
--- a/tools/ui/src/lib/constants/ui.ts
+++ b/tools/ui/src/lib/constants/ui.ts
@@ -1,11 +1,14 @@
-import { Search, Settings, SquarePen } from '@lucide/svelte';
+import { ROUTES } from './routes';
+import { Package, Search, Settings, SquarePen } from '@lucide/svelte';
 import McpLogo from '$lib/components/app/mcp/McpLogo.svelte';
 import type { Component } from 'svelte';
-import { ROUTES } from './routes';
 
 export const FORK_TREE_DEPTH_PADDING = 8;
 export const SYSTEM_MESSAGE_PLACEHOLDER = 'System message';
 
+/** Icon used for the model selector and the `/model` slash command. */
+export const MODEL_SELECTOR_ICON = Package;
+
 export const ICON_STRIP_TRANSITION_DURATION = 150;
 export const ICON_STRIP_TRANSITION_DELAY_MULTIPLIER = 50;
 
@@ -23,18 +26,18 @@ export interface DesktopIconStripItem {
 }
 
 export const SIDEBAR_ACTIONS_ITEMS: DesktopIconStripItem[] = [
-	{ icon: SquarePen, tooltip: 'New chat', route: ROUTES.NEW_CHAT, keys: ['shift', 'cmd', 'o'] },
-	{ icon: Search, tooltip: 'Search', keys: ['cmd', 'k'] },
+	{ icon: SquarePen, keys: ['shift', 'cmd', 'o'], route: ROUTES.NEW_CHAT, tooltip: 'New chat' },
+	{ icon: Search, keys: ['cmd', 'k'], tooltip: 'Search' },
 	{
+		activeRouteId: '/mcp-servers',
 		icon: McpLogo,
-		tooltip: 'MCP Servers',
 		route: ROUTES.MCP_SERVERS,
-		activeRouteId: '/mcp-servers'
+		tooltip: 'MCP Servers'
 	},
 	{
+		activeUrlIncludes: '#/settings',
 		icon: Settings,
-		tooltip: 'Settings',
 		route: `${ROUTES.SETTINGS}/general`,
-		activeUrlIncludes: '#/settings'
+		tooltip: 'Settings'
 	}
 ];
diff --git a/tools/ui/src/lib/constants/uri-template.ts b/tools/ui/src/lib/constants/uri-template.ts
index 9b44d6ed3..3ae25551b 100644
--- a/tools/ui/src/lib/constants/uri-template.ts
+++ b/tools/ui/src/lib/constants/uri-template.ts
@@ -10,38 +10,38 @@ export const TEMPLATE_EXPRESSION_REGEX = /\{([+#./;?&]?)([^}]+)\}/g;
 
 /** RFC 6570 URI template operators */
 export const URI_TEMPLATE_OPERATORS = {
-	/** Simple string expansion (default) */
-	SIMPLE: '',
-	/** Reserved expansion */
-	RESERVED: '+',
+	/** Form-style query continuation */
+	FORM_CONTINUATION: '&',
+	/** Form-style query */
+	FORM_QUERY: '?',
 	/** Fragment expansion */
 	FRAGMENT: '#',
-	/** Path segment expansion */
-	PATH_SEGMENT: '/',
 	/** Label expansion */
 	LABEL: '.',
 	/** Path-style parameters */
 	PATH_PARAM: ';',
-	/** Form-style query */
-	FORM_QUERY: '?',
-	/** Form-style query continuation */
-	FORM_CONTINUATION: '&'
+	/** Path segment expansion */
+	PATH_SEGMENT: '/',
+	/** Reserved expansion */
+	RESERVED: '+',
+	/** Simple string expansion (default) */
+	SIMPLE: ''
 } as const;
 
 /** URI template separators used in expansion */
 export const URI_TEMPLATE_SEPARATORS = {
 	/** Comma separator for list expansion */
 	COMMA: ',',
-	/** Slash separator for path segments */
-	SLASH: '/',
 	/** Period separator for label expansion */
 	PERIOD: '.',
-	/** Semicolon separator for path parameters */
-	SEMICOLON: ';',
+	/** Ampersand prefix for query continuation */
+	QUERY_CONTINUATION: '&',
 	/** Question mark prefix for query string */
 	QUERY_PREFIX: '?',
-	/** Ampersand prefix for query continuation */
-	QUERY_CONTINUATION: '&'
+	/** Semicolon separator for path parameters */
+	SEMICOLON: ';',
+	/** Slash separator for path segments */
+	SLASH: '/'
 } as const;
 
 /** Maximum number of leading slashes to strip during URI normalization */
diff --git a/tools/ui/src/lib/constants/url.ts b/tools/ui/src/lib/constants/url.ts
index dd0962d18..214c8afba 100644
--- a/tools/ui/src/lib/constants/url.ts
+++ b/tools/ui/src/lib/constants/url.ts
@@ -1,34 +1,12 @@
 const STD = ['com', 'net', 'org', 'gov', 'edu'] as const;
-
 const STD_MIL = [...STD, 'mil'] as const;
-
 const ccTLD_PREFIXES: Record<string, readonly string[]> = {
+	ae: ['co', 'net', 'org', 'gov', 'ac', 'sch'],
 	// --- Standard 5 only ---
 	ar: STD,
+	au: [...STD_MIL, 'id', 'asn', 'csiro'],
 	bd: STD,
 	bg: STD,
-	cn: STD_MIL,
-	eg: STD,
-	gr: STD,
-	hk: STD,
-	hr: STD,
-	lk: STD,
-	mx: STD_MIL,
-	my: STD_MIL,
-	ng: STD,
-	ph: STD,
-	pk: STD,
-	pl: STD,
-	ro: STD,
-	ru: STD,
-	sa: STD,
-	si: STD,
-	tr: STD,
-	tw: STD,
-	ua: STD,
-	ve: STD,
-
-	au: [...STD_MIL, 'id', 'asn', 'csiro'],
 	br: [
 		...STD_MIL,
 		'art',
@@ -84,9 +62,22 @@ const ccTLD_PREFIXES: Record<string, readonly string[]> = {
 		'wiki',
 		'zlg'
 	],
+	cn: STD_MIL,
+	eg: STD,
+	gr: STD,
+	hk: STD,
+	hr: STD,
+	hu: ['co', 'net', 'org', 'gov', 'edu'],
 	id: [...STD_MIL, 'co', 'go', 'or', 'web', 'sch'],
+	il: ['co', 'net', 'org', 'gov', 'ac', 'muni'],
 	in: [...STD_MIL, 'co', 'gen', 'ind', 'firm', 'ernet', 'nic'],
+	jp: ['ac', 'ad', 'co', 'ed', 'go', 'gr', 'lg', 'ne', 'or'],
+	ke: ['co', 'or', 'ne', 'go', 'ac', 'sc'],
 	kr: [...STD_MIL, 'co', 'go', 'or', 'ac', 're'],
+	lk: STD,
+	mx: STD_MIL,
+	my: STD_MIL,
+	ng: STD,
 	nz: [
 		...STD_MIL,
 		'co',
@@ -100,19 +91,25 @@ const ccTLD_PREFIXES: Record<string, readonly string[]> = {
 		'iwi',
 		'parliament'
 	],
-	sg: [...STD, 'per'],
-	th: ['co', 'go', 'or', 'in', 'ac', 'mi', 'net'],
 
-	ae: ['co', 'net', 'org', 'gov', 'ac', 'sch'],
-	hu: ['co', 'net', 'org', 'gov', 'edu'],
-	il: ['co', 'net', 'org', 'gov', 'ac', 'muni'],
-	jp: ['ac', 'ad', 'co', 'ed', 'go', 'gr', 'lg', 'ne', 'or'],
-	ke: ['co', 'or', 'ne', 'go', 'ac', 'sc'],
+	ph: STD,
+	pk: STD,
+	pl: STD,
+	ro: STD,
 	rs: ['co', 'net', 'org', 'gov', 'edu'],
+	ru: STD,
+	sa: STD,
+	sg: [...STD, 'per'],
+
+	si: STD,
+	th: ['co', 'go', 'or', 'in', 'ac', 'mi', 'net'],
+	tr: STD,
+	tw: STD,
+	ua: STD,
 	uk: ['co', 'org', 'net', 'ac', 'gov', 'mil', 'nhs', 'police', 'mod', 'ltd', 'plc', 'me', 'sch'],
+	ve: STD,
 	za: ['co', 'org', 'net', 'web', 'law', 'mil']
 };
-
 const WILDCARD_BASES: Record<string, readonly string[]> = {
 	br: ['nom', 'blog'],
 	jp: [
diff --git a/tools/ui/src/lib/constants/working-directory.ts b/tools/ui/src/lib/constants/working-directory.ts
new file mode 100644
index 000000000..20d1d1576
--- /dev/null
+++ b/tools/ui/src/lib/constants/working-directory.ts
@@ -0,0 +1,49 @@
+/**
+ * Constants for the working-directory picker's glob search.
+ *
+ * The picker glob-matches home-relative names client-side. Character classes
+ * are built case-insensitively and the reserved glob metacharacters are
+ * escaped (passed through literally) so a query never changes matching.
+ */
+
+export const GLOB_WILDCARD = '*';
+
+/** Label shown for the working-directory picker / `/cwd` slash command. */
+export const SET_WORKING_DIRECTORY_LABEL = 'Set working directory';
+
+/** Character that starts and ends a glob character-class fragment. */
+export const GLOB_RANGE_OPEN = '[';
+export const GLOB_RANGE_CLOSE = ']';
+
+/** Query characters that carry glob meaning and are passed through literally. */
+export const GLOB_SPECIAL_CHARS = '*?[]';
+
+/** Separator Windows accepts alongside `/`, and a legal POSIX filename character. */
+export const WINDOWS_SEPARATOR = '\\';
+
+/** `C:`, the drive part of a Windows absolute path. */
+export const DRIVE_PREFIX_REGEX = /^[A-Za-z]:/;
+
+/** `C:` or `C:/`, the root of a Windows drive-absolute path. */
+export const DRIVE_ROOT_REGEX = /^[A-Za-z]:\/?/;
+
+/** `//host/share` or `//host/share/`, the root of a UNC path. */
+export const UNC_ROOT_REGEX = /^\/\/[^/]+\/[^/]+\/?/;
+
+// Search tuning for the picker's file_glob_search calls.
+export const SEARCH_DEBOUNCE_MS = 180;
+export const SEARCH_LIMIT = 100;
+export const MAX_RESULTS_SHOWN = 20;
+// Home-relative globs descend deeper than path navigation, which only
+// needs the direct children of the parent.
+export const SEARCH_MAX_DEPTH = 6;
+export const PATH_NAV_MAX_DEPTH = 1;
+// Native folder-picker resolution searches a shallow, bounded window.
+export const NATIVE_MAX_DEPTH = 4;
+export const NATIVE_LIMIT = 20;
+
+/** Upper bound the mention search depth setting accepts. The server itself imposes no depth cap (0 = unlimited); this is a UI sanity bound. */
+export const FILE_GLOB_SEARCH_PICKERS_MAX_SEARCH_DEPTH = 32;
+
+/** Depth the pickers fall back to when the user setting is invalid. */
+export const FILE_GLOB_SEARCH_PICKERS_DEFAULT_SEARCH_DEPTH = 10;
diff --git a/tools/ui/src/lib/contexts/chat-actions.context.ts b/tools/ui/src/lib/contexts/chat-actions.context.ts
index e9050fa27..dffb5f3a3 100644
--- a/tools/ui/src/lib/contexts/chat-actions.context.ts
+++ b/tools/ui/src/lib/contexts/chat-actions.context.ts
@@ -1,5 +1,5 @@
-import { getContext, setContext } from 'svelte';
 import { CONTEXT_KEY_CHAT_ACTIONS } from '$lib/constants';
+import { getContext, setContext } from 'svelte';
 
 export interface ChatActionsContext {
 	copy: (message: DatabaseMessage) => void;
diff --git a/tools/ui/src/lib/contexts/chat-settings-config.context.ts b/tools/ui/src/lib/contexts/chat-settings-config.context.ts
index 35941e09b..a90f709b4 100644
--- a/tools/ui/src/lib/contexts/chat-settings-config.context.ts
+++ b/tools/ui/src/lib/contexts/chat-settings-config.context.ts
@@ -1,5 +1,5 @@
-import { getContext, setContext } from 'svelte';
 import { CONTEXT_KEY_CHAT_SETTINGS_CONFIG } from '$lib/constants';
+import { getContext, setContext } from 'svelte';
 
 export interface ChatSettingsConfigContext {
 	readonly localConfig: SettingsConfigType;
diff --git a/tools/ui/src/lib/contexts/message-edit.context.ts b/tools/ui/src/lib/contexts/message-edit.context.ts
index b6231f940..80f3e6eee 100644
--- a/tools/ui/src/lib/contexts/message-edit.context.ts
+++ b/tools/ui/src/lib/contexts/message-edit.context.ts
@@ -1,6 +1,6 @@
-import { getContext, setContext } from 'svelte';
 import { CONTEXT_KEY_MESSAGE_EDIT } from '$lib/constants';
 import { MessageRole } from '$lib/enums';
+import { getContext, setContext } from 'svelte';
 
 export interface MessageEditState {
 	readonly isEditing: boolean;
diff --git a/tools/ui/src/lib/enums/chat.enums.ts b/tools/ui/src/lib/enums/chat.enums.ts
index f4994bb8e..198ff4dd7 100644
--- a/tools/ui/src/lib/enums/chat.enums.ts
+++ b/tools/ui/src/lib/enums/chat.enums.ts
@@ -78,3 +78,14 @@ export enum PdfViewMode {
 	TEXT = 'text',
 	PAGES = 'pages'
 }
+
+export enum ChatFormCommandAction {
+	PROMPT = 'prompt',
+	CWD = 'cwd',
+	MODEL = 'model'
+}
+
+export enum FileMentionEntryType {
+	FILE = 'file',
+	DIRECTORY = 'directory'
+}
diff --git a/tools/ui/src/lib/enums/index.ts b/tools/ui/src/lib/enums/index.ts
index ee14293fc..ebf8b6dbe 100644
--- a/tools/ui/src/lib/enums/index.ts
+++ b/tools/ui/src/lib/enums/index.ts
@@ -24,7 +24,9 @@ export {
 	MessageRole,
 	MessageType,
 	PdfViewMode,
-	ReasoningFormat
+	ReasoningFormat,
+	ChatFormCommandAction,
+	FileMentionEntryType
 } from './chat.enums';
 
 export { SessionRecordType } from './conversation-import.enums';
@@ -72,6 +74,12 @@ export { ColorMode, HtmlInputType, McpPromptVariant, TooltipSide, UrlProtocol }
 
 export { KeyboardKey } from './keyboard.enums';
 
-export { BuiltInTool, ToolSource, ToolPermissionDecision, ToolResponseField } from './tools.enums';
+export {
+	BuiltInTool,
+	GlobSearchType,
+	ToolSource,
+	ToolPermissionDecision,
+	ToolResponseField
+} from './tools.enums';
 
 export { SplashOrientation } from './splash.enums';
diff --git a/tools/ui/src/lib/enums/tools.enums.ts b/tools/ui/src/lib/enums/tools.enums.ts
index 9985e1f4a..7a9751ee7 100644
--- a/tools/ui/src/lib/enums/tools.enums.ts
+++ b/tools/ui/src/lib/enums/tools.enums.ts
@@ -17,6 +17,16 @@ export enum ToolResponseField {
 	ERROR = 'error'
 }
 
+/**
+ * Entry types accepted by the `file_glob_search` tool's `type` parameter.
+ * Mirrors the server-side validation in server-tools.cpp.
+ */
+export enum GlobSearchType {
+	FILE = 'file',
+	DIR = 'dir',
+	ALL = 'all'
+}
+
 /**
  * Wire-format identifiers for built-in and frontend tools. The string
  * value matches what the model emits in tool call names, so comparing
@@ -30,6 +40,7 @@ export enum BuiltInTool {
 	EDIT_FILE = 'edit_file',
 	WRITE_FILE = 'write_file',
 	GET_DATETIME = 'get_datetime',
+	GET_INFO = 'get_info',
 	FILE_GLOB_SEARCH = 'file_glob_search',
 	GREP_SEARCH = 'grep_search',
 	EXEC_SHELL_COMMAND = 'exec_shell_command',
diff --git a/tools/ui/src/lib/enums/ui.enums.ts b/tools/ui/src/lib/enums/ui.enums.ts
index 829963794..6ba0222e9 100644
--- a/tools/ui/src/lib/enums/ui.enums.ts
+++ b/tools/ui/src/lib/enums/ui.enums.ts
@@ -24,6 +24,7 @@ export enum McpPromptVariant {
  */
 export enum UrlProtocol {
 	DATA = 'data:',
+	FILE = 'file:',
 	HTTP = 'http:',
 	HTTPS = 'https:',
 	WEBSOCKET = 'ws:',
diff --git a/tools/ui/src/lib/hooks/use-attachment-menu.svelte.ts b/tools/ui/src/lib/hooks/use-attachment-menu.svelte.ts
index 0940ce7b6..98ecc9ace 100644
--- a/tools/ui/src/lib/hooks/use-attachment-menu.svelte.ts
+++ b/tools/ui/src/lib/hooks/use-attachment-menu.svelte.ts
@@ -40,28 +40,30 @@ export function useAttachmentMenu(
 	close: () => void
 ): UseAttachmentMenuReturn {
 	const modalityFlags = $derived(getFlags());
-
 	const callbacks = $derived.by(() => {
 		const cbs = getCallbacks();
 		const wrap = (fn?: () => void) => () => {
 			close();
 			fn?.();
 		};
+
 		return {
 			[AttachmentAction.FILE_UPLOAD]: wrap(cbs.onFileUpload),
-			[AttachmentAction.SYSTEM_PROMPT_CLICK]: wrap(cbs.onSystemPromptClick),
 			[AttachmentAction.MCP_PROMPT_CLICK]: wrap(cbs.onMcpPromptClick),
-			[AttachmentAction.MCP_RESOURCES_CLICK]: wrap(cbs.onMcpResourcesClick)
+			[AttachmentAction.MCP_RESOURCES_CLICK]: wrap(cbs.onMcpResourcesClick),
+			[AttachmentAction.SYSTEM_PROMPT_CLICK]: wrap(cbs.onSystemPromptClick)
 		};
 	});
 
 	function isItemEnabled(enabledWhen: string | undefined): boolean {
 		if (!enabledWhen || enabledWhen === 'always') return true;
+
 		return !!modalityFlags[enabledWhen as keyof AttachmentModalityFlags];
 	}
 
 	function isItemVisible(visibleWhen: string | undefined): boolean {
 		if (!visibleWhen) return true;
+
 		return !!modalityFlags[visibleWhen as keyof AttachmentModalityFlags];
 	}
 
@@ -75,8 +77,8 @@ export function useAttachmentMenu(
 		get callbacks() {
 			return callbacks;
 		},
+		getSystemMessageTooltip,
 		isItemEnabled,
-		isItemVisible,
-		getSystemMessageTooltip
+		isItemVisible
 	};
 }
diff --git a/tools/ui/src/lib/hooks/use-auto-scroll.svelte.ts b/tools/ui/src/lib/hooks/use-auto-scroll.svelte.ts
index f2ad50dff..6ebce15da 100644
--- a/tools/ui/src/lib/hooks/use-auto-scroll.svelte.ts
+++ b/tools/ui/src/lib/hooks/use-auto-scroll.svelte.ts
@@ -51,7 +51,9 @@ export class AutoScrollController {
 	 */
 	setDisabled(disabled: boolean): void {
 		if (this._disabled === disabled) return;
+
 		this._disabled = disabled;
+
 		if (disabled) {
 			this._autoScrollEnabled = false;
 			this.stopInterval();
@@ -67,7 +69,7 @@ export class AutoScrollController {
 	handleScroll(): void {
 		if (this._disabled || !this._container) return;
 
-		const { scrollTop, scrollHeight, clientHeight } = this._container;
+		const { clientHeight, scrollHeight, scrollTop } = this._container;
 		const distanceFromBottom = scrollHeight - clientHeight - scrollTop;
 		const isScrollingUp = scrollTop < this._lastScrollTop;
 		const isAtBottom = distanceFromBottom < AUTO_SCROLL_AT_BOTTOM_THRESHOLD;
@@ -88,6 +90,7 @@ export class AutoScrollController {
 	 */
 	scrollToBottom(): void {
 		if (this._disabled || !this._container) return;
+
 		this._container.scrollTop = this._container.scrollHeight;
 	}
 
@@ -96,6 +99,7 @@ export class AutoScrollController {
 	 */
 	enable(): void {
 		if (this._disabled) return;
+
 		this._userScrolledUp = false;
 		this._autoScrollEnabled = true;
 	}
@@ -106,6 +110,7 @@ export class AutoScrollController {
 	resetScrollState(): void {
 		this._userScrolledUp = false;
 		this._autoScrollEnabled = !this._disabled;
+
 		if (this._container) {
 			this._lastScrollTop = this._container.scrollTop;
 		}
@@ -139,6 +144,7 @@ export class AutoScrollController {
 	updateInterval(isStreaming: boolean): void {
 		if (this._disabled) {
 			this.stopInterval();
+
 			return;
 		}
 
@@ -184,9 +190,11 @@ export class AutoScrollController {
 
 		this._mutationObserver = new MutationObserver(() => {
 			if (!this._autoScrollEnabled || this._rafPending) return;
+
 			this._rafPending = true;
 			requestAnimationFrame(() => {
 				this._rafPending = false;
+
 				if (this._autoScrollEnabled && this._container) {
 					this._container.scrollTop = this._container.scrollHeight;
 				}
@@ -194,9 +202,9 @@ export class AutoScrollController {
 		});
 
 		this._mutationObserver.observe(this._container, {
+			characterData: true,
 			childList: true,
-			subtree: true,
-			characterData: true
+			subtree: true
 		});
 	}
 
@@ -205,6 +213,7 @@ export class AutoScrollController {
 			this._mutationObserver.disconnect();
 			this._mutationObserver = null;
 		}
+
 		this._rafPending = false;
 	}
 }
diff --git a/tools/ui/src/lib/hooks/use-chat-form-pickers.svelte.ts b/tools/ui/src/lib/hooks/use-chat-form-pickers.svelte.ts
new file mode 100644
index 000000000..712189746
--- /dev/null
+++ b/tools/ui/src/lib/hooks/use-chat-form-pickers.svelte.ts
@@ -0,0 +1,377 @@
+import { getChatCommands, PROMPT_TRIGGER_PREFIX } from '$lib/constants';
+import { ChatFormCommandAction, KeyboardKey } from '$lib/enums';
+import type { ChatFormCommand } from '$lib/types';
+import {
+	type CommandDismissSnapshot,
+	findCommandToken,
+	findMentionToken,
+	type MentionDismissSnapshot,
+	takeCommandDismissSnapshot,
+	takeMentionDismissSnapshot
+} from '$lib/utils';
+
+/** Dependencies injected as getters so the hook stays free of store circular imports. */
+export interface UseChatFormPickersOptions {
+	getValue: () => string;
+	/** Also fires the form's onChange. */
+	setValue: (value: string) => void;
+	/** Undefined when unmounted. */
+	getCaretOffset: () => number | undefined;
+	setCaretOffset: (offset: number) => void;
+	focusInput: () => void;
+	/** Gates `/model`. */
+	getShowModelSelector: () => boolean;
+	/** Gates `/prompt`. */
+	hasPrompts: () => boolean;
+	/** Gates `/cwd`. */
+	hasCwdTools: () => boolean;
+	getCwd: () => string | null;
+	/** Mention search fallback scope. */
+	getServerHome: () => string | null;
+	openModelSelector: () => void;
+	/** Delegate a keydown to the mounted pickers component, if any. */
+	getPickersRef: () => { handleKeydown(event: KeyboardEvent): boolean } | undefined;
+}
+
+/**
+ * Chat-form picker state and the `/`+`@` routing that drives them.
+ * Owns open/query state, dismiss snapshots and slash-command dispatch;
+ * textarea/caret/attachment handling stays in the chat form.
+ */
+export function useChatFormPickers(opts: UseChatFormPickersOptions) {
+	let isCommandPickerOpen = $state(false);
+	let commandQuery = $state('');
+	let isPromptPickerOpen = $state(false);
+	let promptSearchQuery = $state('');
+	let isMentionPickerOpen = $state(false);
+	let mentionQuery = $state('');
+	let isWorkingDirectoryPickerOpen = $state(false);
+	let workingDirectoryQuery = $state('');
+	// Last dismissed `@`-mention token; while intact, the picker does not
+	// reopen, so an escaped `@<query>` stays literal until edited.
+	let mentionDismissedSnapshot: MentionDismissSnapshot | null = null;
+	// Same dismissal contract for the `/`-command token.
+	let commandDismissedSnapshot: CommandDismissSnapshot | null = null;
+
+	// Fall back to the server home so the picker still finds matches
+	// before a cwd is set.
+	const mentionScopePath = $derived(opts.getCwd() ?? opts.getServerHome() ?? null);
+	const availableCommands = $derived(
+		getChatCommands({
+			hasCwdTools: opts.hasCwdTools,
+			hasPrompts: opts.hasPrompts,
+			showModelSelector: opts.getShowModelSelector()
+		})
+	);
+
+	// Dispatch a slash command picked from the list: consume the token and
+	// open the target picker, seeding its search with `args`. Runs only on
+	// explicit selection (Enter/click), so the buffer is never cleared
+	// mid-typing.
+	function dispatchCommand(command: ChatFormCommand, args: string) {
+		isCommandPickerOpen = false;
+		commandQuery = '';
+
+		switch (command.action) {
+			case ChatFormCommandAction.PROMPT:
+				isWorkingDirectoryPickerOpen = false;
+				opts.setValue('');
+				isPromptPickerOpen = true;
+				promptSearchQuery = args.trim();
+
+				break;
+			case ChatFormCommandAction.CWD: {
+				// Keep `/cwd <args>` in the input so the search field and the
+				// token stay two-way bound; normalize partial tokens (`/cw foo`).
+				const trimmed = args.trim();
+				const newValue = `/cwd ${trimmed}`;
+
+				if (opts.getValue() !== newValue) {
+					opts.setValue(newValue);
+					queueMicrotask(() => opts.setCaretOffset(newValue.length));
+				}
+
+				workingDirectoryQuery = trimmed;
+				isWorkingDirectoryPickerOpen = true;
+
+				break;
+			}
+			case ChatFormCommandAction.MODEL:
+				isWorkingDirectoryPickerOpen = false;
+				opts.setValue('');
+				opts.openModelSelector();
+
+				break;
+		}
+	}
+
+	function handleInput() {
+		const value = opts.getValue();
+		const cursor = opts.getCaretOffset() ?? value.length;
+
+		if (value.startsWith(PROMPT_TRIGGER_PREFIX)) {
+			isMentionPickerOpen = false;
+			mentionQuery = '';
+			isPromptPickerOpen = false;
+			promptSearchQuery = '';
+
+			const token = findCommandToken(value);
+
+			if (!token) {
+				isCommandPickerOpen = false;
+				commandQuery = '';
+
+				return;
+			}
+
+			// While the `/cwd` picker is open the token doubles as its search
+			// field: keep the two in sync instead of re-dispatching.
+			if (isWorkingDirectoryPickerOpen) {
+				isCommandPickerOpen = false;
+				commandQuery = '';
+
+				if (token.name === 'cwd') {
+					workingDirectoryQuery = token.args.trim();
+				} else {
+					isWorkingDirectoryPickerOpen = false;
+					workingDirectoryQuery = '';
+				}
+
+				return;
+			}
+
+			// Dismissed token stays literal until it changes.
+			const isDismissedSticky =
+				commandDismissedSnapshot !== null &&
+				commandDismissedSnapshot.name === token.name &&
+				commandDismissedSnapshot.args === token.args;
+
+			if (isDismissedSticky) {
+				isCommandPickerOpen = false;
+				commandQuery = '';
+
+				return;
+			}
+
+			// Commands dispatch only on explicit selection (Enter/click),
+			// never mid-typing: `/model is broken` is prose until the user
+			// picks the command from the list.
+			if (availableCommands.length > 0) {
+				isCommandPickerOpen = true;
+				commandQuery = token.name;
+			} else {
+				isCommandPickerOpen = false;
+				commandQuery = '';
+			}
+
+			return;
+		}
+
+		isCommandPickerOpen = false;
+		commandQuery = '';
+
+		if (commandDismissedSnapshot !== null) {
+			commandDismissedSnapshot = null;
+		}
+
+		if (isWorkingDirectoryPickerOpen) {
+			isWorkingDirectoryPickerOpen = false;
+		}
+
+		const token = findMentionToken(value, cursor);
+
+		if (token) {
+			// Dismissed token stays literal: don't reopen until it changes.
+			const isDismissedSticky =
+				mentionDismissedSnapshot !== null &&
+				mentionDismissedSnapshot.start === token.start &&
+				mentionDismissedSnapshot.query === token.query;
+
+			if (!isDismissedSticky) {
+				// Only search once a char follows `@`; a bare `@` is a no-op
+				// (otherwise the picker flashes an empty hint on re-type).
+				if (token.query.length > 0) {
+					mentionDismissedSnapshot = null;
+					isMentionPickerOpen = true;
+					mentionQuery = token.query;
+					isPromptPickerOpen = false;
+					promptSearchQuery = '';
+
+					return;
+				}
+			}
+		}
+
+		isPromptPickerOpen = false;
+		promptSearchQuery = '';
+		isMentionPickerOpen = false;
+		mentionQuery = '';
+
+		// Token gone or changed: reset the snapshot so a fresh `@` reopens.
+		if (mentionDismissedSnapshot !== null && !token) {
+			mentionDismissedSnapshot = null;
+		}
+	}
+
+	function handleKeydown(event: KeyboardEvent): boolean {
+		if (opts.getPickersRef()?.handleKeydown(event)) {
+			return true;
+		}
+
+		if (event.key === KeyboardKey.ESCAPE && isPromptPickerOpen) {
+			isPromptPickerOpen = false;
+			promptSearchQuery = '';
+
+			return true;
+		}
+
+		return false;
+	}
+
+	function handleCommandSelect(command: ChatFormCommand) {
+		// Dispatch on the live token so typed args seed the target picker.
+		const token = findCommandToken(opts.getValue());
+
+		dispatchCommand(command, token?.args ?? '');
+	}
+
+	// Picker dismissed: snapshot the live token so it stays literal until
+	// deleted or retyped.
+	function handleCommandPickerClose() {
+		if (isCommandPickerOpen) {
+			commandDismissedSnapshot = takeCommandDismissSnapshot(opts.getValue());
+		}
+
+		isCommandPickerOpen = false;
+		commandQuery = '';
+
+		// Target picker manages its own focus: don't yank it back to the input.
+		if (!isPromptPickerOpen && !isMentionPickerOpen && !isWorkingDirectoryPickerOpen) {
+			opts.focusInput();
+		}
+	}
+
+	// Same dismissal snapshot for the mention token.
+	function handleMentionPickerClose() {
+		if (isMentionPickerOpen) {
+			const cursor = opts.getCaretOffset() ?? opts.getValue().length;
+
+			mentionDismissedSnapshot = takeMentionDismissSnapshot(opts.getValue(), cursor);
+		}
+
+		isMentionPickerOpen = false;
+		mentionQuery = '';
+		opts.focusInput();
+	}
+
+	function handlePromptPickerClose() {
+		isPromptPickerOpen = false;
+		promptSearchQuery = '';
+		opts.focusInput();
+	}
+
+	function handleWorkingDirectoryOpen() {
+		workingDirectoryQuery = opts.getCwd() ?? '';
+		isWorkingDirectoryPickerOpen = true;
+	}
+
+	function handleWorkingDirectoryClose() {
+		isWorkingDirectoryPickerOpen = false;
+		workingDirectoryQuery = '';
+		opts.focusInput();
+	}
+
+	// Two-way bind the text after `/cwd ` and the picker search input; the
+	// reverse direction is handled by handleInput.
+	$effect(() => {
+		if (!isWorkingDirectoryPickerOpen) return;
+
+		const value = opts.getValue();
+		const token = findCommandToken(value);
+
+		if (!token || token.name !== 'cwd') return;
+
+		const newValue = `/cwd ${workingDirectoryQuery}`;
+
+		if (newValue === value) return;
+
+		opts.setValue(newValue);
+		queueMicrotask(() => opts.setCaretOffset(newValue.length));
+	});
+
+	return {
+		get availableCommands() {
+			return availableCommands;
+		},
+		closePromptPicker() {
+			isPromptPickerOpen = false;
+			promptSearchQuery = '';
+		},
+		get commandQuery() {
+			return commandQuery;
+		},
+		set commandQuery(v: string) {
+			commandQuery = v;
+		},
+		dispatchCommand,
+		handleCommandPickerClose,
+		handleCommandSelect,
+		handleInput,
+		// True when a picker consumed the event, so the form skips submit.
+		handleKeydown,
+		handleMentionPickerClose,
+		handlePromptPickerClose,
+		handleWorkingDirectoryClose,
+		handleWorkingDirectoryOpen,
+		get isCommandPickerOpen() {
+			return isCommandPickerOpen;
+		},
+		set isCommandPickerOpen(v: boolean) {
+			isCommandPickerOpen = v;
+		},
+		get isMentionPickerOpen() {
+			return isMentionPickerOpen;
+		},
+		set isMentionPickerOpen(v: boolean) {
+			isMentionPickerOpen = v;
+		},
+		get isPromptPickerOpen() {
+			return isPromptPickerOpen;
+		},
+		set isPromptPickerOpen(v: boolean) {
+			isPromptPickerOpen = v;
+		},
+		get isWorkingDirectoryPickerOpen() {
+			return isWorkingDirectoryPickerOpen;
+		},
+		set isWorkingDirectoryPickerOpen(v: boolean) {
+			isWorkingDirectoryPickerOpen = v;
+		},
+		get mentionQuery() {
+			return mentionQuery;
+		},
+		set mentionQuery(v: string) {
+			mentionQuery = v;
+		},
+		get mentionScopePath() {
+			return mentionScopePath;
+		},
+		openPromptPicker() {
+			isPromptPickerOpen = true;
+		},
+		get promptSearchQuery() {
+			return promptSearchQuery;
+		},
+		set promptSearchQuery(v: string) {
+			promptSearchQuery = v;
+		},
+		get workingDirectoryQuery() {
+			return workingDirectoryQuery;
+		},
+		set workingDirectoryQuery(v: string) {
+			workingDirectoryQuery = v;
+		}
+	};
+}
+
+export type UseChatFormPickersReturn = ReturnType<typeof useChatFormPickers>;
diff --git a/tools/ui/src/lib/hooks/use-chat-screen-active-model.svelte.ts b/tools/ui/src/lib/hooks/use-chat-screen-active-model.svelte.ts
index de75e9fef..0f91f822f 100644
--- a/tools/ui/src/lib/hooks/use-chat-screen-active-model.svelte.ts
+++ b/tools/ui/src/lib/hooks/use-chat-screen-active-model.svelte.ts
@@ -8,17 +8,16 @@
  * demand if they aren't cached yet.
  */
 
-import { modelsStore, modelOptions, selectedModelId } from '$lib/stores/models.svelte';
-import { isRouterMode } from '$lib/stores/server.svelte';
 import { chatStore } from '$lib/stores/chat.svelte';
 import { activeMessages } from '$lib/stores/conversations.svelte';
+import { modelOptions, modelsStore, selectedModelId } from '$lib/stores/models.svelte';
+import { isRouterMode } from '$lib/stores/server.svelte';
 
 export function useChatScreenActiveModel() {
 	const isRouter = $derived(isRouterMode());
 	const conversationModel = $derived(
 		chatStore.getConversationModel(activeMessages() as DatabaseMessage[])
 	);
-
 	const activeModelId = $derived.by(() => {
 		const options = modelOptions();
 
@@ -27,13 +26,16 @@ export function useChatScreenActiveModel() {
 		}
 
 		const selectedId = selectedModelId();
+
 		if (selectedId) {
 			const model = options.find((m) => m.id === selectedId);
+
 			if (model) return model.model;
 		}
 
 		if (conversationModel) {
 			const model = options.find((m) => m.model === conversationModel);
+
 			if (model) return model.model;
 		}
 
@@ -45,6 +47,7 @@ export function useChatScreenActiveModel() {
 	$effect(() => {
 		if (activeModelId) {
 			const cached = modelsStore.getModelProps(activeModelId);
+
 			if (!cached) {
 				modelsStore.fetchModelProps(activeModelId).then(() => {
 					modelPropsVersion++;
@@ -56,37 +59,38 @@ export function useChatScreenActiveModel() {
 	const hasAudioModality = $derived.by(() => {
 		if (activeModelId) {
 			void modelPropsVersion;
+
 			return modelsStore.modelSupportsAudio(activeModelId);
 		}
+
 		return false;
 	});
-
 	const hasVideoModality = $derived.by(() => {
 		if (activeModelId) {
 			void modelPropsVersion;
+
 			return modelsStore.modelSupportsVideo(activeModelId);
 		}
+
 		return false;
 	});
-
 	const hasVisionModality = $derived.by(() => {
 		if (activeModelId) {
 			void modelPropsVersion;
+
 			return modelsStore.modelSupportsVision(activeModelId);
 		}
+
 		return false;
 	});
 
 	return {
-		get isRouter() {
-			return isRouter;
+		get activeModelId() {
+			return activeModelId;
 		},
 		get conversationModel() {
 			return conversationModel;
 		},
-		get activeModelId() {
-			return activeModelId;
-		},
 		get hasAudioModality() {
 			return hasAudioModality;
 		},
@@ -95,6 +99,9 @@ export function useChatScreenActiveModel() {
 		},
 		get hasVisionModality() {
 			return hasVisionModality;
+		},
+		get isRouter() {
+			return isRouter;
 		}
 	};
 }
diff --git a/tools/ui/src/lib/hooks/use-chat-screen-drag-and-drop.svelte.ts b/tools/ui/src/lib/hooks/use-chat-screen-drag-and-drop.svelte.ts
index 3f292b4e1..e3324f915 100644
--- a/tools/ui/src/lib/hooks/use-chat-screen-drag-and-drop.svelte.ts
+++ b/tools/ui/src/lib/hooks/use-chat-screen-drag-and-drop.svelte.ts
@@ -21,6 +21,7 @@ export function useChatScreenDragAndDrop(options: UseChatScreenDragAndDropOption
 	function handleDragEnter(event: DragEvent) {
 		event.preventDefault();
 		dragCounter++;
+
 		if (event.dataTransfer?.types.includes('Files')) {
 			isDragOver = true;
 		}
@@ -29,6 +30,7 @@ export function useChatScreenDragAndDrop(options: UseChatScreenDragAndDropOption
 	function handleDragLeave(event: DragEvent) {
 		event.preventDefault();
 		dragCounter--;
+
 		if (dragCounter === 0) {
 			isDragOver = false;
 		}
@@ -49,8 +51,10 @@ export function useChatScreenDragAndDrop(options: UseChatScreenDragAndDropOption
 
 		if (isEditing()) {
 			const handler = getAddFilesHandler();
+
 			if (handler) {
 				handler(files);
+
 				return;
 			}
 		}
@@ -59,14 +63,14 @@ export function useChatScreenDragAndDrop(options: UseChatScreenDragAndDropOption
 	}
 
 	return {
-		get isDragOver() {
-			return isDragOver;
-		},
 		dragHandlers: {
 			dragenter: handleDragEnter,
 			dragleave: handleDragLeave,
 			dragover: handleDragOver,
 			drop: handleDrop
+		},
+		get isDragOver() {
+			return isDragOver;
 		}
 	};
 }
diff --git a/tools/ui/src/lib/hooks/use-chat-screen-file-upload.svelte.ts b/tools/ui/src/lib/hooks/use-chat-screen-file-upload.svelte.ts
index f1ab94721..5bb1ea33f 100644
--- a/tools/ui/src/lib/hooks/use-chat-screen-file-upload.svelte.ts
+++ b/tools/ui/src/lib/hooks/use-chat-screen-file-upload.svelte.ts
@@ -7,8 +7,8 @@
  * as reactive getters so validation tracks the model in real time.
  */
 
+import { filterFilesByModalities, isFileTypeSupported } from '$lib/utils';
 import { processFilesToChatUploaded } from '$lib/utils/browser-only';
-import { isFileTypeSupported, filterFilesByModalities } from '$lib/utils';
 
 interface UseChatScreenFileUploadOptions {
 	capabilities: () => { hasVision: boolean; hasAudio: boolean; hasVideo: boolean };
@@ -27,8 +27,8 @@ export function useChatScreenFileUpload(options: UseChatScreenFileUploadOptions)
 	let showFileErrorDialog = $state(false);
 	let fileErrorData = $state<FileErrorData>({
 		generallyUnsupported: [],
-		modalityUnsupported: [],
 		modalityReasons: {},
+		modalityUnsupported: [],
 		supportedTypes: []
 	});
 
@@ -44,24 +44,26 @@ export function useChatScreenFileUpload(options: UseChatScreenFileUploadOptions)
 			}
 		}
 
-		const { supportedFiles, unsupportedFiles, modalityReasons } = filterFilesByModalities(
+		const { modalityReasons, supportedFiles, unsupportedFiles } = filterFilesByModalities(
 			generallySupported,
 			options.capabilities()
 		);
-
 		const allUnsupportedFiles = [...generallyUnsupported, ...unsupportedFiles];
 
 		if (allUnsupportedFiles.length > 0) {
 			const supportedTypes: string[] = ['text files', 'PDFs'];
 			const caps = options.capabilities();
+
 			if (caps.hasVision) supportedTypes.push('images');
+
 			if (caps.hasAudio) supportedTypes.push('audio files');
+
 			if (caps.hasVideo) supportedTypes.push('video files');
 
 			fileErrorData = {
 				generallyUnsupported,
-				modalityUnsupported: unsupportedFiles,
 				modalityReasons,
+				modalityUnsupported: unsupportedFiles,
 				supportedTypes
 			};
 			showFileErrorDialog = true;
@@ -72,6 +74,7 @@ export function useChatScreenFileUpload(options: UseChatScreenFileUploadOptions)
 				supportedFiles,
 				options.activeModelId() ?? undefined
 			);
+
 			uploadedFiles = [...uploadedFiles, ...processed];
 		}
 	}
@@ -85,20 +88,20 @@ export function useChatScreenFileUpload(options: UseChatScreenFileUploadOptions)
 	}
 
 	return {
-		get uploadedFiles() {
-			return uploadedFiles;
-		},
-		set uploadedFiles(value) {
-			uploadedFiles = value;
-		},
+		fileErrorData,
+		handleFileRemove,
+		handleFileUpload,
 		get showFileErrorDialog() {
 			return showFileErrorDialog;
 		},
 		set showFileErrorDialog(value) {
 			showFileErrorDialog = value;
 		},
-		fileErrorData,
-		handleFileUpload,
-		handleFileRemove
+		get uploadedFiles() {
+			return uploadedFiles;
+		},
+		set uploadedFiles(value) {
+			uploadedFiles = value;
+		}
 	};
 }
diff --git a/tools/ui/src/lib/hooks/use-chat-screen-scroll.svelte.ts b/tools/ui/src/lib/hooks/use-chat-screen-scroll.svelte.ts
index cecf208bd..004db9bcc 100644
--- a/tools/ui/src/lib/hooks/use-chat-screen-scroll.svelte.ts
+++ b/tools/ui/src/lib/hooks/use-chat-screen-scroll.svelte.ts
@@ -7,8 +7,8 @@
  * scroll handler seeing spurious events from layout shifts.
  */
 
-import { afterNavigate, beforeNavigate } from '$app/navigation';
 import type { AutoScrollController } from './use-auto-scroll.svelte';
+import { afterNavigate, beforeNavigate } from '$app/navigation';
 
 export function useChatScreenScroll(autoScroll: AutoScrollController) {
 	let chatScrollContainer: HTMLElement | undefined = $state();
@@ -18,6 +18,7 @@ export function useChatScreenScroll(autoScroll: AutoScrollController) {
 		// Ignore scroll events caused by navigation layout changes or by our own
 		// programmatic scrolls so they don't accidentally disable auto-scroll.
 		if (isNavigating || !event.isTrusted) return;
+
 		autoScroll.handleScroll();
 	}
 
diff --git a/tools/ui/src/lib/hooks/use-context-gauge.svelte.ts b/tools/ui/src/lib/hooks/use-context-gauge.svelte.ts
index e11e2f7ab..7ab3f83df 100644
--- a/tools/ui/src/lib/hooks/use-context-gauge.svelte.ts
+++ b/tools/ui/src/lib/hooks/use-context-gauge.svelte.ts
@@ -4,23 +4,23 @@
  * read / fresh / cache / output and cumulative token counts.
  */
 
+import { useProcessingState } from './use-processing-state.svelte';
+import {
+	type ColorLevel,
+	colorLevelFromPercent
+} from '$lib/components/app/chat/ChatForm/ChatFormContextGauge/context-gauge';
+import { STATS_UNITS } from '$lib/constants';
+import { MessageRole } from '$lib/enums';
+import { chatStore } from '$lib/stores/chat.svelte';
+import { activeMessages } from '$lib/stores/conversations.svelte';
 import {
-	modelsStore,
 	modelOptions,
+	modelsStore,
 	selectedModelId,
 	singleModelName
 } from '$lib/stores/models.svelte';
-import { chatStore } from '$lib/stores/chat.svelte';
-import { activeMessages } from '$lib/stores/conversations.svelte';
 import { isRouterMode } from '$lib/stores/server.svelte';
-import { MessageRole } from '$lib/enums';
-import { STATS_UNITS } from '$lib/constants';
 import type { ChatMessageTimings, DatabaseMessage } from '$lib/types';
-import { useProcessingState } from './use-processing-state.svelte';
-import {
-	colorLevelFromPercent,
-	type ColorLevel
-} from '$lib/components/app/chat/ChatForm/ChatFormContextGauge/context-gauge';
 
 interface LiveStats {
 	freshTokens: number;
@@ -55,8 +55,10 @@ export interface UseContextGaugeReturn {
 function lastAssistantTimings(messages: DatabaseMessage[]): ChatMessageTimings | undefined {
 	for (let i = messages.length - 1; i >= 0; i--) {
 		const m = messages[i];
+
 		if (m.role === MessageRole.ASSISTANT && m.timings) return m.timings;
 	}
+
 	return undefined;
 }
 
@@ -66,13 +68,15 @@ function deriveLiveStats(
 	if (!state || (state.status !== 'preparing' && state.status !== 'generating')) {
 		return null;
 	}
+
 	const promptTokens = state.promptTokens ?? 0;
 	const cacheTokens = state.cacheTokens ?? 0;
+
 	return {
-		freshTokens: promptTokens,
-		promptTokens: promptTokens + cacheTokens,
 		cacheTokens,
-		outputTokens: state.outputTokensUsed ?? 0
+		freshTokens: promptTokens,
+		outputTokens: state.outputTokensUsed ?? 0,
+		promptTokens: promptTokens + cacheTokens
 	};
 }
 
@@ -83,13 +87,13 @@ function filterTransientDetails(raw: string[]): string[] {
 		if (TRANSIENT_DETAILS_EXCLUDED_PREFIXES.some((prefix) => detail.startsWith(prefix))) {
 			return false;
 		}
+
 		return !detail.includes(STATS_UNITS.TOKENS_PER_SECOND);
 	});
 }
 
 export function useContextGauge(): UseContextGaugeReturn {
 	const processingState = useProcessingState();
-
 	// Resolve the model the gauge reports context for: explicit selection >
 	// last assistant model > single-model mode (mirrors useChatScreenActiveModel).
 	const activeModelId = $derived.by(() => {
@@ -98,18 +102,18 @@ export function useContextGauge(): UseContextGaugeReturn {
 		}
 
 		const selectedId = selectedModelId();
+
 		if (selectedId) {
 			const model = modelOptions().find((m) => m.id === selectedId);
+
 			if (model) return model.model;
 		}
 
 		return chatStore.getConversationModel(activeMessages() as DatabaseMessage[]);
 	});
-
 	const isActiveModelLoaded = $derived(
-		activeModelId !== null && modelsStore.isModelLoaded(activeModelId)
+		activeModelId !== null && (!isRouterMode() || modelsStore.isModelLoaded(activeModelId))
 	);
-
 	const isActiveModelLoading = $derived(
 		activeModelId !== null && modelsStore.isModelOperationInProgress(activeModelId)
 	);
@@ -118,6 +122,7 @@ export function useContextGauge(): UseContextGaugeReturn {
 	$effect(() => {
 		if (activeModelId && isActiveModelLoaded) {
 			const cached = modelsStore.getModelProps(activeModelId);
+
 			if (!cached) {
 				void modelsStore.fetchModelProps(activeModelId);
 			}
@@ -126,52 +131,54 @@ export function useContextGauge(): UseContextGaugeReturn {
 
 	const contextTotal = $derived.by(() => {
 		void modelsStore.propsCacheVersion;
+
 		return activeModelId ? modelsStore.getModelContextSize(activeModelId) : null;
 	});
-
 	const liveStats = $derived(deriveLiveStats(processingState.processingState));
-
 	const currentRead = $derived.by(() => {
 		const timings = lastAssistantTimings(activeMessages() as DatabaseMessage[]);
+
 		let read = 0;
+
 		if (timings) {
 			read = (timings.prompt_n ?? 0) + (timings.cache_n ?? 0);
 		}
+
 		// live.promptTokens is already the combined reading (prompt + cache),
 		// so do not also add live.cacheTokens.
 		if (liveStats && liveStats.promptTokens > 0) {
 			read = Math.max(read, liveStats.promptTokens);
 		}
+
 		return read;
 	});
-
 	const currentFresh = $derived.by(() => {
 		const timings = lastAssistantTimings(activeMessages() as DatabaseMessage[]);
 		const fresh = timings?.prompt_n ?? 0;
+
 		return Math.max(fresh, liveStats?.freshTokens ?? 0);
 	});
-
 	const currentCache = $derived.by(() => {
 		const timings = lastAssistantTimings(activeMessages() as DatabaseMessage[]);
 		const cached = timings?.cache_n ?? 0;
+
 		if (liveStats && liveStats.promptTokens > 0) {
 			return Math.max(cached, liveStats.cacheTokens);
 		}
+
 		return cached;
 	});
-
 	const currentOutput = $derived.by(() => {
 		if (liveStats && liveStats.outputTokens > 0) return liveStats.outputTokens;
+
 		const timings = lastAssistantTimings(activeMessages() as DatabaseMessage[]);
+
 		return timings?.predicted_n ?? 0;
 	});
-
 	const kvTotal = $derived(currentRead + currentOutput);
 	const contextUsed = $derived(currentRead + currentOutput);
-
 	const cumulative = $derived.by(() => {
 		const messages = activeMessages() as DatabaseMessage[];
-
 		// Agentic sessions stamp the same agentic.llm totals onto every
 		// assistant message; cache_n is never per-turn so cache_total stays 0.
 		const agenticMessages = messages.filter(
@@ -183,11 +190,12 @@ export function useContextGauge(): UseContextGaugeReturn {
 			const output = llm.predicted_n ?? 0;
 			const outputMs = llm.predicted_ms ?? 0;
 			const averageTokensPerSecond = outputMs > 0 && output > 0 ? (output / outputMs) * 1000 : null;
+
 			return {
-				read: llm.prompt_n ?? 0,
-				output,
+				averageTokensPerSecond,
 				cacheTotal: 0,
-				averageTokensPerSecond
+				output,
+				read: llm.prompt_n ?? 0
 			};
 		}
 
@@ -195,27 +203,27 @@ export function useContextGauge(): UseContextGaugeReturn {
 		let output = 0;
 		let outputMs = 0;
 		let cacheTotal = 0;
+
 		for (const m of messages) {
 			if (m.role !== MessageRole.ASSISTANT || !m.timings) continue;
+
 			read += m.timings.prompt_n ?? 0;
 			cacheTotal += m.timings.cache_n ?? 0;
 			output += m.timings.predicted_n ?? 0;
 			outputMs += m.timings.predicted_ms ?? 0;
 		}
 		const averageTokensPerSecond = outputMs > 0 && output > 0 ? (output / outputMs) * 1000 : null;
-		return { read, output, cacheTotal, averageTokensPerSecond };
-	});
 
+		return { averageTokensPerSecond, cacheTotal, output, read };
+	});
 	const contextPercent = $derived.by(() => {
 		if (contextTotal === null || contextTotal <= 0) return null;
+
 		return Math.round((contextUsed / contextTotal) * 100);
 	});
-
 	const colorLevel = $derived(colorLevelFromPercent(contextPercent));
-
 	// Drop lines the surrounding Context / Output / speed rows already render.
 	const transientDetails = $derived(filterTransientDetails(processingState.getTechnicalDetails()));
-
 	const hasAnyUsage = $derived(
 		cumulative.read > 0 ||
 			cumulative.output > 0 ||
@@ -227,6 +235,7 @@ export function useContextGauge(): UseContextGaugeReturn {
 
 	async function loadModel() {
 		if (!activeModelId || isActiveModelLoading) return;
+
 		try {
 			await modelsStore.loadModel(activeModelId);
 		} catch {
@@ -238,11 +247,14 @@ export function useContextGauge(): UseContextGaugeReturn {
 		get activeModelId() {
 			return activeModelId;
 		},
-		get isActiveModelLoaded() {
-			return isActiveModelLoaded;
+		get averageTokensPerSecond() {
+			return cumulative.averageTokensPerSecond;
 		},
-		get isActiveModelLoading() {
-			return isActiveModelLoading;
+		get colorLevel() {
+			return colorLevel;
+		},
+		get contextPercent() {
+			return contextPercent;
 		},
 		get contextTotal() {
 			return contextTotal;
@@ -250,46 +262,43 @@ export function useContextGauge(): UseContextGaugeReturn {
 		get contextUsed() {
 			return contextUsed;
 		},
-		get currentRead() {
-			return currentRead;
+		get cumulativeCacheTotal() {
+			return cumulative.cacheTotal;
 		},
-		get currentFresh() {
-			return currentFresh;
+		get cumulativeOutput() {
+			return cumulative.output;
+		},
+		get cumulativeRead() {
+			return cumulative.read;
 		},
 		get currentCache() {
 			return currentCache;
 		},
+		get currentFresh() {
+			return currentFresh;
+		},
 		get currentOutput() {
 			return currentOutput;
 		},
-		get kvTotal() {
-			return kvTotal;
-		},
-		get cumulativeRead() {
-			return cumulative.read;
-		},
-		get cumulativeOutput() {
-			return cumulative.output;
+		get currentRead() {
+			return currentRead;
 		},
-		get cumulativeCacheTotal() {
-			return cumulative.cacheTotal;
+		get hasAnyUsage() {
+			return hasAnyUsage;
 		},
-		get averageTokensPerSecond() {
-			return cumulative.averageTokensPerSecond;
+		get isActiveModelLoaded() {
+			return isActiveModelLoaded;
 		},
-		get contextPercent() {
-			return contextPercent;
+		get isActiveModelLoading() {
+			return isActiveModelLoading;
 		},
-		get colorLevel() {
-			return colorLevel;
+		get kvTotal() {
+			return kvTotal;
 		},
+		loadModel,
+		startMonitoring: () => processingState.startMonitoring(),
 		get transientDetails() {
 			return transientDetails;
-		},
-		get hasAnyUsage() {
-			return hasAnyUsage;
-		},
-		loadModel,
-		startMonitoring: () => processingState.startMonitoring()
+		}
 	};
 }
diff --git a/tools/ui/src/lib/hooks/use-debounced-search.svelte.ts b/tools/ui/src/lib/hooks/use-debounced-search.svelte.ts
new file mode 100644
index 000000000..f4f8d5db1
--- /dev/null
+++ b/tools/ui/src/lib/hooks/use-debounced-search.svelte.ts
@@ -0,0 +1,70 @@
+import { debounce } from '$lib/utils/debounce';
+
+/**
+ * Shared debounced async-search machinery for the chat-form pickers:
+ * AbortController + sequence counter to discard stale responses, a
+ * debounce, and a live `isSearching` flag.
+ */
+
+export interface UseDebouncedSearchOptions {
+	debounceMs: number;
+	/** Fire-time guard: a scheduled call that outlives a reset is dropped. */
+	canRun: () => boolean;
+	/** Live query, used to drop a scheduled call whose query changed. */
+	getQuery: () => string;
+	/** Perform the search and commit results; bail out when `isCurrent()` is false. */
+	run: (query: string, signal: AbortSignal, isCurrent: () => boolean) => void | Promise<void>;
+}
+
+export function useDebouncedSearch(opts: UseDebouncedSearchOptions) {
+	let controller: AbortController | null = null;
+	let searchSeq = 0;
+	let isSearching = $state(false);
+
+	function isCurrent(seq: number) {
+		return seq === searchSeq;
+	}
+
+	function cancel() {
+		controller?.abort();
+		searchSeq++;
+		isSearching = false;
+	}
+
+	const schedule = debounce((query: string) => {
+		if (!opts.canRun() || query !== opts.getQuery().trim()) return;
+
+		void start(query);
+	}, opts.debounceMs);
+
+	async function start(query: string) {
+		cancel();
+		const fresh = new AbortController();
+
+		controller = fresh;
+		const mySeq = ++searchSeq;
+
+		isSearching = true;
+		try {
+			await opts.run(query, fresh.signal, () => isCurrent(mySeq));
+		} finally {
+			if (isCurrent(mySeq)) isSearching = false;
+		}
+	}
+
+	return {
+		cancel,
+		get isSearching() {
+			return isSearching;
+		},
+		run(query: string) {
+			schedule(query);
+		},
+		/** Bump the loading flag synchronously (e.g. before the debounce fires). */
+		setLoading(value: boolean) {
+			isSearching = value;
+		}
+	};
+}
+
+export type UseDebouncedSearchReturn = ReturnType<typeof useDebouncedSearch>;
diff --git a/tools/ui/src/lib/hooks/use-draft-messages.svelte.ts b/tools/ui/src/lib/hooks/use-draft-messages.svelte.ts
index 11305b205..d7ef140c5 100644
--- a/tools/ui/src/lib/hooks/use-draft-messages.svelte.ts
+++ b/tools/ui/src/lib/hooks/use-draft-messages.svelte.ts
@@ -1,6 +1,6 @@
-import { onMount } from 'svelte';
 import { afterNavigate, beforeNavigate } from '$app/navigation';
 import { draftMessagesStore } from '$lib/stores/draft-messages.svelte';
+import { onMount } from 'svelte';
 
 interface UseDraftMessagesOptions {
 	getChatId: () => string | undefined;
@@ -24,6 +24,7 @@ export function useDraftMessages(options: UseDraftMessagesOptions) {
 
 	beforeNavigate(() => {
 		const chatId = options.getChatId();
+
 		draftMessagesStore.saveDraftMessage(chatId, options.getMessage(), options.getFiles());
 	});
 
@@ -31,6 +32,7 @@ export function useDraftMessages(options: UseDraftMessagesOptions) {
 		if (navigation?.from != null) {
 			const chatId = options.getChatId();
 			const draft = draftMessagesStore.getDraftMessage(chatId);
+
 			options.setMessage(draft.message);
 			options.setFiles(draft.files);
 		}
@@ -38,6 +40,7 @@ export function useDraftMessages(options: UseDraftMessagesOptions) {
 
 	function clearDraft() {
 		const chatId = options.getChatId();
+
 		draftMessagesStore.clearDraftMessage(chatId);
 	}
 
diff --git a/tools/ui/src/lib/hooks/use-keyboard-shortcuts.svelte.ts b/tools/ui/src/lib/hooks/use-keyboard-shortcuts.svelte.ts
index 61df30b79..f99b273e8 100644
--- a/tools/ui/src/lib/hooks/use-keyboard-shortcuts.svelte.ts
+++ b/tools/ui/src/lib/hooks/use-keyboard-shortcuts.svelte.ts
@@ -1,6 +1,6 @@
 import { goto } from '$app/navigation';
-import { KeyboardKey } from '$lib/enums';
 import { ROUTES } from '$lib/constants/routes';
+import { KeyboardKey } from '$lib/enums';
 
 interface KeyboardShortcutsCallbacks {
 	activateSearchMode?: () => void;
diff --git a/tools/ui/src/lib/hooks/use-marquee-selection.svelte.ts b/tools/ui/src/lib/hooks/use-marquee-selection.svelte.ts
index c0bede1dd..05436ecc8 100644
--- a/tools/ui/src/lib/hooks/use-marquee-selection.svelte.ts
+++ b/tools/ui/src/lib/hooks/use-marquee-selection.svelte.ts
@@ -63,11 +63,15 @@ export function useMarqueeSelection(options: UseMarqueeSelectionOptions) {
 		const order = options.orderedIds();
 		const fromIdx = order.indexOf(fromId);
 		const toIdx = order.indexOf(toId);
+
 		if (fromIdx === -1 || toIdx === -1) return;
+
 		const [lo, hi] = fromIdx < toIdx ? [fromIdx, toIdx] : [toIdx, fromIdx];
 		const shouldSelect = !selected.has(toId);
+
 		for (let i = lo; i <= hi; i++) {
 			const id = order[i];
+
 			if (shouldSelect) selected.add(id);
 			else selected.delete(id);
 		}
@@ -77,22 +81,27 @@ export function useMarqueeSelection(options: UseMarqueeSelectionOptions) {
 		const attr = resolveAttributeName();
 		const selector = `[data-${attr}]`;
 		const key = datasetKey(attr);
+
 		let bestMatch: HTMLElement | null = null;
 		let bestCenterDistance = Infinity;
 
 		for (const row of document.querySelectorAll<HTMLElement>(selector)) {
 			const rect = row.getBoundingClientRect();
+
 			if (y >= rect.top && y <= rect.bottom && x >= rect.left && x <= rect.right) {
 				return row.dataset[key] ?? null;
 			}
+
 			if (x >= rect.left && x <= rect.right) {
 				const centerDistance = Math.abs(y - (rect.top + rect.height / 2));
+
 				if (centerDistance < bestCenterDistance) {
 					bestCenterDistance = centerDistance;
 					bestMatch = row;
 				}
 			}
 		}
+
 		return bestMatch ? (bestMatch.dataset[key] ?? null) : null;
 	}
 
@@ -109,6 +118,7 @@ export function useMarqueeSelection(options: UseMarqueeSelectionOptions) {
 
 		for (const row of document.querySelectorAll<HTMLElement>(selector)) {
 			const id = row.dataset[key];
+
 			if (!id || !visibleIds.has(id)) continue;
 
 			const rect = row.getBoundingClientRect();
@@ -132,17 +142,22 @@ export function useMarqueeSelection(options: UseMarqueeSelectionOptions) {
 
 		if (event.shiftKey && dragAnchorId !== null) {
 			const target = findRowAtPoint(event.clientX, event.clientY);
+
 			if (target && target !== mousedownRowId) rangeSelect(dragAnchorId, target);
+
 			return;
 		}
 
 		if (!isMarqueeDragging) {
 			const dx = event.clientX - dragStartX;
 			const dy = event.clientY - dragStartY;
+
 			if (Math.hypot(dx, dy) < dragThresholdPx) return;
+
 			isMarqueeDragging = true;
 			dragMode = decideDragMode(mousedownRowId, options.selectedIds());
 		}
+
 		updateMarqueeRect(event.clientX, event.clientY);
 	}
 
@@ -150,8 +165,10 @@ export function useMarqueeSelection(options: UseMarqueeSelectionOptions) {
 		if (isMarqueeDragging) {
 			suppressNextClick = true;
 			const target = findRowAtPoint(event.clientX, event.clientY);
+
 			if (target) dragAnchorId = target;
 		}
+
 		isMarqueeDragging = false;
 		mouseDownActive = false;
 		mousedownRowId = null;
@@ -171,11 +188,14 @@ export function useMarqueeSelection(options: UseMarqueeSelectionOptions) {
 	$effect(() => {
 		if (!options.enabled()) {
 			reset();
+
 			return;
 		}
+
 		document.addEventListener('mousemove', handleDocumentMouseMove);
 		document.addEventListener('mouseup', handleDocumentMouseUp);
 		document.addEventListener('click', handleClickCapture, { capture: true });
+
 		return () => {
 			document.removeEventListener('mousemove', handleDocumentMouseMove);
 			document.removeEventListener('mouseup', handleDocumentMouseUp);
@@ -185,7 +205,9 @@ export function useMarqueeSelection(options: UseMarqueeSelectionOptions) {
 
 	function rowMouseDown(id: string, event: MouseEvent) {
 		if (!options.enabled()) return;
+
 		if (event.button !== 0) return;
+
 		event.preventDefault();
 		mouseDownActive = true;
 		mousedownRowId = id;
@@ -197,10 +219,12 @@ export function useMarqueeSelection(options: UseMarqueeSelectionOptions) {
 
 	function rowClick(id: string, shiftKey: boolean) {
 		if (!options.enabled()) return;
+
 		const selected = options.selectedIds();
 
 		if (shiftKey) {
 			const anchor = dragAnchorId;
+
 			if (anchor !== null && anchor !== id) {
 				rangeSelect(anchor, id);
 			} else if (selected.has(id)) {
@@ -208,12 +232,15 @@ export function useMarqueeSelection(options: UseMarqueeSelectionOptions) {
 			} else {
 				selected.add(id);
 			}
+
 			dragAnchorId = id;
+
 			return;
 		}
 
 		if (selected.has(id)) selected.delete(id);
 		else selected.add(id);
+
 		dragAnchorId = id;
 	}
 
@@ -229,11 +256,11 @@ export function useMarqueeSelection(options: UseMarqueeSelectionOptions) {
 	}
 
 	return {
-		rowMouseDown,
-		rowClick,
-		reset,
 		get dragAnchorId() {
 			return dragAnchorId;
-		}
+		},
+		reset,
+		rowClick,
+		rowMouseDown
 	};
 }
diff --git a/tools/ui/src/lib/hooks/use-message-edit-context.svelte.ts b/tools/ui/src/lib/hooks/use-message-edit-context.svelte.ts
index 71d1b66f8..271675404 100644
--- a/tools/ui/src/lib/hooks/use-message-edit-context.svelte.ts
+++ b/tools/ui/src/lib/hooks/use-message-edit-context.svelte.ts
@@ -24,13 +24,16 @@ export function useMessageEditContext(options: UseMessageEditContextOptions) {
 
 	async function handleSaveEdit() {
 		const trimmed = editedContent.trim();
+
 		if (!trimmed && editedExtras.length === 0 && editedUploadedFiles.length === 0) return;
 
 		let finalExtras: DatabaseMessageExtra[] = $state.snapshot(editedExtras);
+
 		if (editedUploadedFiles.length > 0) {
 			const plainFiles = $state.snapshot(editedUploadedFiles);
 			const result = await parseFilesToMessageExtras(plainFiles);
 			const newExtras = result?.extras || [];
+
 			finalExtras = [...finalExtras, ...newExtras];
 		}
 
@@ -43,9 +46,7 @@ export function useMessageEditContext(options: UseMessageEditContextOptions) {
 	}
 
 	setMessageEditContext({
-		get isEditing() {
-			return isEditing;
-		},
+		cancel: handleCancelEdit,
 		get editedContent() {
 			return editedContent;
 		},
@@ -55,24 +56,20 @@ export function useMessageEditContext(options: UseMessageEditContextOptions) {
 		get editedUploadedFiles() {
 			return editedUploadedFiles;
 		},
+		get isEditing() {
+			return isEditing;
+		},
+		get messageRole() {
+			return MessageRole.USER;
+		},
 		get originalContent() {
 			return options.getContent();
 		},
 		get originalExtras() {
 			return options.getExtras();
 		},
-		get showSaveOnlyOption() {
-			return options.showSaveOnlyOption ?? false;
-		},
-		get showBranchAfterEditOption() {
-			return false;
-		},
-		get shouldBranchAfterEdit() {
-			return false;
-		},
-		get messageRole() {
-			return MessageRole.USER;
-		},
+		save: handleSaveEdit,
+		saveOnly: handleSaveEdit,
 		setContent: (c: string) => {
 			editedContent = c;
 		},
@@ -82,18 +79,24 @@ export function useMessageEditContext(options: UseMessageEditContextOptions) {
 		setUploadedFiles: (f: ChatUploadedFile[]) => {
 			editedUploadedFiles = f;
 		},
-		save: handleSaveEdit,
-		saveOnly: handleSaveEdit,
-		cancel: handleCancelEdit,
+		get shouldBranchAfterEdit() {
+			return false;
+		},
+		get showBranchAfterEditOption() {
+			return false;
+		},
+		get showSaveOnlyOption() {
+			return options.showSaveOnlyOption ?? false;
+		},
 		startEdit: handleEdit
 	});
 
 	return {
-		get isEditing() {
-			return isEditing;
-		},
+		handleCancelEdit,
 		handleEdit,
 		handleSaveEdit,
-		handleCancelEdit
+		get isEditing() {
+			return isEditing;
+		}
 	};
 }
diff --git a/tools/ui/src/lib/hooks/use-models-selector.svelte.ts b/tools/ui/src/lib/hooks/use-models-selector.svelte.ts
index 9b3be15c0..f554643c6 100644
--- a/tools/ui/src/lib/hooks/use-models-selector.svelte.ts
+++ b/tools/ui/src/lib/hooks/use-models-selector.svelte.ts
@@ -1,15 +1,16 @@
-import { onMount } from 'svelte';
+import { filterModelOptions, groupModelOptions } from '$lib/components/app/models/utils';
+import { CHAT_INPUT_FOCUS_SELECTOR } from '$lib/constants';
 import {
-	modelsStore,
 	modelOptions,
 	modelsLoading,
+	modelsStore,
 	modelsUpdating,
 	selectedModelId,
 	singleModelName
 } from '$lib/stores/models.svelte';
 import { isRouterMode } from '$lib/stores/server.svelte';
-import { filterModelOptions, groupModelOptions } from '$lib/components/app/models/utils';
 import type { ModelOption } from '$lib/types/models';
+import { onMount } from 'svelte';
 
 export interface UseModelsSelectorOptions {
 	currentModel: () => string | null;
@@ -64,18 +65,18 @@ export function useModelsSelector(opts: UseModelsSelectorOptions): UseModelsSele
 	const activeId = $derived(selectedModelId());
 	const isRouter = $derived(isRouterMode());
 	const serverModel = $derived(singleModelName());
-
 	const currentModel = $derived(opts.currentModel());
 	const onModelChange = $derived(opts.onModelChange?.());
-
 	const isHighlightedCurrentModelActive = $derived.by(() => {
 		if (!isRouter || !currentModel) return false;
+
 		const currentOption = options.find((option) => option.model === currentModel);
+
 		return currentOption ? currentOption.id === activeId : false;
 	});
-
 	const isCurrentModelInCache = $derived.by(() => {
 		if (!isRouter || !currentModel) return true;
+
 		return options.some((option) => option.model === currentModel);
 	});
 
@@ -83,6 +84,7 @@ export function useModelsSelector(opts: UseModelsSelectorOptions): UseModelsSele
 	let searchTerm = $state('');
 	let showModelDialog = $state(false);
 	let infoModelId = $state<string | null>(null);
+
 	const filteredOptions = $derived(filterModelOptions(options, searchTerm));
 	const groupedFilteredOptions = $derived(
 		groupModelOptions(filteredOptions, modelsStore.favoriteModelIds, (m) =>
@@ -121,6 +123,7 @@ export function useModelsSelector(opts: UseModelsSelectorOptions): UseModelsSele
 
 	async function handleSelect(modelId: string) {
 		const option = options.find((opt) => opt.id === modelId);
+
 		if (!option) return;
 
 		let shouldCloseMenu = true;
@@ -139,11 +142,9 @@ export function useModelsSelector(opts: UseModelsSelectorOptions): UseModelsSele
 			handleOpenChange(false);
 
 			requestAnimationFrame(() => {
-				const textarea = document.querySelector<HTMLTextAreaElement>(
-					'[data-slot="chat-form"] textarea'
-				);
+				const input = document.querySelector<HTMLElement>(CHAT_INPUT_FOCUS_SELECTOR);
 
-				textarea?.focus({ preventScroll: true });
+				input?.focus({ preventScroll: true });
 			});
 		}
 
@@ -163,10 +164,10 @@ export function useModelsSelector(opts: UseModelsSelectorOptions): UseModelsSele
 
 			if (displayModel) {
 				return {
+					capabilities: [],
 					id: serverModel ? 'current' : 'offline-current',
 					model: displayModel,
-					name: displayModel.split('/').pop() || displayModel,
-					capabilities: []
+					name: displayModel.split('/').pop() || displayModel
 				};
 			}
 
@@ -176,10 +177,10 @@ export function useModelsSelector(opts: UseModelsSelectorOptions): UseModelsSele
 		if (currentModel) {
 			if (!isCurrentModelInCache) {
 				return {
+					capabilities: [],
 					id: 'not-in-cache',
 					model: currentModel,
-					name: currentModel.split('/').pop() || currentModel,
-					capabilities: []
+					name: currentModel.split('/').pop() || currentModel
 				};
 			}
 
@@ -194,60 +195,64 @@ export function useModelsSelector(opts: UseModelsSelectorOptions): UseModelsSele
 	}
 
 	return {
-		get options() {
-			return options;
+		get activeId() {
+			return activeId;
 		},
 
-		get loading() {
-			return loading;
+		get filteredOptions() {
+			return filteredOptions;
 		},
 
-		get updating() {
-			return updating;
+		getDisplayOption,
+
+		get groupedFilteredOptions() {
+			return groupedFilteredOptions;
 		},
 
-		get activeId() {
-			return activeId;
+		handleInfoClick,
+
+		handleOpenChange,
+
+		handleSelect,
+
+		get infoModelId() {
+			return infoModelId;
 		},
 
-		get isRouter() {
-			return isRouter;
+		get isCurrentModelInCache() {
+			return isCurrentModelInCache;
 		},
 
-		get serverModel() {
-			return serverModel;
+		isFavorite(model: string) {
+			return modelsStore.favoriteModelIds.has(model);
 		},
 
 		get isHighlightedCurrentModelActive() {
 			return isHighlightedCurrentModelActive;
 		},
 
-		get isCurrentModelInCache() {
-			return isCurrentModelInCache;
+		get isLoadingModel() {
+			return isLoadingModel;
 		},
 
-		get filteredOptions() {
-			return filteredOptions;
+		get isRouter() {
+			return isRouter;
 		},
 
-		get groupedFilteredOptions() {
-			return groupedFilteredOptions;
+		get loading() {
+			return loading;
 		},
 
-		get isLoadingModel() {
-			return isLoadingModel;
+		get options() {
+			return options;
 		},
 
 		get searchTerm() {
 			return searchTerm;
 		},
 
-		get showModelDialog() {
-			return showModelDialog;
-		},
-
-		get infoModelId() {
-			return infoModelId;
+		get serverModel() {
+			return serverModel;
 		},
 
 		setSearchTerm(value: string) {
@@ -258,16 +263,12 @@ export function useModelsSelector(opts: UseModelsSelectorOptions): UseModelsSele
 			showModelDialog = value;
 		},
 
-		handleInfoClick,
-
-		handleSelect,
-
-		handleOpenChange,
-
-		isFavorite(model: string) {
-			return modelsStore.favoriteModelIds.has(model);
+		get showModelDialog() {
+			return showModelDialog;
 		},
 
-		getDisplayOption
+		get updating() {
+			return updating;
+		}
 	};
 }
diff --git a/tools/ui/src/lib/hooks/use-picker-navigation.svelte.ts b/tools/ui/src/lib/hooks/use-picker-navigation.svelte.ts
new file mode 100644
index 000000000..f986525cd
--- /dev/null
+++ b/tools/ui/src/lib/hooks/use-picker-navigation.svelte.ts
@@ -0,0 +1,117 @@
+import { KeyboardKey } from '$lib/enums';
+
+/**
+ * Shared keyboard navigation state for the chat-form pickers: a highlighted
+ * row, a scroll trigger, and Arrow/Escape/Enter handling.
+ */
+export interface UsePickerNavigationOptions {
+	/** Gates all key handling. */
+	isOpen: () => boolean;
+	count: () => number;
+	/**
+	 * Resolve the row to highlight for a movement step, or -1 when no move
+	 * is possible. Defaults to plain wraparound across `count()`.
+	 */
+	step?: (from: number, dir: 1 | -1) => number;
+	onClose: () => void;
+	/** Called on Enter when `hoveredIndex` points at a selectable row. */
+	onSelect: (index: number) => void;
+}
+
+function wrapStep(from: number, dir: 1 | -1, count: number): number {
+	return dir === 1 ? (from + 1) % count : from <= 0 ? count - 1 : from - 1;
+}
+
+export function usePickerNavigation(opts: UsePickerNavigationOptions) {
+	let hoveredIndex = $state(-1);
+	let scrollTrigger = $state(0);
+
+	function resolve(from: number, dir: 1 | -1): number {
+		const n = opts.count();
+
+		if (n === 0) return -1;
+
+		if (opts.step) return opts.step(from, dir);
+
+		return wrapStep(from, dir, n);
+	}
+
+	function move(dir: 1 | -1) {
+		const next = resolve(hoveredIndex, dir);
+
+		if (next >= 0) {
+			hoveredIndex = next;
+			scrollTrigger++;
+		}
+	}
+
+	/** Reset the highlight without bumping the scroll trigger. */
+	function reset(index: number) {
+		hoveredIndex = index;
+	}
+
+	/** Bump the scroll trigger without moving the highlight. */
+	function bumpScroll() {
+		scrollTrigger++;
+	}
+
+	/** Mouse hover highlights a row but must NOT bump the scroll trigger. */
+	function setHover(index: number) {
+		hoveredIndex = index;
+	}
+
+	function handleKeydown(event: KeyboardEvent): boolean {
+		if (!opts.isOpen()) return false;
+
+		if (event.key === KeyboardKey.ESCAPE) {
+			event.preventDefault();
+			opts.onClose();
+
+			return true;
+		}
+
+		if (event.key === KeyboardKey.ARROW_DOWN) {
+			event.preventDefault();
+			move(1);
+
+			return true;
+		}
+
+		if (event.key === KeyboardKey.ARROW_UP) {
+			event.preventDefault();
+			move(-1);
+
+			return true;
+		}
+
+		if (event.key === KeyboardKey.ENTER) {
+			if (hoveredIndex >= 0 && hoveredIndex < opts.count()) {
+				event.preventDefault();
+				opts.onSelect(hoveredIndex);
+
+				return true;
+			}
+
+			// No selectable row - let the caller's Enter-to-submit run.
+			return false;
+		}
+
+		return false;
+	}
+
+	return {
+		bumpScroll,
+		handleKeydown,
+		get hoveredIndex() {
+			return hoveredIndex;
+		},
+		move,
+		reset,
+		get scrollTrigger() {
+			return scrollTrigger;
+		},
+		setHover
+	};
+}
+
+export type UsePickerNavigationReturn = ReturnType<typeof usePickerNavigation>;
diff --git a/tools/ui/src/lib/hooks/use-processing-state.svelte.ts b/tools/ui/src/lib/hooks/use-processing-state.svelte.ts
index 9fbda75d6..0087c5683 100644
--- a/tools/ui/src/lib/hooks/use-processing-state.svelte.ts
+++ b/tools/ui/src/lib/hooks/use-processing-state.svelte.ts
@@ -1,6 +1,6 @@
-import { activeProcessingState } from '$lib/stores/chat.svelte';
 import { STATS_UNITS } from '$lib/constants';
-import type { ApiProcessingState, LiveProcessingStats, LiveGenerationStats } from '$lib/types';
+import { activeProcessingState } from '$lib/stores/chat.svelte';
+import type { ApiProcessingState, LiveGenerationStats, LiveProcessingStats } from '$lib/types';
 
 export interface UseProcessingStateReturn {
 	readonly processingState: ApiProcessingState | null;
@@ -41,6 +41,7 @@ export function useProcessingState(): UseProcessingStateReturn {
 		if (!isMonitoring) {
 			return lastKnownState;
 		}
+
 		// Read directly from the reactive state export
 		return activeProcessingState();
 	});
@@ -54,17 +55,18 @@ export function useProcessingState(): UseProcessingStateReturn {
 	// Track last known processing stats for when promptProgress disappears
 	$effect(() => {
 		if (processingState?.promptProgress) {
-			const { processed, total, time_ms, cache } = processingState.promptProgress;
+			const { cache, processed, time_ms, total } = processingState.promptProgress;
 			const actualProcessed = processed - cache;
 			const actualTotal = total - cache;
 
 			if (actualProcessed > 0 && time_ms > 0) {
 				const tokensPerSecond = actualProcessed / (time_ms / 1000);
+
 				lastKnownProcessingStats = {
-					tokensProcessed: actualProcessed,
-					totalTokens: actualTotal,
 					timeMs: time_ms,
-					tokensPerSecond
+					tokensPerSecond,
+					tokensProcessed: actualProcessed,
+					totalTokens: actualTotal
 				};
 			}
 		}
@@ -76,11 +78,13 @@ export function useProcessingState(): UseProcessingStateReturn {
 			done === 0 || elapsedSecs < 0.5
 				? undefined // can be the case for the 0% progress report
 				: elapsedSecs * (total / done - 1);
+
 		return progressETASecs;
 	}
 
 	function startMonitoring(): void {
 		if (isMonitoring) return;
+
 		isMonitoring = true;
 	}
 
@@ -102,6 +106,7 @@ export function useProcessingState(): UseProcessingStateReturn {
 				if (processingState.progressPercent !== undefined) {
 					return `Processing (${processingState.progressPercent}%)`;
 				}
+
 				return 'Preparing response...';
 			case 'generating':
 				return '';
@@ -113,6 +118,7 @@ export function useProcessingState(): UseProcessingStateReturn {
 	function getProcessingDetails(): string[] {
 		// Use current processing state or fall back to last known state
 		const stateToUse = processingState || lastKnownState;
+
 		if (!stateToUse) {
 			return [];
 		}
@@ -121,7 +127,7 @@ export function useProcessingState(): UseProcessingStateReturn {
 
 		// Show prompt processing progress with ETA during preparation phase
 		if (stateToUse.promptProgress) {
-			const { processed, total, time_ms, cache } = stateToUse.promptProgress;
+			const { cache, processed, time_ms, total } = stateToUse.promptProgress;
 			const actualProcessed = processed - cache;
 			const actualTotal = total - cache;
 
@@ -131,6 +137,7 @@ export function useProcessingState(): UseProcessingStateReturn {
 
 				if (eta !== undefined) {
 					const etaSecs = Math.ceil(eta);
+
 					details.push(`Processing ${percent}% (ETA: ${etaSecs}s)`);
 				} else {
 					details.push(`Processing ${percent}%`);
@@ -182,6 +189,7 @@ export function useProcessingState(): UseProcessingStateReturn {
 	 */
 	function getTechnicalDetails(): string[] {
 		const stateToUse = processingState || lastKnownState;
+
 		if (!stateToUse) {
 			return [];
 		}
@@ -237,8 +245,7 @@ export function useProcessingState(): UseProcessingStateReturn {
 	function getPromptProgressText(): string | null {
 		if (!processingState?.promptProgress) return null;
 
-		const { processed, total, cache } = processingState.promptProgress;
-
+		const { cache, processed, total } = processingState.promptProgress;
 		const actualProcessed = processed - cache;
 		const actualTotal = total - cache;
 		const percent = Math.round((actualProcessed / actualTotal) * 100);
@@ -246,6 +253,7 @@ export function useProcessingState(): UseProcessingStateReturn {
 
 		if (eta !== undefined) {
 			const etaSecs = Math.ceil(eta);
+
 			return `Processing ${percent}% (ETA: ${etaSecs}s)`;
 		}
 
@@ -258,8 +266,7 @@ export function useProcessingState(): UseProcessingStateReturn {
 	 */
 	function getLiveProcessingStats(): LiveProcessingStats | null {
 		if (processingState?.promptProgress) {
-			const { processed, total, time_ms, cache } = processingState.promptProgress;
-
+			const { cache, processed, time_ms, total } = processingState.promptProgress;
 			const actualProcessed = processed - cache;
 			const actualTotal = total - cache;
 
@@ -267,10 +274,10 @@ export function useProcessingState(): UseProcessingStateReturn {
 				const tokensPerSecond = actualProcessed / (time_ms / 1000);
 
 				return {
-					tokensProcessed: actualProcessed,
-					totalTokens: actualTotal,
 					timeMs: time_ms,
-					tokensPerSecond
+					tokensPerSecond,
+					tokensProcessed: actualProcessed,
+					totalTokens: actualTotal
 				};
 			}
 		}
@@ -294,22 +301,22 @@ export function useProcessingState(): UseProcessingStateReturn {
 			tokensPerSecond && tokensPerSecond > 0 ? (tokensDecoded / tokensPerSecond) * 1000 : 0;
 
 		return {
-			tokensGenerated: tokensDecoded,
 			timeMs,
+			tokensGenerated: tokensDecoded,
 			tokensPerSecond: tokensPerSecond || 0
 		};
 	}
 
 	return {
-		get processingState() {
-			return processingState;
-		},
+		getLiveGenerationStats,
+		getLiveProcessingStats,
 		getProcessingDetails,
-		getTechnicalDetails,
 		getProcessingMessage,
 		getPromptProgressText,
-		getLiveProcessingStats,
-		getLiveGenerationStats,
+		getTechnicalDetails,
+		get processingState() {
+			return processingState;
+		},
 		shouldShowDetails,
 		startMonitoring,
 		stopMonitoring
diff --git a/tools/ui/src/lib/hooks/use-pwa.svelte.ts b/tools/ui/src/lib/hooks/use-pwa.svelte.ts
index e1f46e1bc..1a0271067 100644
--- a/tools/ui/src/lib/hooks/use-pwa.svelte.ts
+++ b/tools/ui/src/lib/hooks/use-pwa.svelte.ts
@@ -1,8 +1,8 @@
 import { browser } from '$app/environment';
-import { useRegisterSW } from 'virtual:pwa-register/svelte';
-import { versionStore } from '$lib/stores/version.svelte';
-import { BUILD_VERSION_LOCALSTORAGE_KEY } from '$lib/constants/storage';
 import { SW_CONFIG } from '$lib/constants/pwa';
+import { BUILD_VERSION_LOCALSTORAGE_KEY } from '$lib/constants/storage';
+import { versionStore } from '$lib/stores/version.svelte';
+import { useRegisterSW } from 'virtual:pwa-register/svelte';
 
 /**
  * Hook for PWA service worker registration, update polling, and build version mismatch detection.
@@ -24,6 +24,7 @@ export function usePwa() {
 			if (swCheckInterval) {
 				clearInterval(swCheckInterval);
 			}
+
 			swCheckInterval = setInterval(async () => {
 				if (!r || r.installing || !navigator?.onLine) return;
 
@@ -35,6 +36,7 @@ export function usePwa() {
 							'cache-control': SW_CONFIG.UPDATE_FETCH_OPTIONS.HEADERS.CACHE_CONTROL
 						}
 					});
+
 					if (resp?.status === 200) {
 						await r.update();
 					}
@@ -53,14 +55,17 @@ export function usePwa() {
 	// This comparison detects server upgrades for non-PWA users.
 	$effect(() => {
 		if (!browser) return;
+
 		// PWA pages update via the service worker path; the storage check is the non-PWA fallback only
 		if (navigator.serviceWorker?.controller) return;
 
 		const currentVersion = versionStore.value;
+
 		if (!currentVersion) return;
 
 		try {
 			const storedVersion = localStorage.getItem(BUILD_VERSION_LOCALSTORAGE_KEY);
+
 			needRefreshByStorage = !!storedVersion && storedVersion !== currentVersion;
 			localStorage.setItem(BUILD_VERSION_LOCALSTORAGE_KEY, currentVersion);
 		} catch {
@@ -73,10 +78,10 @@ export function usePwa() {
 		get needRefresh() {
 			return pwaNeedRefresh;
 		},
-		updateServiceWorker,
 		/** Version mismatch detected via localStorage (non-PWA users) */
 		get needRefreshByStorage() {
 			return needRefreshByStorage;
-		}
+		},
+		updateServiceWorker
 	};
 }
diff --git a/tools/ui/src/lib/hooks/use-reasoning-menu.svelte.ts b/tools/ui/src/lib/hooks/use-reasoning-menu.svelte.ts
index ce9b77884..6c47b160f 100644
--- a/tools/ui/src/lib/hooks/use-reasoning-menu.svelte.ts
+++ b/tools/ui/src/lib/hooks/use-reasoning-menu.svelte.ts
@@ -1,18 +1,18 @@
-import { ReasoningEffort } from '$lib/enums';
 import { REASONING_EFFORT_LEVELS } from '$lib/constants/reasoning-effort';
 import { REASONING_EFFORT_TOKENS } from '$lib/constants/reasoning-effort-tokens';
-import type { ReasoningEffortLevel } from '$lib/types';
-import type { DatabaseMessage } from '$lib/types/database';
+import { ReasoningEffort } from '$lib/enums';
+import { chatStore } from '$lib/stores/chat.svelte';
+import { activeMessages, conversationsStore } from '$lib/stores/conversations.svelte';
 import {
-	modelsStore,
 	checkModelSupportsThinking,
-	supportsThinking,
+	loadedModelIds,
+	modelsStore,
 	propsCacheVersion,
-	loadedModelIds
+	supportsThinking
 } from '$lib/stores/models.svelte';
-import { chatStore } from '$lib/stores/chat.svelte';
-import { conversationsStore, activeMessages } from '$lib/stores/conversations.svelte';
 import { isRouterMode } from '$lib/stores/server.svelte';
+import type { ReasoningEffortLevel } from '$lib/types';
+import type { DatabaseMessage } from '$lib/types/database';
 
 export interface UseReasoningMenuReturn {
 	readonly modelSupportsThinking: boolean;
@@ -36,62 +36,64 @@ export function useReasoningMenu(): UseReasoningMenuReturn {
 	const conversationModel = $derived(
 		chatStore.getConversationModel(activeMessages() as DatabaseMessage[])
 	);
-
 	// a router chat can carry reasoning from an earlier turn before the props
 	// cache is primed, so a model that already produced thinking still qualifies
 	const modelSupportsThinkingFromMessages = $derived.by(() => {
 		const modelId = isRouterMode() ? modelsStore.selectedModelName || conversationModel : null;
+
 		if (!modelId) return false;
 
 		return conversationsStore.activeMessages.some(
 			(m) => m.role === 'assistant' && m.model === modelId && !!m.reasoningContent
 		);
 	});
-
 	const modelSupportsThinking = $derived.by(() => {
 		loadedModelIds();
 		propsCacheVersion();
 
 		if (isRouterMode()) {
 			const modelId = modelsStore.selectedModelName || conversationModel;
+
 			return checkModelSupportsThinking(modelId ?? '') || modelSupportsThinkingFromMessages;
 		}
 
 		return supportsThinking() || modelSupportsThinkingFromMessages;
 	});
-
 	const currentEffort = $derived(conversationsStore.getReasoningEffort());
 	const thinkingEnabled = $derived(
 		currentEffort !== ReasoningEffort.OFF && currentEffort !== ReasoningEffort.DEFAULT
 	);
 
 	return {
-		get modelSupportsThinking() {
-			return modelSupportsThinking;
-		},
-		get thinkingEnabled() {
-			return thinkingEnabled;
+		get currentEffort() {
+			return currentEffort;
 		},
 		get isOff() {
 			return currentEffort === ReasoningEffort.OFF;
 		},
-		get currentEffort() {
-			return currentEffort;
+		isSelected(level: ReasoningEffortLevel): boolean {
+			return currentEffort === level.value;
 		},
 		get levels() {
 			return REASONING_EFFORT_LEVELS;
 		},
-		isSelected(level: ReasoningEffortLevel): boolean {
-			return currentEffort === level.value;
+		get modelSupportsThinking() {
+			return modelSupportsThinking;
+		},
+		select(level: ReasoningEffortLevel): void {
+			conversationsStore.setReasoningEffort(level.value as ReasoningEffort);
+		},
+		get thinkingEnabled() {
+			return thinkingEnabled;
 		},
 		tokenLabel(level: ReasoningEffortLevel): string | null {
 			if (level.value === ReasoningEffort.DEFAULT) return 'Model default';
+
 			const tokens = REASONING_EFFORT_TOKENS[level.value];
+
 			if (tokens === undefined) return null;
+
 			return tokens === -1 ? 'Unlimited' : `Max ${tokens.toLocaleString()} tokens`;
-		},
-		select(level: ReasoningEffortLevel): void {
-			conversationsStore.setReasoningEffort(level.value as ReasoningEffort);
 		}
 	};
 }
diff --git a/tools/ui/src/lib/hooks/use-scroll-active-row.svelte.ts b/tools/ui/src/lib/hooks/use-scroll-active-row.svelte.ts
new file mode 100644
index 000000000..3e7cf0544
--- /dev/null
+++ b/tools/ui/src/lib/hooks/use-scroll-active-row.svelte.ts
@@ -0,0 +1,53 @@
+import { untrack } from 'svelte';
+
+/**
+ * Scrolls the highlighted row of a picker list into view when the scroll
+ * trigger is bumped, without scrolling on mouse hover or result
+ * replacement.
+ */
+export interface UseScrollActiveRowOptions {
+	/** Counter bumped by keyboard nav; `undefined` disables the effect. */
+	getTrigger: () => number | undefined;
+	getContainer: () => HTMLDivElement | null;
+	getIndex: () => number;
+	getCount: () => number;
+	/** Attribute prefix, e.g. 'picker' for `[data-picker-index="0"]`. */
+	dataIndex: string;
+}
+
+export function useScrollActiveRow(opts: UseScrollActiveRowOptions) {
+	let lastTrigger: number | null = null;
+
+	$effect(() => {
+		const trigger = opts.getTrigger();
+
+		if (trigger === undefined) return;
+
+		// Skip the initial run on mount: the list opens with the first row
+		// already in view, and scrolling here fires before the popover is
+		// positioned, which would scroll the whole page to the top.
+		if (lastTrigger === null) {
+			lastTrigger = trigger;
+
+			return;
+		}
+
+		if (trigger === lastTrigger) return;
+
+		lastTrigger = trigger;
+		untrack(() => {
+			const container = opts.getContainer();
+			const index = opts.getIndex();
+
+			if (!container || index < 0 || index >= opts.getCount()) return;
+
+			const row = container.querySelector(
+				`[data-${opts.dataIndex}-index="${index}"]`
+			) as HTMLElement | null;
+
+			row?.scrollIntoView({ block: 'nearest', inline: 'nearest' });
+		});
+	});
+}
+
+export type UseScrollActiveRowReturn = ReturnType<typeof useScrollActiveRow>;
diff --git a/tools/ui/src/lib/hooks/use-scroll-carousel.svelte.ts b/tools/ui/src/lib/hooks/use-scroll-carousel.svelte.ts
index e4c75d236..d23b8536b 100644
--- a/tools/ui/src/lib/hooks/use-scroll-carousel.svelte.ts
+++ b/tools/ui/src/lib/hooks/use-scroll-carousel.svelte.ts
@@ -8,28 +8,30 @@ export function useScrollCarousel() {
 
 		const containerRect = scrollContainer.getBoundingClientRect();
 		const elementRect = element.getBoundingClientRect();
-
 		const elementCenter = elementRect.left + elementRect.width / 2;
 		const containerCenter = containerRect.left + containerRect.width / 2;
 		const scrollOffset = elementCenter - containerCenter;
 
-		scrollContainer.scrollBy({ left: scrollOffset, behavior: 'smooth' });
+		scrollContainer.scrollBy({ behavior: 'smooth', left: scrollOffset });
 	}
 
 	function scrollLeft() {
 		if (!scrollContainer) return;
-		scrollContainer.scrollBy({ left: -250, behavior: 'smooth' });
+
+		scrollContainer.scrollBy({ behavior: 'smooth', left: -250 });
 	}
 
 	function scrollRight() {
 		if (!scrollContainer) return;
-		scrollContainer.scrollBy({ left: 250, behavior: 'smooth' });
+
+		scrollContainer.scrollBy({ behavior: 'smooth', left: 250 });
 	}
 
 	function updateScrollButtons() {
 		if (!scrollContainer) return;
 
-		const { scrollLeft: sl, scrollWidth, clientWidth } = scrollContainer;
+		const { clientWidth, scrollLeft: sl, scrollWidth } = scrollContainer;
+
 		canScrollLeft = sl > 0;
 		canScrollRight = sl < scrollWidth - clientWidth - 1;
 	}
@@ -53,9 +55,9 @@ export function useScrollCarousel() {
 		set scrollContainer(el: HTMLDivElement | undefined) {
 			scrollContainer = el;
 		},
-		scrollToCenter,
 		scrollLeft,
 		scrollRight,
+		scrollToCenter,
 		updateScrollButtons
 	};
 }
diff --git a/tools/ui/src/lib/hooks/use-settings-navigation.svelte.ts b/tools/ui/src/lib/hooks/use-settings-navigation.svelte.ts
index 3cbcaaeda..e326d0c8a 100644
--- a/tools/ui/src/lib/hooks/use-settings-navigation.svelte.ts
+++ b/tools/ui/src/lib/hooks/use-settings-navigation.svelte.ts
@@ -1,7 +1,7 @@
-import { page } from '$app/state';
 import { beforeNavigate } from '$app/navigation';
-import { settingsReferrer } from '$lib/stores/settings-referrer.svelte';
+import { page } from '$app/state';
 import { ROUTES } from '$lib/constants/routes';
+import { settingsReferrer } from '$lib/stores/settings-referrer.svelte';
 
 export interface ChatSettings {
 	reset: () => void;
@@ -12,10 +12,9 @@ export function useSettingsNavigation() {
 		activePanel: 'chat' as 'chat' | 'settings' | 'mcp',
 		chatSettingsRef: undefined as ChatSettings | undefined
 	});
-
 	const isSettingsRoute = $derived(!!page.route.id?.startsWith('/settings'));
 
-	beforeNavigate(({ to, from }) => {
+	beforeNavigate(({ from, to }) => {
 		if (to?.route?.id?.startsWith('/settings') && !from?.route?.id?.startsWith('/settings')) {
 			settingsReferrer.url = window.location.hash || ROUTES.START;
 		}
@@ -35,12 +34,12 @@ export function useSettingsNavigation() {
 	});
 
 	return {
-		get panel() {
-			return subroute;
-		},
-
 		get isSettingsRoute() {
 			return isSettingsRoute;
+		},
+
+		get panel() {
+			return subroute;
 		}
 	};
 }
diff --git a/tools/ui/src/lib/hooks/use-tools-panel.svelte.ts b/tools/ui/src/lib/hooks/use-tools-panel.svelte.ts
index fe4d1e457..1ffb2a4d4 100644
--- a/tools/ui/src/lib/hooks/use-tools-panel.svelte.ts
+++ b/tools/ui/src/lib/hooks/use-tools-panel.svelte.ts
@@ -1,10 +1,10 @@
 import { CLI_FLAGS } from '$lib/constants';
-import { SvelteSet } from 'svelte/reactivity';
 import { ToolSource } from '$lib/enums';
 import { conversationsStore } from '$lib/stores/conversations.svelte';
 import { mcpStore } from '$lib/stores/mcp.svelte';
 import { toolsStore } from '$lib/stores/tools.svelte';
 import type { ToolGroup } from '$lib/types';
+import { SvelteSet } from 'svelte/reactivity';
 
 export interface UseToolsPanelReturn {
 	readonly expandedGroups: SvelteSet<string>;
@@ -31,7 +31,6 @@ export interface UseToolsPanelReturn {
  */
 export function useToolsPanel(): UseToolsPanelReturn {
 	const expandedGroups = new SvelteSet<string>();
-
 	const groups = $derived(toolsStore.toolGroups);
 	const activeGroups = $derived(
 		groups.filter(
@@ -44,13 +43,17 @@ export function useToolsPanel(): UseToolsPanelReturn {
 	const totalToolCount = $derived(activeGroups.reduce((n, g) => n + g.tools.length, 0));
 	const noToolsInfoMessage = $derived.by(() => {
 		if (toolsStore.loading) return null;
+
 		if (toolsStore.toolGroups.length > 0) return null;
+
 		// Tools endpoint is unreachable (404) — server started without --tools
 		if (toolsStore.isToolsEndpointUnreachable) {
 			return `To enable Built-In Tools you need to run llama-server with ${CLI_FLAGS.TOOLS} all or ${CLI_FLAGS.TOOLS} <name> flag. To see MCP Tools you need to add / enable MCP Server(s).`;
 		}
+
 		// Other errors — return null so UI shows "Failed to load tools"
 		if (toolsStore.error) return null;
+
 		return `To enable Built-In Tools you need to run llama-server with ${CLI_FLAGS.TOOLS} all or ${CLI_FLAGS.TOOLS} <name> flag. To see MCP Tools you need to add / enable MCP Server(s).`;
 	});
 
@@ -87,7 +90,9 @@ export function useToolsPanel(): UseToolsPanelReturn {
 	function toggleGroupByKey(key: string): void {
 		// Find current group by key to get up-to-date tool references
 		const group = activeGroups.find((g) => g.key === key);
+
 		if (!group) return;
+
 		toolsStore.toggleGroup(group);
 	}
 
@@ -95,29 +100,30 @@ export function useToolsPanel(): UseToolsPanelReturn {
 		if (toolsStore.builtinTools.length === 0 && !toolsStore.loading) {
 			toolsStore.fetchBuiltinTools();
 		}
+
 		mcpStore.runHealthChecksForServers(mcpStore.getServers().filter((s) => s.enabled));
 	}
 
 	return {
-		expandedGroups,
-		get groups() {
-			return groups;
-		},
 		get activeGroups() {
 			return activeGroups;
 		},
-		get totalToolCount() {
-			return totalToolCount;
+		expandedGroups,
+		getEnabledToolCount,
+		getFavicon,
+		get groups() {
+			return groups;
 		},
+		handleOpen,
+		isGroupChecked,
+		isGroupDisabled,
 		get noToolsInfoMessage() {
 			return noToolsInfoMessage;
 		},
-		isGroupChecked,
-		getEnabledToolCount,
-		getFavicon,
-		isGroupDisabled,
-		toggleGroupExpanded,
 		toggleGroupByKey,
-		handleOpen
+		toggleGroupExpanded,
+		get totalToolCount() {
+			return totalToolCount;
+		}
 	};
 }
diff --git a/tools/ui/src/lib/services/chat.service.ts b/tools/ui/src/lib/services/chat.service.ts
index 4ce396533..775a5d6e0 100644
--- a/tools/ui/src/lib/services/chat.service.ts
+++ b/tools/ui/src/lib/services/chat.service.ts
@@ -1,23 +1,21 @@
-import { getAuthHeaders, getJsonHeaders } from '$lib/utils/api-headers';
-import { formatAttachmentText } from '$lib/utils/formatters';
-import { isAbortError } from '$lib/utils/abort';
-import { streamIdentity } from '$lib/utils/stream-identity';
+import { settingsStore } from '../stores/settings.svelte';
+import { capImageDataURLSize } from '../utils/cap-img-size';
 import {
-	ATTACHMENT_LABEL_PDF_FILE,
+	API_CHAT,
+	API_SLOTS,
+	API_STREAM,
 	ATTACHMENT_LABEL_MCP_PROMPT,
 	ATTACHMENT_LABEL_MCP_RESOURCE,
+	ATTACHMENT_LABEL_PDF_FILE,
+	CONTROL_ACTION,
 	LEGACY_AGENTIC_REGEX,
 	REASONING_EFFORT_TOKENS,
 	SETTINGS_KEYS,
-	API_CHAT,
-	API_SLOTS,
-	CONTROL_ACTION,
-	SSE_LINE_SEPARATOR,
 	SSE_DATA_PREFIX,
 	SSE_DONE_MARKER,
-	STREAM_VISIBILITY_KICK_MS,
+	SSE_LINE_SEPARATOR,
 	STREAM_RESUME_LOCALSTORAGE_KEY_PREFIX,
-	API_STREAM
+	STREAM_VISIBILITY_KICK_MS
 } from '$lib/constants';
 import {
 	AttachmentType,
@@ -28,20 +26,22 @@ import {
 	ReasoningFormat,
 	StreamConnectionState
 } from '$lib/enums';
-import type {
-	ApiChatMessageContentPart,
-	ApiChatMessageData,
-	ApiChatCompletionToolCall,
-	ApiStreamSession
-} from '$lib/types/api';
+import { modelsStore } from '$lib/stores/models.svelte';
 import type {
 	AudioInputFormat,
 	DatabaseMessageExtraMcpPrompt,
 	DatabaseMessageExtraMcpResource
 } from '$lib/types';
-import { modelsStore } from '$lib/stores/models.svelte';
-import { settingsStore } from '../stores/settings.svelte';
-import { capImageDataURLSize } from '../utils/cap-img-size';
+import type {
+	ApiChatCompletionToolCall,
+	ApiChatMessageContentPart,
+	ApiChatMessageData,
+	ApiStreamSession
+} from '$lib/types/api';
+import { isAbortError } from '$lib/utils/abort';
+import { getAuthHeaders, getJsonHeaders } from '$lib/utils/api-headers';
+import { formatAttachmentText } from '$lib/utils/formatters';
+import { streamIdentity } from '$lib/utils/stream-identity';
 
 function getAudioInputFormat(mimeType: string): AudioInputFormat {
 	const normalizedMimeType = mimeType.trim().toLowerCase();
@@ -98,16 +98,17 @@ export class ChatService {
 		signal?: AbortSignal
 	): Promise<string> {
 		let titleResponse = '';
+
 		try {
 			await ChatService.sendMessage(
 				[message],
 				{
-					model: model || undefined,
-					stream: true,
 					custom: { chat_template_kwargs: { enable_thinking: false } },
+					model: model || undefined,
 					onChunk: (chunk: string) => {
 						titleResponse += chunk;
-					}
+					},
+					stream: true
 				},
 				undefined,
 				signal
@@ -115,6 +116,7 @@ export class ChatService {
 		} catch {
 			return '';
 		}
+
 		return titleResponse;
 	}
 
@@ -143,52 +145,51 @@ export class ChatService {
 		signal?: AbortSignal
 	): Promise<string | void> {
 		const {
-			stream,
+			backend_sampling,
+			continueFinalMessage,
+			custom,
+			// Config options
+			disableReasoningParsing,
+			dry_allowed_length,
+			dry_base,
+			dry_multiplier,
+			dry_penalty_last_n,
+			dynatemp_exponent,
+			// Sampling parameters
+			dynatemp_range,
+			enableThinking,
+			excludeReasoningFromContext,
+			frequency_penalty,
+			max_tokens,
+			min_p,
 			onChunk,
 			onComplete,
-			onError,
+			onCompletionId,
 			onConnectionState,
-			onReasoningChunk,
-			onToolCallChunk,
+			onError,
 			onModel,
-			onCompletionId,
+			onReasoningChunk,
 			onTimings,
-			// Tools for function calling
-			tools,
-			// Generation parameters
-			temperature,
-			max_tokens,
-			// Sampling parameters
-			dynatemp_range,
-			dynatemp_exponent,
-			top_k,
-			top_p,
-			min_p,
-			xtc_probability,
-			xtc_threshold,
-			typ_p,
+			onToolCallChunk,
+			presence_penalty,
+			reasoningEffort,
 			// Penalty parameters
 			repeat_last_n,
 			repeat_penalty,
-			presence_penalty,
-			frequency_penalty,
-			dry_multiplier,
-			dry_base,
-			dry_allowed_length,
-			dry_penalty_last_n,
 			// Other parameters
 			samplers,
-			backend_sampling,
-			custom,
+			stream,
+			// Generation parameters
+			temperature,
 			timings_per_token,
-			// Config options
-			disableReasoningParsing,
-			excludeReasoningFromContext,
-			enableThinking,
-			reasoningEffort,
-			continueFinalMessage
+			// Tools for function calling
+			tools,
+			top_k,
+			top_p,
+			typ_p,
+			xtc_probability,
+			xtc_threshold
 		} = options;
-
 		const normalizedMessages: ApiChatMessageData[] = (
 			await Promise.all(
 				messages.map((msg) => {
@@ -227,6 +228,7 @@ export class ChatService {
 
 						return true;
 					});
+
 					// If only text remains and it's a single part, simplify to string
 					if (
 						msg.content.length === 1 &&
@@ -242,20 +244,22 @@ export class ChatService {
 		const requestBody: ApiChatCompletionRequest = {
 			messages: normalizedMessages.map((msg: ApiChatMessageData) => {
 				const mapped: ApiChatCompletionRequest['messages'][0] = {
-					role: msg.role,
 					content: msg.content,
-					tool_calls: msg.tool_calls,
-					tool_call_id: msg.tool_call_id
+					role: msg.role,
+					tool_call_id: msg.tool_call_id,
+					tool_calls: msg.tool_calls
 				};
+
 				// Include reasoning_content from the dedicated field
 				if (!excludeReasoningFromContext && msg.reasoning_content) {
 					mapped.reasoning_content = msg.reasoning_content;
 				}
+
 				return mapped;
 			}),
-			stream,
 			return_progress: stream ? true : undefined,
 			sse_ping_interval: stream ? 1 : undefined,
+			stream,
 			tools: tools && tools.length > 0 ? tools : undefined
 		};
 
@@ -293,27 +297,42 @@ export class ChatService {
 		}
 
 		if (temperature !== undefined) requestBody.temperature = temperature;
+
 		if (max_tokens !== undefined) {
 			// Set max_tokens to -1 (infinite) when explicitly configured as 0 or null
 			requestBody.max_tokens = max_tokens !== null && max_tokens !== 0 ? max_tokens : -1;
 		}
 
 		if (dynatemp_range !== undefined) requestBody.dynatemp_range = dynatemp_range;
+
 		if (dynatemp_exponent !== undefined) requestBody.dynatemp_exponent = dynatemp_exponent;
+
 		if (top_k !== undefined) requestBody.top_k = top_k;
+
 		if (top_p !== undefined) requestBody.top_p = top_p;
+
 		if (min_p !== undefined) requestBody.min_p = min_p;
+
 		if (xtc_probability !== undefined) requestBody.xtc_probability = xtc_probability;
+
 		if (xtc_threshold !== undefined) requestBody.xtc_threshold = xtc_threshold;
+
 		if (typ_p !== undefined) requestBody.typ_p = typ_p;
 
 		if (repeat_last_n !== undefined) requestBody.repeat_last_n = repeat_last_n;
+
 		if (repeat_penalty !== undefined) requestBody.repeat_penalty = repeat_penalty;
+
 		if (presence_penalty !== undefined) requestBody.presence_penalty = presence_penalty;
+
 		if (frequency_penalty !== undefined) requestBody.frequency_penalty = frequency_penalty;
+
 		if (dry_multiplier !== undefined) requestBody.dry_multiplier = dry_multiplier;
+
 		if (dry_base !== undefined) requestBody.dry_base = dry_base;
+
 		if (dry_allowed_length !== undefined) requestBody.dry_allowed_length = dry_allowed_length;
+
 		if (dry_penalty_last_n !== undefined) requestBody.dry_penalty_last_n = dry_penalty_last_n;
 
 		if (samplers !== undefined) {
@@ -330,6 +349,7 @@ export class ChatService {
 		if (custom) {
 			try {
 				const customParams = typeof custom === 'string' ? JSON.parse(custom) : custom;
+
 				Object.assign(requestBody, customParams);
 			} catch (error) {
 				console.warn('Failed to parse custom parameters:', error);
@@ -338,6 +358,7 @@ export class ChatService {
 
 		try {
 			const headers: Record<string, string> = { ...getJsonHeaders() };
+
 			// tag streaming requests with the conversation id, this single header is the opt in for the
 			// server side replay buffer and powers discoverActiveStream on tab reopen. with an explicit
 			// model the ::model suffix keeps the per model session distinct
@@ -349,9 +370,9 @@ export class ChatService {
 			}
 
 			const response = await fetch(API_CHAT.COMPLETIONS, {
-				method: 'POST',
-				headers,
 				body: JSON.stringify(requestBody),
+				headers,
+				method: 'POST',
 				signal
 			});
 
@@ -361,6 +382,7 @@ export class ChatService {
 				if (conversationId) {
 					ChatService.clearStreamState(conversationId);
 				}
+
 				const error = await ChatService.parseErrorResponse(response);
 
 				if (onError) {
@@ -400,6 +422,7 @@ export class ChatService {
 		} catch (error) {
 			if (isAbortError(error)) {
 				console.log('Chat completion request was aborted');
+
 				return;
 			}
 
@@ -448,9 +471,11 @@ export class ChatService {
 		try {
 			const url = model ? `${API_SLOTS.LIST}?model=${encodeURIComponent(model)}` : API_SLOTS.LIST;
 			const res = await fetch(url, { signal });
+
 			if (!res.ok) return true;
 
 			const slots: { is_processing: boolean }[] = await res.json();
+
 			return slots.every((s) => !s.is_processing);
 		} catch {
 			return true;
@@ -469,34 +494,39 @@ export class ChatService {
 			console.error(
 				'stopReasoning: no completion id for the active message, cannot target the running completion'
 			);
+
 			return false;
 		}
 
 		const body: Record<string, unknown> = {
-			id: completionId,
-			action: CONTROL_ACTION.END_REASONING
+			action: CONTROL_ACTION.END_REASONING,
+			id: completionId
 		};
+
 		if (model) body.model = model;
 
 		try {
 			const res = await fetch(API_CHAT.CONTROL, {
-				method: 'POST',
+				body: JSON.stringify(body),
 				headers: getJsonHeaders(),
-				body: JSON.stringify(body)
+				method: 'POST'
 			});
-
 			const data = await res.json().catch(() => null);
+
 			if (!res.ok || data?.success !== true) {
 				console.error('stopReasoning: control request failed', {
-					status: res.status,
 					completionId,
-					response: data
+					response: data,
+					status: res.status
 				});
+
 				return false;
 			}
+
 			return true;
 		} catch (error) {
 			console.error('stopReasoning: control request threw', { completionId, error });
+
 			return false;
 		}
 	}
@@ -518,11 +548,13 @@ export class ChatService {
 	 */
 	static async cancelServerStream(conversationId: string, model?: string | null): Promise<void> {
 		if (!conversationId) return;
+
 		try {
 			const id = streamIdentity(conversationId, model);
+
 			await fetch(`${API_STREAM.BASE}?conv_id=${encodeURIComponent(id)}`, {
-				method: 'DELETE',
-				headers: getAuthHeaders()
+				headers: getAuthHeaders(),
+				method: 'DELETE'
 			});
 		} catch (e) {
 			console.warn('cancelServerStream failed:', e);
@@ -545,10 +577,13 @@ export class ChatService {
 		if (!Array.isArray(sessions) || sessions.length === 0) {
 			return null;
 		}
+
 		const running = sessions.filter((s) => !s.is_done);
+
 		if (running.length === 0) {
 			return null;
 		}
+
 		return running.reduce((best, cur) => (cur.started_at > best.started_at ? cur : best));
 	}
 
@@ -560,12 +595,14 @@ export class ChatService {
 		model?: string | null
 	): void {
 		if (!conversationId) return;
+
 		try {
 			const state: ResumableStreamState = {
 				bytesReceived,
-				updatedAt: Date.now(),
-				model: model ?? null
+				model: model ?? null,
+				updatedAt: Date.now()
 			};
+
 			localStorage.setItem(streamStorageKey(conversationId), JSON.stringify(state));
 		} catch {
 			// localStorage may be full or disabled, silently ignore
@@ -574,11 +611,16 @@ export class ChatService {
 
 	static getStreamState(conversationId: string): ResumableStreamState | null {
 		if (!conversationId) return null;
+
 		try {
 			const raw = localStorage.getItem(streamStorageKey(conversationId));
+
 			if (!raw) return null;
+
 			const parsed = JSON.parse(raw) as ResumableStreamState;
+
 			if (!parsed || typeof parsed.bytesReceived !== 'number') return null;
+
 			return parsed;
 		} catch {
 			return null;
@@ -587,6 +629,7 @@ export class ChatService {
 
 	static clearStreamState(conversationId: string): void {
 		if (!conversationId) return;
+
 		try {
 			localStorage.removeItem(streamStorageKey(conversationId));
 		} catch {
@@ -605,6 +648,7 @@ export class ChatService {
 		fallbackModel: string | null
 	): string {
 		const model = state && state.model !== undefined ? state.model : fallbackModel;
+
 		return streamIdentity(conversationId, model);
 	}
 
@@ -617,7 +661,9 @@ export class ChatService {
 	// so issue the GET and abort it right after the status line. 0 on network error
 	static async probeResumeStatus(streamId: string): Promise<number> {
 		if (!streamId) return 0;
+
 		const ac = new AbortController();
+
 		try {
 			const resp = await fetch(
 				`${API_STREAM.BASE}?conv_id=${encodeURIComponent(streamId)}&from=0`,
@@ -626,7 +672,9 @@ export class ChatService {
 					signal: ac.signal
 				}
 			);
+
 			ac.abort();
+
 			return resp.status;
 		} catch {
 			return 0;
@@ -639,11 +687,13 @@ export class ChatService {
 		model?: string | null
 	): Promise<Response | null> {
 		if (!conversationId) return null;
+
 		const state = ChatService.getStreamState(conversationId);
 		const from = state?.bytesReceived ?? 0;
 		const id = streamIdentity(conversationId, model);
 		const url = `${API_STREAM.BASE}?conv_id=${encodeURIComponent(id)}&from=${from}`;
-		return await fetch(url, { method: 'GET', signal, headers: getAuthHeaders() });
+
+		return await fetch(url, { headers: getAuthHeaders(), method: 'GET', signal });
 	}
 
 	static async preEncode(
@@ -673,14 +723,13 @@ export class ChatService {
 
 			return true;
 		});
-
 		const requestBody: Record<string, unknown> = {
 			messages: normalizedMessages.map((msg: ApiChatMessageData) => {
 				const mapped: Record<string, unknown> = {
-					role: msg.role,
 					content: excludeReasoning ? ChatService.stripReasoningContent(msg.content) : msg.content,
-					tool_calls: msg.tool_calls,
-					tool_call_id: msg.tool_call_id
+					role: msg.role,
+					tool_call_id: msg.tool_call_id,
+					tool_calls: msg.tool_calls
 				};
 
 				if (!excludeReasoning && msg.reasoning_content) {
@@ -689,8 +738,8 @@ export class ChatService {
 
 				return mapped;
 			}),
-			stream: false,
-			n_predict: 0
+			n_predict: 0,
+			stream: false
 		};
 
 		if (model) {
@@ -699,9 +748,9 @@ export class ChatService {
 
 		try {
 			await fetch(API_CHAT.COMPLETIONS, {
-				method: 'POST',
-				headers: getJsonHeaders(),
 				body: JSON.stringify(requestBody),
+				headers: getJsonHeaders(),
+				method: 'POST',
 				signal
 			});
 		} catch (error) {
@@ -767,10 +816,13 @@ export class ChatService {
 		// if a resume returns 200 but yields nothing, we abandon
 		// since the session has a bounded size, the total number of retries is bounded by construction
 		let madeProgress = true;
+
 		const encoder = new TextEncoder();
+
 		if (conversationId) {
 			ChatService.saveStreamState(conversationId, 0, streamModel);
 		}
+
 		onConnectionState?.(StreamConnectionState.STREAMING);
 
 		let decoder = new TextDecoder();
@@ -792,7 +844,6 @@ export class ChatService {
 			toolCallIndexOffset = aggregatedToolCalls.length;
 			hasOpenToolCallBatch = false;
 		};
-
 		const processToolCallDelta = (toolCalls?: ApiChatCompletionToolCallDelta[]) => {
 			if (!toolCalls || toolCalls.length === 0) {
 				return;
@@ -824,24 +875,29 @@ export class ChatService {
 				onToolCallChunk?.(serializedToolCalls);
 			}
 		};
-
 		const onVisibilityChange = () => {
 			if (typeof document === 'undefined') return;
+
 			if (document.visibilityState !== 'visible') return;
+
 			if (streamFinished) return;
+
 			if (!conversationId) return;
+
 			// the bytes have been quiet for too long, the OS likely killed the socket
 			// kicking the reader unblocks reader.read with done=true so the outer loop can resume
 			if (Date.now() - lastByteAt > STREAM_VISIBILITY_KICK_MS) {
 				reader!.cancel().catch(() => {});
 			}
 		};
+
 		if (typeof document !== 'undefined') {
 			document.addEventListener('visibilitychange', onVisibilityChange);
 		}
 
 		try {
 			let chunk = '';
+
 			// outer loop drives the resume cycle, swaps reader on premature end of stream
 			while (true) {
 				while (true) {
@@ -849,8 +905,10 @@ export class ChatService {
 
 					let done: boolean;
 					let value: Uint8Array | undefined;
+
 					try {
 						const r = await reader.read();
+
 						done = r.done;
 						value = r.value;
 					} catch (readErr) {
@@ -860,10 +918,12 @@ export class ChatService {
 						if (isAbortError(readErr)) {
 							throw readErr;
 						}
+
 						console.warn('reader.read() rejected, treating as premature end:', readErr);
 						done = true;
 						value = undefined;
 					}
+
 					if (done) break;
 
 					if (abortSignal?.aborted) break;
@@ -871,6 +931,7 @@ export class ChatService {
 					if (value && value.byteLength > 0) {
 						segmentBytesRead += value.byteLength;
 						lastByteAt = Date.now();
+
 						if (!madeProgress) {
 							madeProgress = true;
 							onConnectionState?.(StreamConnectionState.STREAMING);
@@ -879,12 +940,14 @@ export class ChatService {
 
 					chunk += decoder.decode(value, { stream: true });
 					const lines = chunk.split(SSE_LINE_SEPARATOR);
+
 					chunk = lines.pop() || '';
 
 					// the persisted offset must point right after the last fully parsed line,
 					// the trailing `chunk` is partial bytes still waiting for a newline
 					if (conversationId) {
 						const tailBytes = encoder.encode(chunk).byteLength;
+
 						bytesParsed = segmentStartOffset + segmentBytesRead - tailBytes;
 						ChatService.saveStreamState(conversationId, bytesParsed, streamModel);
 					}
@@ -894,6 +957,7 @@ export class ChatService {
 
 						if (line.startsWith(SSE_DATA_PREFIX)) {
 							const data = line.slice(SSE_DATA_PREFIX.length).trim();
+
 							if (data === SSE_DONE_MARKER) {
 								streamFinished = true;
 
@@ -908,8 +972,8 @@ export class ChatService {
 								const toolCalls = choice?.delta?.tool_calls;
 								const timings = parsed.timings;
 								const promptProgress = parsed.prompt_progress;
-
 								const chunkModel = ChatService.extractModelName(parsed);
+
 								if (chunkModel && !modelEmitted) {
 									modelEmitted = true;
 									onModel?.(chunkModel);
@@ -932,6 +996,7 @@ export class ChatService {
 								if (content) {
 									finalizeOpenToolCallBatch();
 									aggregatedContent += content;
+
 									if (!abortSignal?.aborted) {
 										onChunk?.(content);
 									}
@@ -940,6 +1005,7 @@ export class ChatService {
 								if (reasoningContent) {
 									finalizeOpenToolCallBatch();
 									fullReasoningContent += reasoningContent;
+
 									if (!abortSignal?.aborted) {
 										onReasoningChunk?.(reasoningContent);
 									}
@@ -953,17 +1019,21 @@ export class ChatService {
 					}
 
 					if (abortSignal?.aborted) break;
+
 					if (streamFinished) break;
 				}
 
 				// inner reader done, decide whether to try a resume
 				if (abortSignal?.aborted) break;
+
 				if (streamFinished) break;
+
 				if (!conversationId) break;
 
 				if (!madeProgress) {
 					onConnectionState?.(StreamConnectionState.LOST);
 					onError?.(new Error('Stream resume produced no new bytes, giving up'));
+
 					break;
 				}
 
@@ -978,14 +1048,19 @@ export class ChatService {
 					abortSignal,
 					streamModel
 				).catch(() => null);
+
 				// an abort landing during the resume request is intentional, not a lost connection
 				if (abortSignal?.aborted) break;
+
 				if (!resumeResp || resumeResp.status !== 200) {
 					onConnectionState?.(StreamConnectionState.LOST);
 					onError?.(new Error('Stream connection lost and could not be resumed'));
+
 					break;
 				}
+
 				const newReader = resumeResp.body?.getReader();
+
 				if (!newReader) break;
 
 				try {
@@ -1030,6 +1105,7 @@ export class ChatService {
 			if (typeof document !== 'undefined') {
 				document.removeEventListener('visibilitychange', onVisibilityChange);
 			}
+
 			try {
 				reader.releaseLock();
 			} catch {
@@ -1070,8 +1146,8 @@ export class ChatService {
 			}
 
 			const data: ApiChatCompletionResponse = JSON.parse(responseText);
-
 			const responseModel = ChatService.extractModelName(data);
+
 			if (responseModel) {
 				onModel?.(responseModel);
 			}
@@ -1087,6 +1163,7 @@ export class ChatService {
 
 				if (mergedToolCalls.length > 0) {
 					serializedToolCalls = JSON.stringify(mergedToolCalls);
+
 					if (serializedToolCalls) {
 						onToolCallChunk?.(serializedToolCalls);
 					}
@@ -1194,14 +1271,15 @@ export class ChatService {
 		// Handle tool result messages (role: 'tool')
 		if (message.role === MessageRole.TOOL && message.toolCallId) {
 			return {
-				role: MessageRole.TOOL,
 				content: message.content,
+				role: MessageRole.TOOL,
 				tool_call_id: message.toolCallId
 			};
 		}
 
 		// Parse tool calls for assistant messages
 		let toolCalls: ApiChatCompletionToolCall[] | undefined;
+
 		if (message.toolCalls) {
 			try {
 				toolCalls = JSON.parse(message.toolCalls);
@@ -1212,8 +1290,8 @@ export class ChatService {
 
 		if (!message.extra || message.extra.length === 0) {
 			const result: ApiChatMessageData = {
-				role: message.role as MessageRole,
-				content: message.content
+				content: message.content,
+				role: message.role as MessageRole
 			};
 
 			if (message.reasoningContent) {
@@ -1228,7 +1306,6 @@ export class ChatService {
 		}
 
 		const contentParts: ApiChatMessageContentPart[] = [];
-
 		const textFiles = message.extra.filter(
 			(extra: DatabaseMessageExtra): extra is DatabaseMessageExtraTextFile =>
 				extra.type === AttachmentType.TEXT
@@ -1236,8 +1313,8 @@ export class ChatService {
 
 		for (const textFile of textFiles) {
 			contentParts.push({
-				type: ContentPartType.TEXT,
-				text: formatAttachmentText('File', textFile.name, textFile.content)
+				text: formatAttachmentText('File', textFile.name, textFile.content),
+				type: ContentPartType.TEXT
 			});
 		}
 
@@ -1249,8 +1326,8 @@ export class ChatService {
 
 		for (const legacyContextFile of legacyContextFiles) {
 			contentParts.push({
-				type: ContentPartType.TEXT,
-				text: formatAttachmentText('File', legacyContextFile.name, legacyContextFile.content)
+				text: formatAttachmentText('File', legacyContextFile.name, legacyContextFile.content),
+				type: ContentPartType.TEXT
 			});
 		}
 
@@ -1261,14 +1338,13 @@ export class ChatService {
 
 		for (const image of imageFiles) {
 			const maxImageResolution = settingsStore.getConfig(SETTINGS_KEYS.MAX_IMAGE_RESOLUTION);
-
 			// Caps the resolution and bakes the jpeg exif orientation in one pass,
 			// untouched images pass through as is
 			const base64Url = await capImageDataURLSize(image.base64Url, maxImageResolution);
 
 			contentParts.push({
-				type: ContentPartType.IMAGE_URL,
-				image_url: { url: base64Url }
+				image_url: { url: base64Url },
+				type: ContentPartType.IMAGE_URL
 			});
 		}
 
@@ -1279,18 +1355,18 @@ export class ChatService {
 
 		for (const audio of audioFiles) {
 			contentParts.push({
-				type: ContentPartType.INPUT_AUDIO,
 				input_audio: {
 					data: audio.base64Data,
 					format: getAudioInputFormat(audio.mimeType)
-				}
+				},
+				type: ContentPartType.INPUT_AUDIO
 			});
 		}
 
 		if (message.content) {
 			contentParts.push({
-				type: ContentPartType.TEXT,
-				text: message.content
+				text: message.content,
+				type: ContentPartType.TEXT
 			});
 		}
 
@@ -1301,7 +1377,6 @@ export class ChatService {
 
 		for (const video of videoFiles) {
 			contentParts.push({
-				type: ContentPartType.INPUT_VIDEO,
 				input_video: {
 					data: video.base64Data,
 					format: video.mimeType.includes('mp4')
@@ -1309,7 +1384,8 @@ export class ChatService {
 						: video.mimeType.includes('ogg')
 							? 'ogg'
 							: 'auto'
-				}
+				},
+				type: ContentPartType.INPUT_VIDEO
 			});
 		}
 
@@ -1322,14 +1398,14 @@ export class ChatService {
 			if (pdfFile.processedAsImages && pdfFile.images) {
 				for (let i = 0; i < pdfFile.images.length; i++) {
 					contentParts.push({
-						type: ContentPartType.IMAGE_URL,
-						image_url: { url: pdfFile.images[i] }
+						image_url: { url: pdfFile.images[i] },
+						type: ContentPartType.IMAGE_URL
 					});
 				}
 			} else {
 				contentParts.push({
-					type: ContentPartType.TEXT,
-					text: formatAttachmentText(ATTACHMENT_LABEL_PDF_FILE, pdfFile.name, pdfFile.content)
+					text: formatAttachmentText(ATTACHMENT_LABEL_PDF_FILE, pdfFile.name, pdfFile.content),
+					type: ContentPartType.TEXT
 				});
 			}
 		}
@@ -1341,13 +1417,13 @@ export class ChatService {
 
 		for (const mcpPrompt of mcpPrompts) {
 			contentParts.push({
-				type: ContentPartType.TEXT,
 				text: formatAttachmentText(
 					ATTACHMENT_LABEL_MCP_PROMPT,
 					mcpPrompt.name,
 					mcpPrompt.content,
 					mcpPrompt.serverName
-				)
+				),
+				type: ContentPartType.TEXT
 			});
 		}
 
@@ -1358,26 +1434,29 @@ export class ChatService {
 
 		for (const mcpResource of mcpResources) {
 			contentParts.push({
-				type: ContentPartType.TEXT,
 				text: formatAttachmentText(
 					ATTACHMENT_LABEL_MCP_RESOURCE,
 					mcpResource.name,
 					mcpResource.content,
 					mcpResource.serverName
-				)
+				),
+				type: ContentPartType.TEXT
 			});
 		}
 
 		const result: ApiChatMessageData = {
-			role: message.role as MessageRole,
-			content: contentParts
+			content: contentParts,
+			role: message.role as MessageRole
 		};
+
 		if (message.reasoningContent) {
 			result.reasoning_content = message.reasoningContent;
 		}
+
 		if (toolCalls && toolCalls.length > 0) {
 			result.tool_calls = toolCalls;
 		}
+
 		return result;
 	}
 
@@ -1407,6 +1486,7 @@ export class ChatService {
 			if (part.type === ContentPartType.TEXT && part.text) {
 				return { ...part, text: stripFromString(part.text) };
 			}
+
 			return part;
 		});
 	}
@@ -1422,17 +1502,17 @@ export class ChatService {
 		try {
 			const errorText = await response.text();
 			const errorData: ApiErrorResponse = JSON.parse(errorText);
-
 			const message = errorData.error?.message || 'Unknown server error';
 			const error = new Error(message) as Error & {
 				contextInfo?: { n_prompt_tokens: number; n_ctx: number };
 			};
+
 			error.name = response.status === 400 ? 'ServerError' : 'HttpError';
 
 			if (errorData.error && 'n_prompt_tokens' in errorData.error && 'n_ctx' in errorData.error) {
 				error.contextInfo = {
-					n_prompt_tokens: errorData.error.n_prompt_tokens,
-					n_ctx: errorData.error.n_ctx
+					n_ctx: errorData.error.n_ctx,
+					n_prompt_tokens: errorData.error.n_prompt_tokens
 				};
 			}
 
@@ -1443,6 +1523,7 @@ export class ChatService {
 			) as Error & {
 				contextInfo?: { n_prompt_tokens: number; n_ctx: number };
 			};
+
 			fallback.name = 'HttpError';
 
 			return fallback;
@@ -1466,33 +1547,36 @@ export class ChatService {
 				? (value as Record<string, unknown>)
 				: undefined;
 		};
-
 		const getTrimmedString = (value: unknown): string | undefined => {
 			return typeof value === 'string' && value.trim() ? value.trim() : undefined;
 		};
-
 		const root = asRecord(data);
+
 		if (!root) return undefined;
 
 		// 1) root (some implementations provide `model` at the top level)
 		const rootModel = getTrimmedString(root.model);
+
 		if (rootModel) {
 			return rootModel;
 		}
 
 		// 2) streaming choice (delta) or final response (message)
 		const firstChoice = Array.isArray(root.choices) ? asRecord(root.choices[0]) : undefined;
+
 		if (!firstChoice) {
 			return undefined;
 		}
 
 		// priority: delta.model (first chunk) else message.model (final response)
 		const deltaModel = getTrimmedString(asRecord(firstChoice.delta)?.model);
+
 		if (deltaModel) {
 			return deltaModel;
 		}
 
 		const messageModel = getTrimmedString(asRecord(firstChoice.message)?.model);
+
 		if (messageModel) {
 			return messageModel;
 		}
diff --git a/tools/ui/src/lib/services/database.service.ts b/tools/ui/src/lib/services/database.service.ts
index 0a7c59b9c..89dc58b00 100644
--- a/tools/ui/src/lib/services/database.service.ts
+++ b/tools/ui/src/lib/services/database.service.ts
@@ -1,9 +1,9 @@
-import Dexie, { type EntityTable } from 'dexie';
-import { findDescendantMessages, uuid, filterByLeafNodeId } from '$lib/utils';
-import { IDXDB_TABLES, IDXDB_STORES, STORAGE_APP_NAME } from '$lib/constants';
+import { IDXDB_STORES, IDXDB_TABLES, STORAGE_APP_NAME } from '$lib/constants';
 import { MessageRole } from '$lib/enums';
 import type { McpServerOverride } from '$lib/types/database';
 import type { ExportedConversation } from '$lib/types/database';
+import { filterByLeafNodeId, findDescendantMessages, uuid } from '$lib/utils';
+import Dexie, { type EntityTable } from 'dexie';
 
 class LlamaUiDatabase extends Dexie {
 	[IDXDB_TABLES.conversations]!: EntityTable<DatabaseConversation, string>;
@@ -39,14 +39,15 @@ export class DatabaseService {
 		fields?: Partial<Omit<DatabaseConversation, 'id' | 'name' | 'lastModified'>>
 	): Promise<DatabaseConversation> {
 		const conversation: DatabaseConversation = {
+			currNode: '',
 			id: uuid(),
-			name,
 			lastModified: Date.now(),
-			currNode: '',
+			name,
 			...fields
 		};
 
 		await db[IDXDB_TABLES.conversations].add(conversation);
+
 		return conversation;
 	}
 
@@ -77,6 +78,7 @@ export class DatabaseService {
 				// Handle null parent (root message case)
 				if (parentId !== null) {
 					const parentMessage = await db[IDXDB_TABLES.messages].get(parentId);
+
 					if (!parentMessage) {
 						throw new Error(`Parent message ${parentId} not found`);
 					}
@@ -84,10 +86,10 @@ export class DatabaseService {
 
 				const newMessage: DatabaseMessage = {
 					...message,
+					children: [],
 					id: uuid(),
 					parent: parentId,
-					toolCalls: message.toolCalls ?? '',
-					children: []
+					toolCalls: message.toolCalls ?? ''
 				};
 
 				await db[IDXDB_TABLES.messages].add(newMessage);
@@ -95,6 +97,7 @@ export class DatabaseService {
 				// Update parent's children array if parent exists
 				if (parentId !== null) {
 					const parentMessage = await db[IDXDB_TABLES.messages].get(parentId);
+
 					if (parentMessage) {
 						await db[IDXDB_TABLES.messages].update(parentId, {
 							children: [...parentMessage.children, newMessage.id]
@@ -120,18 +123,19 @@ export class DatabaseService {
 	 */
 	static async createRootMessage(convId: string): Promise<string> {
 		const rootMessage: DatabaseMessage = {
-			id: uuid(),
-			convId,
-			type: 'root',
-			timestamp: Date.now(),
-			role: MessageRole.SYSTEM,
+			children: [],
 			content: '',
+			convId,
+			id: uuid(),
 			parent: null,
+			role: MessageRole.SYSTEM,
+			timestamp: Date.now(),
 			toolCalls: '',
-			children: []
+			type: 'root'
 		};
 
 		await db[IDXDB_TABLES.messages].add(rootMessage);
+
 		return rootMessage.id;
 	}
 
@@ -150,25 +154,27 @@ export class DatabaseService {
 		parentId: string
 	): Promise<DatabaseMessage> {
 		const trimmedPrompt = systemPrompt.trim();
+
 		if (!trimmedPrompt) {
 			throw new Error('Cannot create system message with empty content');
 		}
 
 		return await db.transaction('rw', db[IDXDB_TABLES.messages], async () => {
 			const parentMessage = await db[IDXDB_TABLES.messages].get(parentId);
+
 			if (!parentMessage) {
 				throw new Error(`Parent message ${parentId} not found`);
 			}
 
 			const systemMessage: DatabaseMessage = {
-				id: uuid(),
-				convId,
-				type: MessageRole.SYSTEM,
-				timestamp: Date.now(),
-				role: MessageRole.SYSTEM,
+				children: [],
 				content: trimmedPrompt,
+				convId,
+				id: uuid(),
 				parent: parentId,
-				children: []
+				role: MessageRole.SYSTEM,
+				timestamp: Date.now(),
+				type: MessageRole.SYSTEM
 			};
 
 			await db[IDXDB_TABLES.messages].add(systemMessage);
@@ -240,35 +246,46 @@ export class DatabaseService {
 		prefetched?: ReadonlyMap<string, DatabaseConversation>
 	): Promise<void> {
 		const conv = prefetched?.get(parentId) ?? (await db[IDXDB_TABLES.conversations].get(parentId));
+
 		if (!conv) return;
 
 		let newParent = conv.forkedFromConversationId;
+
 		const visited = new Set<string>([parentId]);
+
 		while (newParent && excludeIds.has(newParent)) {
 			if (visited.has(newParent)) {
 				newParent = undefined;
+
 				break;
 			}
+
 			visited.add(newParent);
 			const next =
 				prefetched?.get(newParent) ?? (await db[IDXDB_TABLES.conversations].get(newParent));
+
 			if (!next) {
 				newParent = undefined;
+
 				break;
 			}
+
 			newParent = next.forkedFromConversationId;
 		}
 
 		const directChildren = await db[IDXDB_TABLES.conversations]
 			.filter((c) => c.forkedFromConversationId === parentId)
 			.toArray();
-
 		const updates: DatabaseConversation[] = [];
+
 		for (const child of directChildren) {
 			if (excludeIds.has(child.id)) continue;
+
 			updates.push({ ...child, forkedFromConversationId: newParent });
 		}
+
 		if (updates.length === 0) return;
+
 		await db[IDXDB_TABLES.conversations].bulkPut(updates);
 	}
 
@@ -282,7 +299,9 @@ export class DatabaseService {
 	 */
 	static async bulkDeleteConversations(ids: string[]): Promise<void> {
 		const cleanIds = ids.filter((id): id is string => typeof id === 'string' && id.length > 0);
+
 		if (cleanIds.length === 0) return;
+
 		const idSet = new Set(cleanIds);
 
 		await db.transaction(
@@ -292,16 +311,23 @@ export class DatabaseService {
 				// Pre-load each to-delete conversation so the per-id reparent
 				// walk-up doesn't ping-pong the same ancestry chain.
 				const prefetched = new Map<string, DatabaseConversation>();
+
 				let frontier = [...cleanIds];
+
 				const requested = new Set<string>(frontier);
+
 				while (frontier.length > 0) {
 					const fetched = await db[IDXDB_TABLES.conversations].bulkGet(frontier);
+
 					frontier = [];
 					for (let i = 0; i < fetched.length; i++) {
 						const conv = fetched[i];
+
 						if (!conv || !conv.id) continue;
+
 						prefetched.set(conv.id, conv);
 						const ancestor = conv.forkedFromConversationId;
+
 						if (ancestor && !prefetched.has(ancestor) && !requested.has(ancestor)) {
 							frontier.push(ancestor);
 							requested.add(ancestor);
@@ -327,11 +353,13 @@ export class DatabaseService {
 	static async deleteMessage(messageId: string): Promise<void> {
 		await db.transaction('rw', db[IDXDB_TABLES.messages], async () => {
 			const message = await db[IDXDB_TABLES.messages].get(messageId);
+
 			if (!message) return;
 
 			// Remove this message from its parent's children array
 			if (message.parent) {
 				const parent = await db[IDXDB_TABLES.messages].get(message.parent);
+
 				if (parent) {
 					parent.children = parent.children.filter((childId: string) => childId !== messageId);
 					await db[IDXDB_TABLES.messages].put(parent);
@@ -361,15 +389,15 @@ export class DatabaseService {
 				.where('convId')
 				.equals(conversationId)
 				.toArray();
-
 			// Find all descendant messages
 			const descendants = findDescendantMessages(allMessages, messageId);
 			const allToDelete = [messageId, ...descendants];
-
 			// Get the message to delete for parent cleanup
 			const message = await db[IDXDB_TABLES.messages].get(messageId);
+
 			if (message && message.parent) {
 				const parent = await db[IDXDB_TABLES.messages].get(message.parent);
+
 				if (parent) {
 					parent.children = parent.children.filter((childId: string) => childId !== messageId);
 					await db[IDXDB_TABLES.messages].put(parent);
@@ -424,28 +452,34 @@ export class DatabaseService {
 	): Promise<Map<string, ExportedConversation>> {
 		const result = new Map<string, ExportedConversation>();
 		const cleanIds = convIds.filter((id): id is string => typeof id === 'string' && id.length > 0);
+
 		if (cleanIds.length === 0) return result;
 
 		const [convs, allMessages] = await Promise.all([
 			db[IDXDB_TABLES.conversations].bulkGet(cleanIds),
 			db[IDXDB_TABLES.messages].where('convId').anyOf(cleanIds).toArray()
 		]);
-
 		const messagesByConv = new Map<string, DatabaseMessage[]>();
+
 		for (const msg of allMessages) {
 			const bucket = messagesByConv.get(msg.convId);
+
 			if (bucket) bucket.push(msg);
 			else messagesByConv.set(msg.convId, [msg]);
 		}
 
 		for (let i = 0; i < cleanIds.length; i++) {
 			const conv = convs[i];
+
 			if (!conv) continue;
+
 			const messages = (messagesByConv.get(conv.id) ?? []).sort(
 				(a, b) => a.timestamp - b.timestamp
 			);
+
 			result.set(conv.id, { conv, messages });
 		}
+
 		return result;
 	}
 
@@ -480,11 +514,15 @@ export class DatabaseService {
 	 */
 	static async toggleConversationPin(id: string): Promise<boolean> {
 		const conversation = await db[IDXDB_TABLES.conversations].get(id);
+
 		if (!conversation) {
 			throw new Error(`Conversation ${id} not found`);
 		}
+
 		const newPinnedState = !conversation.pinned;
+
 		await this.updateConversation(id, { pinned: newPinnedState });
+
 		return newPinnedState;
 	}
 
@@ -501,21 +539,29 @@ export class DatabaseService {
 	static async bulkToggleConversationPins(ids: string[]): Promise<Map<string, boolean>> {
 		const cleanIds = ids.filter((id): id is string => typeof id === 'string' && id.length > 0);
 		const result = new Map<string, boolean>();
+
 		if (cleanIds.length === 0) return result;
 
 		await db.transaction('rw', db[IDXDB_TABLES.conversations], async () => {
 			const convs = await db[IDXDB_TABLES.conversations].bulkGet(cleanIds);
 			const updates: DatabaseConversation[] = [];
+
 			for (let i = 0; i < cleanIds.length; i++) {
 				const conv = convs[i];
+
 				if (!conv) continue;
+
 				const newPinned = !conv.pinned;
+
 				updates.push({ ...conv, pinned: newPinned });
 				result.set(cleanIds[i], newPinned);
 			}
+
 			if (updates.length === 0) return;
+
 			await db[IDXDB_TABLES.conversations].bulkPut(updates);
 		});
+
 		return result;
 	}
 
@@ -573,10 +619,11 @@ export class DatabaseService {
 			async () => {
 				for (const item of data) {
 					const { conv, messages } = item;
-
 					const existing = await db[IDXDB_TABLES.conversations].get(conv.id);
+
 					if (existing) {
 						skipped.push(conv);
+
 						continue;
 					}
 
@@ -620,6 +667,7 @@ export class DatabaseService {
 			[db[IDXDB_TABLES.conversations], db[IDXDB_TABLES.messages]],
 			async () => {
 				const sourceConv = await db[IDXDB_TABLES.conversations].get(sourceConvId);
+
 				if (!sourceConv) {
 					throw new Error(`Source conversation ${sourceConvId} not found`);
 				}
@@ -628,12 +676,12 @@ export class DatabaseService {
 					.where('convId')
 					.equals(sourceConvId)
 					.toArray();
-
 				const pathMessages = filterByLeafNodeId(
 					allMessages,
 					atMessageId,
 					true
 				) as DatabaseMessage[];
+
 				if (pathMessages.length === 0) {
 					throw new Error(`Could not resolve message path to ${atMessageId}`);
 				}
@@ -654,27 +702,27 @@ export class DatabaseService {
 
 					return {
 						...msg,
-						id: newId,
-						convId: newConvId,
-						parent: newParent,
 						children: newChildren,
-						extra: options.includeAttachments ? msg.extra : undefined
+						convId: newConvId,
+						extra: options.includeAttachments ? msg.extra : undefined,
+						id: newId,
+						parent: newParent
 					};
 				});
-
 				const lastClonedMessage = clonedMessages[clonedMessages.length - 1];
 				const newConv: DatabaseConversation = {
-					id: newConvId,
-					name: options.name,
-					lastModified: Date.now(),
 					currNode: lastClonedMessage.id,
+					cwd: sourceConv.cwd,
 					forkedFromConversationId: sourceConvId,
+					id: newConvId,
+					lastModified: Date.now(),
 					mcpServerOverrides: sourceConv.mcpServerOverrides
 						? sourceConv.mcpServerOverrides.map((o: McpServerOverride) => ({
-								serverId: o.serverId,
-								enabled: o.enabled
+								enabled: o.enabled,
+								serverId: o.serverId
 							}))
-						: undefined
+						: undefined,
+					name: options.name
 				};
 
 				await db[IDXDB_TABLES.conversations].add(newConv);
diff --git a/tools/ui/src/lib/services/mcp.service.ts b/tools/ui/src/lib/services/mcp.service.ts
index e36faaac2..fbac5b7b5 100644
--- a/tools/ui/src/lib/services/mcp.service.ts
+++ b/tools/ui/src/lib/services/mcp.service.ts
@@ -1,63 +1,63 @@
 import { Client } from '@modelcontextprotocol/sdk/client';
+import { SSEClientTransport } from '@modelcontextprotocol/sdk/client/sse.js';
 import {
 	StreamableHTTPClientTransport,
 	StreamableHTTPError
 } from '@modelcontextprotocol/sdk/client/streamableHttp.js';
-import { SSEClientTransport } from '@modelcontextprotocol/sdk/client/sse.js';
 import { WebSocketClientTransport } from '@modelcontextprotocol/sdk/client/websocket.js';
+import type { Transport } from '@modelcontextprotocol/sdk/shared/transport.js';
 import type {
-	Tool,
-	Prompt,
 	GetPromptResult,
-	ListChangedHandlers
+	ListChangedHandlers,
+	Prompt,
+	Tool
 } from '@modelcontextprotocol/sdk/types.js';
-import type { Transport } from '@modelcontextprotocol/sdk/shared/transport.js';
 import {
-	DEFAULT_MCP_CONFIG,
+	CORS_PROXY_ENDPOINT,
+	CORS_PROXY_HEADER_PREFIX,
 	DEFAULT_CLIENT_VERSION,
 	DEFAULT_IMAGE_MIME_TYPE,
-	CORS_PROXY_HEADER_PREFIX,
-	MCP_PARTIAL_REDACT_HEADERS,
-	CORS_PROXY_ENDPOINT
+	DEFAULT_MCP_CONFIG,
+	MCP_PARTIAL_REDACT_HEADERS
 } from '$lib/constants';
 import {
 	MCPConnectionPhase,
-	MCPLogLevel,
-	MCPTransportType,
 	MCPContentType,
-	MCPRefType
+	MCPLogLevel,
+	MCPRefType,
+	MCPTransportType
 } from '$lib/enums';
 import type {
-	MCPServerConfig,
-	MCPResourceIcon,
-	ToolCallParams,
-	ToolExecutionResult,
-	Implementation,
 	ClientCapabilities,
+	Implementation,
 	MCPConnection,
-	MCPPhaseCallback,
 	MCPConnectionLog,
-	MCPServerInfo,
+	MCPPhaseCallback,
+	MCPReadResourceResult,
 	MCPResource,
-	MCPResourceTemplate,
 	MCPResourceContent,
-	MCPReadResourceResult
+	MCPResourceIcon,
+	MCPResourceTemplate,
+	MCPServerConfig,
+	MCPServerInfo,
+	ToolCallParams,
+	ToolExecutionResult
 } from '$lib/types';
 import {
-	buildProxiedUrl,
 	buildProxiedHeaders,
-	getAuthHeaders,
-	sanitizeHeaders,
-	throwIfAborted,
-	isAbortError,
+	buildProxiedUrl,
 	createBase64DataUrl,
-	getRequestUrl,
-	getRequestMethod,
+	extractJsonRpcMethods,
+	formatDiagnosticErrorMessage,
+	getAuthHeaders,
 	getRequestBody,
+	getRequestMethod,
+	getRequestUrl,
+	isAbortError,
+	type RequestBodySummary,
+	sanitizeHeaders,
 	summarizeRequestBody,
-	formatDiagnosticErrorMessage,
-	extractJsonRpcMethods,
-	type RequestBodySummary
+	throwIfAborted
 } from '$lib/utils';
 
 interface ToolResultContentItem {
@@ -101,11 +101,11 @@ export class MCPService {
 		details?: unknown
 	): MCPConnectionLog {
 		return {
-			timestamp: new Date(),
-			phase,
-			message,
+			details,
 			level,
-			details
+			message,
+			phase,
+			timestamp: new Date()
 		};
 	}
 
@@ -118,12 +118,12 @@ export class MCPService {
 	): DiagnosticRequestDetails {
 		const body = getRequestBody(input, init);
 		const details: DiagnosticRequestDetails = {
-			url: getRequestUrl(input),
-			method: getRequestMethod(input, init, baseInit).toUpperCase(),
+			body: summarizeRequestBody(body),
 			credentials: init?.credentials ?? baseInit.credentials,
-			mode: init?.mode ?? baseInit.mode,
 			headers: sanitizeHeaders(requestHeaders, extraRedactedHeaders, MCP_PARTIAL_REDACT_HEADERS),
-			body: summarizeRequestBody(body)
+			method: getRequestMethod(input, init, baseInit).toUpperCase(),
+			mode: init?.mode ?? baseInit.mode,
+			url: getRequestUrl(input)
 		};
 		const jsonRpcMethods = extractJsonRpcMethods(body);
 
@@ -144,6 +144,7 @@ export class MCPService {
 				useProxy && !key.toLowerCase().startsWith(CORS_PROXY_HEADER_PREFIX)
 					? `${CORS_PROXY_HEADER_PREFIX}${key}`
 					: key;
+
 			requestHeaders.set(proxiedKey, value);
 		}
 	}
@@ -151,12 +152,12 @@ export class MCPService {
 	private static summarizeError(error: unknown): Record<string, unknown> {
 		if (error instanceof Error) {
 			return {
-				name: error.name,
-				message: error.message,
 				cause:
 					error.cause instanceof Error
-						? { name: error.cause.name, message: error.cause.message }
+						? { message: error.cause.message, name: error.cause.name }
 						: error.cause,
+				message: error.message,
+				name: error.name,
 				stack: error.stack?.split('\n').slice(0, 6).join('\n')
 			};
 		}
@@ -173,13 +174,13 @@ export class MCPService {
 		}
 
 		return {
+			isSecureContext: window.isSecureContext,
 			location: window.location.href,
 			origin: window.location.origin,
 			protocol: window.location.protocol,
-			isSecureContext: window.isSecureContext,
+			sameOrigin: window.location.origin === targetUrl.origin,
 			targetOrigin: targetUrl.origin,
 			targetProtocol: targetUrl.protocol,
-			sameOrigin: window.location.origin === targetUrl.origin,
 			useProxy
 		};
 	}
@@ -244,6 +245,7 @@ export class MCPService {
 		disable: () => void;
 	} {
 		let enabled = true;
+
 		const logIfEnabled = (log: MCPConnectionLog) => {
 			if (enabled) {
 				onLog?.(log);
@@ -251,9 +253,13 @@ export class MCPService {
 		};
 
 		return {
+			disable: () => {
+				enabled = false;
+			},
 			fetch: async (input, init) => {
 				if (useProxy && typeof window !== 'undefined') {
 					let requestUrlStr = '';
+
 					if (typeof input === 'string') {
 						requestUrlStr = input;
 					} else if (input instanceof URL) {
@@ -262,6 +268,7 @@ export class MCPService {
 
 					if (requestUrlStr) {
 						const parsedRequestUrl = new URL(requestUrlStr, window.location.origin);
+
 						if (
 							parsedRequestUrl.origin === window.location.origin &&
 							!parsedRequestUrl.pathname.includes(CORS_PROXY_ENDPOINT)
@@ -308,8 +315,8 @@ export class MCPService {
 						`HTTP ${method} ${url}`,
 						MCPLogLevel.INFO,
 						{
-							serverName,
-							request
+							request,
+							serverName
 						}
 					)
 				);
@@ -324,11 +331,11 @@ export class MCPService {
 							MCPLogLevel.INFO,
 							{
 								response: {
-									url,
+									durationMs: 0,
+									isFake: true,
 									status: response.status,
 									statusText: response.statusText,
-									durationMs: 0,
-									isFake: true
+									url
 								}
 							}
 						)
@@ -353,11 +360,11 @@ export class MCPService {
 							response.ok ? MCPLogLevel.INFO : MCPLogLevel.WARN,
 							{
 								response: {
-									url,
+									durationMs,
+									headers: sanitizeHeaders(response.headers, undefined, MCP_PARTIAL_REDACT_HEADERS),
 									status: response.status,
 									statusText: response.statusText,
-									headers: sanitizeHeaders(response.headers, undefined, MCP_PARTIAL_REDACT_HEADERS),
-									durationMs
+									url
 								}
 							}
 						)
@@ -373,21 +380,18 @@ export class MCPService {
 							`HTTP ${method} ${url} failed: ${formatDiagnosticErrorMessage(error)}`,
 							MCPLogLevel.ERROR,
 							{
-								serverName,
-								request,
-								error: this.summarizeError(error),
 								browser: this.getBrowserContext(targetUrl, useProxy),
+								durationMs,
+								error: this.summarizeError(error),
 								hints: this.getConnectionHints(targetUrl, config, error),
-								durationMs
+								request,
+								serverName
 							}
 						)
 					);
 
 					throw error;
 				}
-			},
-			disable: () => {
-				enabled = false;
 			}
 		};
 	}
@@ -463,15 +467,15 @@ export class MCPService {
 			}
 
 			return {
+				stopPhaseLogging: () => {},
 				transport: new WebSocketClientTransport(url),
-				type: MCPTransportType.WEBSOCKET,
-				stopPhaseLogging: () => {}
+				type: MCPTransportType.WEBSOCKET
 			};
 		}
 
 		if (config.transport === MCPTransportType.SSE) {
 			const url = useProxy ? buildProxiedUrl(config.url) : new URL(config.url);
-			const { fetch: diagnosticFetch, disable: stopPhaseLogging } = this.createDiagnosticFetch(
+			const { disable: stopPhaseLogging, fetch: diagnosticFetch } = this.createDiagnosticFetch(
 				serverName,
 				config,
 				requestInit,
@@ -485,18 +489,18 @@ export class MCPService {
 			}
 
 			return {
+				stopPhaseLogging,
 				transport: new SSEClientTransport(url, {
-					requestInit,
+					eventSourceInit: { fetch: diagnosticFetch },
 					fetch: diagnosticFetch,
-					eventSourceInit: { fetch: diagnosticFetch }
+					requestInit
 				}),
-				type: MCPTransportType.SSE,
-				stopPhaseLogging
+				type: MCPTransportType.SSE
 			};
 		}
 
 		const url = useProxy ? buildProxiedUrl(config.url) : new URL(config.url);
-		const { fetch: diagnosticFetch, disable: stopPhaseLogging } = this.createDiagnosticFetch(
+		const { disable: stopPhaseLogging, fetch: diagnosticFetch } = this.createDiagnosticFetch(
 			serverName,
 			config,
 			requestInit,
@@ -515,25 +519,25 @@ export class MCPService {
 			}
 
 			return {
+				stopPhaseLogging,
 				transport: new StreamableHTTPClientTransport(url, {
-					requestInit,
-					fetch: diagnosticFetch
+					fetch: diagnosticFetch,
+					requestInit
 				}),
-				type: MCPTransportType.STREAMABLE_HTTP,
-				stopPhaseLogging
+				type: MCPTransportType.STREAMABLE_HTTP
 			};
 		} catch (httpError) {
 			console.warn(`[MCPService] StreamableHTTP failed, trying SSE transport...`, httpError);
 
 			try {
 				return {
+					stopPhaseLogging,
 					transport: new SSEClientTransport(url, {
-						requestInit,
+						eventSourceInit: { fetch: diagnosticFetch },
 						fetch: diagnosticFetch,
-						eventSourceInit: { fetch: diagnosticFetch }
+						requestInit
 					}),
-					type: MCPTransportType.SSE,
-					stopPhaseLogging
+					type: MCPTransportType.SSE
 				};
 			} catch (sseError) {
 				const httpMsg = httpError instanceof Error ? httpError.message : String(httpError);
@@ -557,17 +561,17 @@ export class MCPService {
 		}
 
 		return {
-			name: impl.name,
-			version: impl.version,
-			title: impl.title,
 			description: impl.description,
-			websiteUrl: impl.websiteUrl,
 			icons: impl.icons?.map((icon: MCPResourceIcon) => ({
-				src: icon.src,
 				mimeType: icon.mimeType,
 				sizes: icon.sizes,
+				src: icon.src,
 				theme: icon.theme
-			}))
+			})),
+			name: impl.name,
+			title: impl.title,
+			version: impl.version,
+			websiteUrl: impl.websiteUrl
 		};
 	}
 
@@ -617,9 +621,9 @@ export class MCPService {
 		}
 
 		const {
+			stopPhaseLogging,
 			transport,
-			type: transportType,
-			stopPhaseLogging
+			type: transportType
 		} = this.createTransport(serverName, serverConfig, (log) => onPhase?.(log.phase, log));
 
 		// Setup WebSocket reconnection handler
@@ -650,7 +654,6 @@ export class MCPService {
 				listChanged: listChangedHandlers
 			}
 		);
-
 		const runtimeErrorHandler = (error: Error) => {
 			// the SDK reports any post initialize error here, including the abort we trigger
 			// ourselves on the next health check cycle, on tab unload, or on server teardown.
@@ -661,7 +664,9 @@ export class MCPService {
 			if (isAbortError(error)) {
 				return;
 			}
+
 			const msg = error?.message ?? '';
+
 			if (
 				/SSE stream disconnected:.*AbortError/i.test(msg) ||
 				/AbortError: .*aborted/i.test(msg) ||
@@ -669,6 +674,7 @@ export class MCPService {
 			) {
 				return;
 			}
+
 			console.error(`[MCPService][${serverName}] Protocol error after initialize:`, error);
 		};
 
@@ -701,6 +707,7 @@ export class MCPService {
 
 		try {
 			let handshakeTimer: ReturnType<typeof setTimeout> | undefined;
+
 			const handshakeDeadline = new Promise<never>((_, reject) => {
 				handshakeTimer = setTimeout(() => {
 					void transport.close().catch(() => {});
@@ -736,21 +743,21 @@ export class MCPService {
 					}`,
 					MCPLogLevel.ERROR,
 					{
-						error: this.summarizeError(error),
+						browser: this.getBrowserContext(url, serverConfig.useProxy ?? false),
 						config: {
-							serverName,
 							configuredUrl: serverConfig.url,
+							credentials: serverConfig.credentials,
 							effectiveUrl: url.href,
-							transportType,
-							useProxy: serverConfig.useProxy ?? false,
 							headers: sanitizeHeaders(
 								serverConfig.headers,
 								Object.keys(serverConfig.headers ?? {}),
 								MCP_PARTIAL_REDACT_HEADERS
 							),
-							credentials: serverConfig.credentials
+							serverName,
+							transportType,
+							useProxy: serverConfig.useProxy ?? false
 						},
-						browser: this.getBrowserContext(url, serverConfig.useProxy ?? false),
+						error: this.summarizeError(error),
 						hints: this.getConnectionHints(url, serverConfig, error)
 					}
 				)
@@ -777,10 +784,10 @@ export class MCPService {
 				}
 			),
 			{
-				serverInfo,
-				serverCapabilities,
 				clientCapabilities: effectiveCapabilities,
-				instructions
+				instructions,
+				serverCapabilities,
+				serverInfo
 			}
 		);
 
@@ -796,15 +803,14 @@ export class MCPService {
 
 		const tools = await this.listTools({
 			client,
-			transport,
-			tools: [],
-			serverName,
-			transportType,
 			connectionTimeMs: 0,
 			requestTimeoutMs:
-				serverConfig.requestTimeoutMs ?? DEFAULT_MCP_CONFIG.requestTimeoutSeconds * 1000
+				serverConfig.requestTimeoutMs ?? DEFAULT_MCP_CONFIG.requestTimeoutSeconds * 1000,
+			serverName,
+			tools: [],
+			transport,
+			transportType
 		});
-
 		const connectionTimeMs = Math.round(performance.now() - startTime);
 
 		// Phase: Connected
@@ -815,6 +821,7 @@ export class MCPService {
 				`Connection established with ${tools.length} tools (${connectionTimeMs}ms)`
 			)
 		);
+
 		if (import.meta.env.DEV && import.meta.env.VITE_DEBUG) {
 			console.log(
 				`[MCPService][${serverName}] Initialization complete with ${tools.length} tools in ${connectionTimeMs}ms`
@@ -823,18 +830,18 @@ export class MCPService {
 
 		return {
 			client,
-			transport,
-			tools,
-			serverName,
-			transportType,
-			serverInfo,
-			serverCapabilities,
 			clientCapabilities: effectiveCapabilities,
-			protocolVersion: DEFAULT_MCP_CONFIG.protocolVersion,
-			instructions,
 			connectionTimeMs,
+			instructions,
+			protocolVersion: DEFAULT_MCP_CONFIG.protocolVersion,
 			requestTimeoutMs:
-				serverConfig.requestTimeoutMs ?? DEFAULT_MCP_CONFIG.requestTimeoutSeconds * 1000
+				serverConfig.requestTimeoutMs ?? DEFAULT_MCP_CONFIG.requestTimeoutSeconds * 1000,
+			serverCapabilities,
+			serverInfo,
+			serverName,
+			tools,
+			transport,
+			transportType
 		};
 	}
 
@@ -861,6 +868,7 @@ export class MCPService {
 			// by not setting onerror, but since we use it for protocol logging,
 			// we must clear it before disconnect.
 			connection.client.onerror = undefined;
+
 			if (connection.transport.onclose) {
 				connection.transport.onclose = undefined;
 			}
@@ -936,7 +944,7 @@ export class MCPService {
 		args?: Record<string, string>
 	): Promise<GetPromptResult> {
 		try {
-			return await connection.client.getPrompt({ name, arguments: args });
+			return await connection.client.getPrompt({ arguments: args, name });
 		} catch (error) {
 			console.error(`[MCPService][${connection.serverName}] Failed to get prompt:`, error);
 
@@ -964,7 +972,7 @@ export class MCPService {
 
 		try {
 			const result = await connection.client.callTool(
-				{ name: params.name, arguments: params.arguments },
+				{ arguments: params.arguments, name: params.name },
 				undefined,
 				{ signal, timeout: connection.requestTimeoutMs }
 			);
@@ -1001,6 +1009,7 @@ export class MCPService {
 	 */
 	private static formatToolResult(result: ToolCallResult): string {
 		const content = result.content;
+
 		if (!Array.isArray(content)) return '';
 
 		return content
@@ -1022,6 +1031,7 @@ export class MCPService {
 			const resource = content.resource;
 
 			if (resource.text) return resource.text;
+
 			if (resource.blob) return resource.blob;
 
 			return JSON.stringify(resource);
@@ -1058,8 +1068,8 @@ export class MCPService {
 	): Promise<{ values: string[]; total?: number; hasMore?: boolean } | null> {
 		try {
 			const result = await connection.client.complete({
-				ref,
-				argument
+				argument,
+				ref
 			});
 
 			return result.completion;
@@ -1092,8 +1102,8 @@ export class MCPService {
 			const result = await connection.client.listResources(cursor ? { cursor } : undefined);
 
 			return {
-				resources: (result.resources ?? []) as MCPResource[],
-				nextCursor: result.nextCursor
+				nextCursor: result.nextCursor,
+				resources: (result.resources ?? []) as MCPResource[]
 			};
 		} catch (error) {
 			if (this.isSessionExpiredError(error)) {
@@ -1113,10 +1123,12 @@ export class MCPService {
 	 */
 	static async listAllResources(connection: MCPConnection): Promise<MCPResource[]> {
 		const allResources: MCPResource[] = [];
+
 		let cursor: string | undefined;
 
 		do {
 			const result = await this.listResources(connection, cursor);
+
 			allResources.push(...result.resources);
 			cursor = result.nextCursor;
 		} while (cursor);
@@ -1138,8 +1150,8 @@ export class MCPService {
 			const result = await connection.client.listResourceTemplates(cursor ? { cursor } : undefined);
 
 			return {
-				resourceTemplates: (result.resourceTemplates ?? []) as MCPResourceTemplate[],
-				nextCursor: result.nextCursor
+				nextCursor: result.nextCursor,
+				resourceTemplates: (result.resourceTemplates ?? []) as MCPResourceTemplate[]
 			};
 		} catch (error) {
 			if (this.isSessionExpiredError(error)) {
@@ -1162,10 +1174,12 @@ export class MCPService {
 	 */
 	static async listAllResourceTemplates(connection: MCPConnection): Promise<MCPResourceTemplate[]> {
 		const allTemplates: MCPResourceTemplate[] = [];
+
 		let cursor: string | undefined;
 
 		do {
 			const result = await this.listResourceTemplates(connection, cursor);
+
 			allTemplates.push(...result.resourceTemplates);
 			cursor = result.nextCursor;
 		} while (cursor);
@@ -1187,8 +1201,8 @@ export class MCPService {
 			const result = await connection.client.readResource({ uri });
 
 			return {
-				contents: (result.contents ?? []) as MCPResourceContent[],
-				_meta: result._meta
+				_meta: result._meta,
+				contents: (result.contents ?? []) as MCPResourceContent[]
 			};
 		} catch (error) {
 			console.error(`[MCPService][${connection.serverName}] Failed to read resource:`, error);
diff --git a/tools/ui/src/lib/services/migration.service.ts b/tools/ui/src/lib/services/migration.service.ts
index 53004729b..ffe4bd846 100644
--- a/tools/ui/src/lib/services/migration.service.ts
+++ b/tools/ui/src/lib/services/migration.service.ts
@@ -17,19 +17,19 @@
  * 4. Theme key: Copy standalone `theme` → config object (both preserved)
  */
 
-import Dexie from 'dexie';
 import {
-	STORAGE_APP_NAME,
-	STORAGE_APP_NAME_DEPRECATED,
-	DB_APP_NAME_DEPRECATED,
 	CONFIG_LOCALSTORAGE_KEY,
-	IDXDB_TABLES,
+	DB_APP_NAME_DEPRECATED,
 	IDXDB_STORES,
-	NEW_TO_DEPRECATED_MAP
+	IDXDB_TABLES,
+	NEW_TO_DEPRECATED_MAP,
+	STORAGE_APP_NAME,
+	STORAGE_APP_NAME_DEPRECATED
 } from '$lib/constants';
 import { LEGACY_AGENTIC_REGEX, LEGACY_REASONING_TAGS } from '$lib/constants/agentic';
 import { SETTINGS_KEYS } from '$lib/constants/settings-keys';
 import { MessageRole } from '$lib/enums';
+import Dexie from 'dexie';
 
 // Types
 
@@ -58,11 +58,15 @@ const MIGRATION_STATE_VERSION = 1;
 function getMigrationState(): MigrationState {
 	try {
 		const raw = localStorage.getItem(MIGRATION_STATE_KEY);
+
 		if (!raw) return { completed: [], failed: [], lastRun: '' };
+
 		const parsed = JSON.parse(raw);
+
 		if (parsed.version !== MIGRATION_STATE_VERSION) {
 			return { completed: [], failed: [], lastRun: '' };
 		}
+
 		return {
 			completed: parsed.completed ?? [],
 			failed: parsed.failed ?? [],
@@ -86,48 +90,56 @@ function saveMigrationState(state: MigrationState): void {
 
 function isMigrationCompleted(id: string): boolean {
 	const state = getMigrationState();
+
 	return state.completed.includes(id);
 }
 
 function markMigrationCompleted(id: string): void {
 	const state = getMigrationState();
+
 	if (!state.completed.includes(id)) {
 		state.completed.push(id);
 	}
+
 	state.failed = state.failed.filter((f) => f !== id);
 	saveMigrationState(state);
 }
 
 function markMigrationFailed(id: string): void {
 	const state = getMigrationState();
+
 	if (!state.failed.includes(id)) {
 		state.failed.push(id);
 	}
+
 	saveMigrationState(state);
 }
 
 // Migration 1: LocalStorage Key Prefix (Non-Destructive)
 
 const LOCALSTORAGE_MIGRATION_ID = 'localstorage-prefix-v1';
-
 const localStorageMigration: Migration = {
-	id: LOCALSTORAGE_MIGRATION_ID,
 	description: 'Copy localStorage keys from LlamaCppWebui to LlamaUi prefix (non-destructive)',
+	id: LOCALSTORAGE_MIGRATION_ID,
 
 	async run(): Promise<void> {
 		// Non-destructive: copy to new key, but KEEP the old key
 		for (const [newKey, deprecatedKey] of Object.entries(NEW_TO_DEPRECATED_MAP)) {
 			// Only migrate if new key doesn't already exist
 			const newValue = localStorage.getItem(newKey);
+
 			if (newValue !== null) {
 				if (import.meta.env.DEV && import.meta.env.VITE_DEBUG)
 					console.log(`[Migration] localStorage: ${newKey} already exists, skipping`);
+
 				continue;
 			}
 
 			const oldValue = localStorage.getItem(deprecatedKey);
+
 			if (oldValue !== null) {
 				localStorage.setItem(newKey, oldValue);
+
 				// Keep old key for downgrade compatibility - DO NOT DELETE
 				if (import.meta.env.DEV && import.meta.env.VITE_DEBUG) {
 					console.log(
@@ -141,27 +153,32 @@ const localStorageMigration: Migration = {
 
 // Migration 2: IndexedDB Database Name (Non-Destructive)
 
+// eslint-disable-next-line padding-line-between-statements -- comment header separates this const group
 const IDXDB_MIGRATION_ID = 'idxdb-database-v1';
-
 const idxdbMigration: Migration = {
-	id: IDXDB_MIGRATION_ID,
 	description: 'Copy IndexedDB from LlamacppWebui to LlamaUi database (non-destructive)',
+	id: IDXDB_MIGRATION_ID,
 
 	async run(): Promise<void> {
 		const oldDbNames = await Dexie.getDatabaseNames();
+
 		if (!oldDbNames.includes(DB_APP_NAME_DEPRECATED)) {
 			if (import.meta.env.DEV && import.meta.env.VITE_DEBUG)
 				console.log('[Migration] IndexedDB: no old database found, skipping');
+
 			return;
 		}
 
 		// Check if new database already has data
 		const newDb = new Dexie(STORAGE_APP_NAME);
+
 		newDb.version(1).stores(IDXDB_STORES);
 		const existingConvs = await newDb.table(IDXDB_TABLES.conversations).count();
+
 		if (existingConvs > 0) {
 			if (import.meta.env.DEV && import.meta.env.VITE_DEBUG)
 				console.log('[Migration] IndexedDB: new database already has data, skipping');
+
 			return;
 		}
 
@@ -169,6 +186,7 @@ const idxdbMigration: Migration = {
 			console.log('[Migration] IndexedDB: copying from', DB_APP_NAME_DEPRECATED);
 
 		const oldDb = new Dexie(DB_APP_NAME_DEPRECATED);
+
 		oldDb.version(1).stores(IDXDB_STORES);
 
 		const conversations = await oldDb.table(IDXDB_TABLES.conversations).toArray();
@@ -176,11 +194,14 @@ const idxdbMigration: Migration = {
 
 		if (conversations.length > 0) {
 			await newDb.table(IDXDB_TABLES.conversations).bulkAdd(conversations);
+
 			if (import.meta.env.DEV && import.meta.env.VITE_DEBUG)
 				console.log(`[Migration] IndexedDB: copied ${conversations.length} conversations`);
 		}
+
 		if (messages.length > 0) {
 			await newDb.table(IDXDB_TABLES.messages).bulkAdd(messages);
+
 			if (import.meta.env.DEV && import.meta.env.VITE_DEBUG)
 				console.log(`[Migration] IndexedDB: copied ${messages.length} messages`);
 		}
@@ -193,6 +214,7 @@ const idxdbMigration: Migration = {
 
 // Migration 3: Legacy Message Format
 
+// eslint-disable-next-line padding-line-between-statements -- comment header separates this const group
 const LEGACY_MESSAGE_MIGRATION_ID = 'legacy-message-format-v2';
 
 interface ParsedTurn {
@@ -219,8 +241,8 @@ function parseLegacyToolCalls(content: string): ParsedTurn[] {
 		}
 
 		currentTurn.toolCalls.push({
-			name: match[1],
 			args: match[2],
+			name: match[1],
 			result: match[3].replace(/^\n+|\n+$/g, '')
 		});
 
@@ -237,6 +259,7 @@ function parseLegacyToolCalls(content: string): ParsedTurn[] {
 		const cleanRemaining = remainingText
 			.replace(LEGACY_AGENTIC_REGEX.AGENTIC_TOOL_CALL_OPEN, '')
 			.trim();
+
 		if (cleanRemaining) {
 			turns.push({ textBefore: cleanRemaining, toolCalls: [] });
 		}
@@ -254,7 +277,9 @@ function extractLegacyReasoning(content: string): { reasoning: string; cleanCont
 	let cleanContent = content;
 
 	const re = new RegExp(LEGACY_AGENTIC_REGEX.REASONING_EXTRACT.source, 'g');
+
 	let match;
+
 	while ((match = re.exec(content)) !== null) {
 		reasoning += match[1];
 	}
@@ -263,7 +288,7 @@ function extractLegacyReasoning(content: string): { reasoning: string; cleanCont
 		.replace(new RegExp(LEGACY_AGENTIC_REGEX.REASONING_BLOCK.source, 'g'), '')
 		.replace(LEGACY_AGENTIC_REGEX.REASONING_OPEN, '');
 
-	return { reasoning, cleanContent };
+	return { cleanContent, reasoning };
 }
 
 function hasLegacyMarkers(content: string): boolean {
@@ -275,18 +300,21 @@ let DatabaseService: typeof import('./database.service').DatabaseService | null
 async function getDatabaseService() {
 	if (!DatabaseService) {
 		const module = await import('./database.service');
+
 		DatabaseService = module.DatabaseService;
 	}
+
 	return DatabaseService;
 }
 
 const legacyMessageMigration: Migration = {
-	id: LEGACY_MESSAGE_MIGRATION_ID,
 	description: 'Migrate legacy marker-based messages to structured format',
+	id: LEGACY_MESSAGE_MIGRATION_ID,
 
 	async run(): Promise<void> {
 		const db = await getDatabaseService();
 		const conversations = await db.getAllConversations();
+
 		let migratedCount = 0;
 
 		for (const conv of conversations) {
@@ -295,25 +323,28 @@ const legacyMessageMigration: Migration = {
 			for (const message of allMessages) {
 				if (message.role !== MessageRole.ASSISTANT) {
 					if (message.content?.includes(LEGACY_REASONING_TAGS.START)) {
-						const { reasoning, cleanContent } = extractLegacyReasoning(message.content);
+						const { cleanContent, reasoning } = extractLegacyReasoning(message.content);
+
 						await db.updateMessage(message.id, {
 							content: cleanContent.trim(),
 							reasoningContent: reasoning || undefined
 						});
 						migratedCount++;
 					}
+
 					continue;
 				}
 
 				if (!hasLegacyMarkers(message.content ?? '')) continue;
 
-				const { reasoning, cleanContent } = extractLegacyReasoning(message.content);
+				const { cleanContent, reasoning } = extractLegacyReasoning(message.content);
 				const turns = parseLegacyToolCalls(cleanContent);
 
 				let existingToolCalls: Array<{
 					id: string;
 					function?: { name: string; arguments: string };
 				}> = [];
+
 				if (message.toolCalls) {
 					try {
 						existingToolCalls = JSON.parse(message.toolCalls);
@@ -323,15 +354,17 @@ const legacyMessageMigration: Migration = {
 				}
 
 				const firstTurn = turns[0];
+
 				if (!firstTurn) continue;
 
 				const firstTurnToolCalls = firstTurn.toolCalls.map((tc, i) => {
 					const existing =
 						existingToolCalls.find((e) => e.function?.name === tc.name) || existingToolCalls[i];
+
 					return {
+						function: { arguments: tc.args, name: tc.name },
 						id: existing?.id || `legacy_tool_${i}`,
-						type: 'function' as const,
-						function: { name: tc.name, arguments: tc.args }
+						type: 'function' as const
 					};
 				});
 
@@ -347,69 +380,71 @@ const legacyMessageMigration: Migration = {
 				for (let i = 0; i < firstTurn.toolCalls.length; i++) {
 					const tc = firstTurn.toolCalls[i];
 					const toolCallId = firstTurnToolCalls[i]?.id || `legacy_tool_${i}`;
-
 					const toolMsg = await db.createMessageBranch(
 						{
+							children: [],
+							content: tc.result,
 							convId: conv.id,
-							type: 'text',
 							role: MessageRole.TOOL,
-							content: tc.result,
-							toolCallId,
 							timestamp: message.timestamp + i + 1,
+							toolCallId,
 							toolCalls: '',
-							children: []
+							type: 'text'
 						},
 						currentParentId
 					);
+
 					currentParentId = toolMsg.id;
 				}
 
 				for (let turnIdx = 1; turnIdx < turns.length; turnIdx++) {
 					const turn = turns[turnIdx];
-
 					const turnToolCalls = turn.toolCalls.map((tc, i) => {
 						const idx = toolCallIdCounter + i;
 						const existing = existingToolCalls[idx];
+
 						return {
+							function: { arguments: tc.args, name: tc.name },
 							id: existing?.id || `legacy_tool_${idx}`,
-							type: 'function' as const,
-							function: { name: tc.name, arguments: tc.args }
+							type: 'function' as const
 						};
 					});
+
 					toolCallIdCounter += turn.toolCalls.length;
 
 					const assistantMsg = await db.createMessageBranch(
 						{
+							children: [],
+							content: turn.textBefore,
 							convId: conv.id,
-							type: 'text',
+							model: message.model,
 							role: MessageRole.ASSISTANT,
-							content: turn.textBefore,
 							timestamp: message.timestamp + turnIdx * 100,
 							toolCalls: turnToolCalls.length > 0 ? JSON.stringify(turnToolCalls) : '',
-							children: [],
-							model: message.model
+							type: 'text'
 						},
 						currentParentId
 					);
+
 					currentParentId = assistantMsg.id;
 
 					for (let i = 0; i < turn.toolCalls.length; i++) {
 						const tc = turn.toolCalls[i];
 						const toolCallId = turnToolCalls[i]?.id || `legacy_tool_${toolCallIdCounter + i}`;
-
 						const toolMsg = await db.createMessageBranch(
 							{
+								children: [],
+								content: tc.result,
 								convId: conv.id,
-								type: 'text',
 								role: MessageRole.TOOL,
-								content: tc.result,
-								toolCallId,
 								timestamp: message.timestamp + turnIdx * 100 + i + 1,
+								toolCallId,
 								toolCalls: '',
-								children: []
+								type: 'text'
 							},
 							currentParentId
 						);
+
 						currentParentId = toolMsg.id;
 					}
 				}
@@ -417,7 +452,9 @@ const legacyMessageMigration: Migration = {
 				if (message.children.length > 0 && currentParentId !== message.id) {
 					for (const childId of message.children) {
 						const child = allMessages.find((m) => m.id === childId);
+
 						if (!child) continue;
+
 						if (child.role !== MessageRole.TOOL) {
 							await db.updateMessage(childId, { parent: currentParentId });
 						}
@@ -436,17 +473,19 @@ const legacyMessageMigration: Migration = {
 
 // Migration 4: Theme Key (Non-Destructive)
 
+// eslint-disable-next-line padding-line-between-statements -- comment header separates this const group
 const THEME_MIGRATION_ID = 'theme-key-v1';
-
 const themeMigration: Migration = {
-	id: THEME_MIGRATION_ID,
 	description: 'Copy standalone theme key to config object (non-destructive)',
+	id: THEME_MIGRATION_ID,
 
 	async run(): Promise<void> {
 		const legacyTheme = localStorage.getItem('theme');
+
 		if (legacyTheme === null) {
 			if (import.meta.env.DEV && import.meta.env.VITE_DEBUG)
 				console.log('[Migration] Theme: no legacy theme key found, skipping');
+
 			return;
 		}
 
@@ -457,6 +496,7 @@ const themeMigration: Migration = {
 		if (SETTINGS_KEYS.THEME in config) {
 			if (import.meta.env.DEV && import.meta.env.VITE_DEBUG)
 				console.log('[Migration] Theme: config already has theme, skipping');
+
 			return;
 		}
 
@@ -471,19 +511,21 @@ const themeMigration: Migration = {
 
 // Migration Registry & Runner
 
+// eslint-disable-next-line padding-line-between-statements -- comment header separates this const group
 const CUSTOM_JSON_MIGRATION_ID = 'custom-json-key-v1';
-
 const customJsonKeyMigration: Migration = {
-	id: CUSTOM_JSON_MIGRATION_ID,
 	description: 'Copy legacy custom config key to customJson (non-destructive)',
+	id: CUSTOM_JSON_MIGRATION_ID,
 
 	async run(): Promise<void> {
 		const configRaw = localStorage.getItem(CONFIG_LOCALSTORAGE_KEY);
+
 		if (configRaw === null) return;
 
 		const config = JSON.parse(configRaw);
 
 		if (!('custom' in config)) return;
+
 		if (SETTINGS_KEYS.CUSTOM_JSON in config) return;
 
 		config[SETTINGS_KEYS.CUSTOM_JSON] = config.custom;
@@ -494,16 +536,13 @@ const customJsonKeyMigration: Migration = {
 			console.log(`[Migration] Custom JSON: copied custom to customJson (preserved old key)`);
 	}
 };
-
 const MCP_DEFAULT_ENABLED_MIGRATION_ID = 'mcp-default-enabled-to-config-v1';
-
 const LEGACY_MCP_DEFAULT_ENABLED_KEY = `${STORAGE_APP_NAME}.mcpDefaultEnabled`;
 const DEPRECATED_LEGACY_MCP_DEFAULT_ENABLED_KEY = `${STORAGE_APP_NAME_DEPRECATED}.mcpDefaultEnabled`;
-
 const mcpDefaultEnabledMigration: Migration = {
-	id: MCP_DEFAULT_ENABLED_MIGRATION_ID,
 	description:
 		'Copy mcpDefaultEnabled localStorage key into settings config (preserves legacy keys)',
+	id: MCP_DEFAULT_ENABLED_MIGRATION_ID,
 
 	async run(): Promise<void> {
 		const raw =
@@ -515,6 +554,7 @@ const mcpDefaultEnabledMigration: Migration = {
 		if (raw === null) {
 			if (import.meta.env.DEV && import.meta.env.VITE_DEBUG)
 				console.log('[Migration] MCP default enabled: no legacy key found, skipping');
+
 			return;
 		}
 
@@ -525,12 +565,15 @@ const mcpDefaultEnabledMigration: Migration = {
 		if (MCP_DEFAULT_OVERRIDES_LEGACY_KEY in config) {
 			if (import.meta.env.DEV && import.meta.env.VITE_DEBUG)
 				console.log('[Migration] MCP default enabled: config already has overrides, skipping');
+
 			return;
 		}
 
 		try {
 			const parsed = JSON.parse(raw);
+
 			if (!Array.isArray(parsed)) return;
+
 			const valid = parsed.every(
 				(o) =>
 					typeof o === 'object' &&
@@ -538,6 +581,7 @@ const mcpDefaultEnabledMigration: Migration = {
 					typeof (o as Record<string, unknown>).serverId === 'string' &&
 					typeof (o as Record<string, unknown>).enabled === 'boolean'
 			);
+
 			if (!valid) return;
 		} catch {
 			return;
@@ -550,18 +594,18 @@ const mcpDefaultEnabledMigration: Migration = {
 			console.log('[Migration] MCP default enabled: moved legacy key into config');
 	}
 };
-
 const CONFIG_TYPES_MIGRATION_ID = 'config-type-normalization-v1';
-
 const configTypesMigration: Migration = {
-	id: CONFIG_TYPES_MIGRATION_ID,
 	description: 'Coerce legacy string-encoded booleans in persisted config to real booleans',
+	id: CONFIG_TYPES_MIGRATION_ID,
 
 	async run(): Promise<void> {
 		const configRaw = localStorage.getItem(CONFIG_LOCALSTORAGE_KEY);
+
 		if (configRaw === null) return;
 
 		const config = JSON.parse(configRaw);
+
 		let changed = false;
 
 		// Pre-schema configs persisted booleans as "true"/"false" strings; the strict server
@@ -585,10 +629,39 @@ const configTypesMigration: Migration = {
 			console.log(`[Migration] Config types: coerced string booleans (changed=${changed})`);
 	}
 };
+const RENDER_KEYS_MIGRATION_ID = 'render-keys-unfold-v1';
+const LEGACY_RENDER_RAW_TEXT_KEY = 'renderContentAsRawText';
+const renderKeysMigration: Migration = {
+	description: 'Unfold the single raw text render toggle onto the per-surface render keys',
+	id: RENDER_KEYS_MIGRATION_ID,
+
+	async run(): Promise<void> {
+		const configRaw = localStorage.getItem(CONFIG_LOCALSTORAGE_KEY);
+
+		if (configRaw === null) return;
+
+		const config = JSON.parse(configRaw);
+
+		if (!(LEGACY_RENDER_RAW_TEXT_KEY in config)) return;
+
+		// The toggle carried user content and thinking at once and cannot say which surface
+		// was chosen, so it only restores the user key and thinking keeps its own default.
+		if (!(SETTINGS_KEYS.RENDER_USER_CONTENT_AS_MARKDOWN in config)) {
+			config[SETTINGS_KEYS.RENDER_USER_CONTENT_AS_MARKDOWN] =
+				config[LEGACY_RENDER_RAW_TEXT_KEY] !== true;
+		}
 
+		// Dropped rather than preserved: the two render keys and the toggle describe the same
+		// surfaces, so leaving it behind would let a stale value fight the restored one.
+		delete config[LEGACY_RENDER_RAW_TEXT_KEY];
+		localStorage.setItem(CONFIG_LOCALSTORAGE_KEY, JSON.stringify(config));
+
+		if (import.meta.env.DEV && import.meta.env.VITE_DEBUG)
+			console.log('[Migration] Render keys: unfolded the raw text toggle');
+	}
+};
 const MCP_DEFAULT_OVERRIDES_LEGACY_KEY = `${STORAGE_APP_NAME}.mcpDefaultServerOverrides`;
 const MCP_DEFAULT_OVERRIDES_MERGE_MIGRATION_ID = 'mcp-default-overrides-merge-v1';
-
 /**
  * Folds `mcpDefaultServerOverrides` (the legacy "default for new chats" list,
  * JSON-encoded as `[{ serverId, enabled }, ...]`) into `mcpServers[i].enabled`.
@@ -597,12 +670,13 @@ const MCP_DEFAULT_OVERRIDES_MERGE_MIGRATION_ID = 'mcp-default-overrides-merge-v1
  * standalone overrides are already inside the config.
  */
 const mcpDefaultOverridesMergeMigration: Migration = {
-	id: MCP_DEFAULT_OVERRIDES_MERGE_MIGRATION_ID,
 	description:
 		'Merge mcpDefaultServerOverrides entries onto mcpServers[i].enabled (preserves legacy key)',
+	id: MCP_DEFAULT_OVERRIDES_MERGE_MIGRATION_ID,
 
 	async run(): Promise<void> {
 		const configRaw = localStorage.getItem(CONFIG_LOCALSTORAGE_KEY);
+
 		if (configRaw === null) return;
 
 		const config = JSON.parse(configRaw);
@@ -611,13 +685,17 @@ const mcpDefaultOverridesMergeMigration: Migration = {
 		if (typeof raw !== 'string' || raw.length === 0) {
 			if (import.meta.env.DEV && import.meta.env.VITE_DEBUG)
 				console.log('[Migration] MCP default overrides merge: nothing to merge');
+
 			return;
 		}
 
 		let overrides: { serverId: string; enabled: boolean }[];
+
 		try {
 			const parsed = JSON.parse(raw);
+
 			if (!Array.isArray(parsed)) return;
+
 			overrides = parsed.filter(
 				(o) =>
 					typeof o === 'object' &&
@@ -630,7 +708,9 @@ const mcpDefaultOverridesMergeMigration: Migration = {
 		}
 
 		const serversRaw = config[SETTINGS_KEYS.MCP_SERVERS];
+
 		let servers: { id: string; enabled?: boolean }[];
+
 		try {
 			servers = typeof serversRaw === 'string' ? JSON.parse(serversRaw) : [];
 		} catch {
@@ -640,9 +720,12 @@ const mcpDefaultOverridesMergeMigration: Migration = {
 		if (!Array.isArray(servers)) servers = [];
 
 		let serversChanged = false;
+
 		const knownIds = new Set(servers.map((s) => s.id));
+
 		for (const override of overrides) {
 			if (!knownIds.has(override.serverId)) continue;
+
 			const index = servers.findIndex((s) => s.id === override.serverId);
 
 			if (index >= 0 && servers[index].enabled !== override.enabled) {
@@ -662,7 +745,6 @@ const mcpDefaultOverridesMergeMigration: Migration = {
 			);
 	}
 };
-
 const migrations: Migration[] = [
 	localStorageMigration,
 	idxdbMigration,
@@ -671,7 +753,8 @@ const migrations: Migration[] = [
 	customJsonKeyMigration,
 	mcpDefaultEnabledMigration,
 	mcpDefaultOverridesMergeMigration,
-	configTypesMigration
+	configTypesMigration,
+	renderKeysMigration
 ];
 
 export const MigrationService = {
@@ -683,17 +766,17 @@ export const MigrationService = {
 	},
 
 	/**
-	 * Check if a specific migration has been completed
+	 * Get current migration state
 	 */
-	isCompleted(id: string): boolean {
-		return isMigrationCompleted(id);
+	getState(): MigrationState {
+		return getMigrationState();
 	},
 
 	/**
-	 * Get current migration state
+	 * Check if a specific migration has been completed
 	 */
-	getState(): MigrationState {
-		return getMigrationState();
+	isCompleted(id: string): boolean {
+		return isMigrationCompleted(id);
 	},
 
 	/**
@@ -701,6 +784,7 @@ export const MigrationService = {
 	 */
 	resetState(): void {
 		localStorage.removeItem(MIGRATION_STATE_KEY);
+
 		if (import.meta.env.DEV && import.meta.env.VITE_DEBUG)
 			console.log('[Migration] State reset - all migrations will run again');
 	},
@@ -711,6 +795,7 @@ export const MigrationService = {
 	 */
 	async runAllMigrations(): Promise<void> {
 		const state = getMigrationState();
+
 		if (import.meta.env.DEV && import.meta.env.VITE_DEBUG)
 			console.log('[Migration] Starting migration run, state:', state);
 
@@ -718,14 +803,17 @@ export const MigrationService = {
 			if (isMigrationCompleted(migration.id)) {
 				if (import.meta.env.DEV && import.meta.env.VITE_DEBUG)
 					console.log(`[Migration] ${migration.id}: already completed, skipping`);
+
 				continue;
 			}
 
 			try {
 				if (import.meta.env.DEV && import.meta.env.VITE_DEBUG)
 					console.log(`[Migration] ${migration.id}: running...`);
+
 				await migration.run();
 				markMigrationCompleted(migration.id);
+
 				if (import.meta.env.DEV && import.meta.env.VITE_DEBUG)
 					console.log(`[Migration] ${migration.id}: completed successfully`);
 			} catch (error) {
diff --git a/tools/ui/src/lib/services/models.service.ts b/tools/ui/src/lib/services/models.service.ts
index 9574da59e..7399a3cc6 100644
--- a/tools/ui/src/lib/services/models.service.ts
+++ b/tools/ui/src/lib/services/models.service.ts
@@ -1,19 +1,19 @@
-import { ServerModelStatus } from '$lib/enums';
-import { apiFetch, apiPost, normalizeModelName } from '$lib/utils';
-import type { ParsedModelId } from '$lib/types/models';
 import {
-	MODEL_QUANTIZATION_SEGMENT_RE,
-	MODEL_CUSTOM_QUANTIZATION_PREFIX_RE,
-	MODEL_PARAMS_RE,
+	API_MODELS,
 	MODEL_ACTIVATED_PARAMS_RE,
-	MODEL_IGNORED_SEGMENTS,
-	MODEL_WEIGHT_EXTENSION_RE,
+	MODEL_CUSTOM_QUANTIZATION_PREFIX_RE,
 	MODEL_ID_NOT_FOUND,
 	MODEL_ID_ORG_SEPARATOR,
-	MODEL_ID_SEGMENT_SEPARATOR,
 	MODEL_ID_QUANTIZATION_SEPARATOR,
-	API_MODELS
+	MODEL_ID_SEGMENT_SEPARATOR,
+	MODEL_IGNORED_SEGMENTS,
+	MODEL_PARAMS_RE,
+	MODEL_QUANTIZATION_SEGMENT_RE,
+	MODEL_WEIGHT_EXTENSION_RE
 } from '$lib/constants';
+import { ServerModelStatus } from '$lib/enums';
+import type { ParsedModelId } from '$lib/types/models';
+import { apiFetch, apiPost, normalizeModelName } from '$lib/utils';
 
 export class ModelsService {
 	/**
@@ -64,6 +64,7 @@ export class ModelsService {
 	 */
 	static async load(modelId: string, extraArgs?: string[]): Promise<ApiRouterModelsLoadResponse> {
 		const payload: { model: string; extra_args?: string[] } = { model: modelId };
+
 		if (extraArgs && extraArgs.length > 0) {
 			payload.extra_args = extraArgs;
 		}
@@ -131,21 +132,20 @@ export class ModelsService {
 	 */
 	static parseModelId(modelId: string): ParsedModelId {
 		const result: ParsedModelId = {
-			raw: modelId,
-			orgName: null,
+			activatedParams: null,
 			modelName: null,
+			orgName: null,
 			params: null,
-			activatedParams: null,
 			quantization: null,
+			raw: modelId,
 			tags: []
 		};
-
 		// strip directory path and weight extension so a bare `-m /path/file.gguf`
 		// parses like a clean repo id; the HF `org/model` form is preserved
 		const source = normalizeModelName(modelId).replace(MODEL_WEIGHT_EXTENSION_RE, '');
-
 		// 1. Extract colon-separated quantization (e.g. `model:Q4_K_M`)
 		const colonIdx = source.indexOf(MODEL_ID_QUANTIZATION_SEPARATOR);
+
 		let modelPath: string;
 
 		if (colonIdx !== MODEL_ID_NOT_FOUND) {
@@ -157,6 +157,7 @@ export class ModelsService {
 
 		// 2. Extract org name (e.g. `org/model` -> org = "org")
 		const slashIdx = modelPath.indexOf(MODEL_ID_ORG_SEPARATOR);
+
 		let modelStr: string;
 
 		if (slashIdx !== MODEL_ID_NOT_FOUND) {
@@ -222,6 +223,7 @@ export class ModelsService {
 		if (paramsIdx !== MODEL_ID_NOT_FOUND) {
 			result.tags = segments.slice(paramsIdx + 1).filter((_, relIdx) => {
 				const absIdx = paramsIdx + 1 + relIdx;
+
 				if (absIdx === activatedParamsIdx) return false;
 
 				return !MODEL_IGNORED_SEGMENTS.has(segments[absIdx].toUpperCase());
diff --git a/tools/ui/src/lib/services/parameter-sync.service.spec.ts b/tools/ui/src/lib/services/parameter-sync.service.spec.ts
index 2e7fcd521..aa130fe5e 100644
--- a/tools/ui/src/lib/services/parameter-sync.service.spec.ts
+++ b/tools/ui/src/lib/services/parameter-sync.service.spec.ts
@@ -1,64 +1,63 @@
-import { describe, it, expect } from 'vitest';
 import { ParameterSyncService } from './parameter-sync.service';
+import { describe, expect, it } from 'vitest';
 
 describe('ParameterSyncService', () => {
 	describe('roundFloatingPoint', () => {
 		it('should fix JavaScript floating-point precision issues', () => {
 			// Test the specific values from the screenshot
 			const mockServerParams = {
-				top_p: 0.949999988079071,
 				min_p: 0.009999999776482582,
+				samplers: ['top_k', 'typ_p', 'top_p', 'min_p', 'temperature'],
 				temperature: 0.800000011920929,
 				top_k: 40,
-				samplers: ['top_k', 'typ_p', 'top_p', 'min_p', 'temperature']
+				top_p: 0.949999988079071
 			};
-
 			const result = ParameterSyncService.extractServerDefaults({
 				...mockServerParams,
-				// Add other required fields to match the API type
-				n_predict: 512,
-				seed: -1,
-				dynatemp_range: 0.0,
+				chat_format: '',
+				dry_allowed_length: 2,
+				dry_base: 1.75,
+				dry_multiplier: 0.0,
+				dry_penalty_last_n: 64,
+				dry_sequence_breakers: [],
 				dynatemp_exponent: 1.0,
-				xtc_probability: 0.0,
-				xtc_threshold: 0.1,
-				typ_p: 1.0,
-				repeat_last_n: 64,
-				repeat_penalty: 1.0,
-				presence_penalty: 0.0,
+				dynatemp_range: 0.0,
 				frequency_penalty: 0.0,
-				dry_multiplier: 0.0,
-				dry_base: 1.75,
-				dry_allowed_length: 2,
-				dry_penalty_last_n: -1,
+				generation_prompt: '',
+				grammar: '',
+				grammar_lazy: false,
+				grammar_triggers: [],
+				ignore_eos: false,
+				logit_bias: [],
+				lora: [],
+				max_tokens: -1,
+				min_keep: 0,
 				mirostat: 0,
-				mirostat_tau: 5.0,
 				mirostat_eta: 0.1,
-				stop: [],
-				max_tokens: -1,
-				n_keep: 0,
+				mirostat_tau: 5.0,
 				n_discard: 0,
-				ignore_eos: false,
-				stream: true,
-				logit_bias: [],
+				n_keep: 0,
+				// Add other required fields to match the API type
+				n_predict: 512,
 				n_probs: 0,
-				min_keep: 0,
-				grammar: '',
-				grammar_lazy: false,
-				grammar_triggers: [],
+				post_sampling_probs: false,
+				presence_penalty: 0.0,
 				preserved_tokens: [],
-				chat_format: '',
 				reasoning_format: '',
 				reasoning_in_content: false,
-				generation_prompt: '',
+				repeat_last_n: 64,
+				repeat_penalty: 1.0,
+				seed: -1,
 				'speculative.n_max': 0,
 				'speculative.n_min': 0,
 				'speculative.p_min': 0.0,
+				stop: [],
+				stream: true,
 				timings_per_token: false,
-				post_sampling_probs: false,
-				lora: [],
 				top_n_sigma: 0.0,
-				dry_sequence_breakers: []
+				typ_p: 1.0,
+				xtc_probability: 0.0,
+				xtc_threshold: 0.1
 			} as ApiLlamaCppServerProps['default_generation_settings']['params']);
 
 			// Check that the problematic floating-point values are rounded correctly
@@ -71,59 +70,58 @@ describe('ParameterSyncService', () => {
 
 		it('should preserve non-numeric values', () => {
 			const mockServerParams = {
-				samplers: ['top_k', 'temperature'],
 				max_tokens: -1,
+				samplers: ['top_k', 'temperature'],
 				temperature: 0.7
 			};
-
 			const result = ParameterSyncService.extractServerDefaults({
 				...mockServerParams,
-				// Minimal required fields
-				n_predict: 512,
-				seed: -1,
-				dynatemp_range: 0.0,
+				chat_format: '',
+				dry_allowed_length: 2,
+				dry_base: 1.75,
+				dry_multiplier: 0.0,
+				dry_penalty_last_n: 64,
+				dry_sequence_breakers: [],
 				dynatemp_exponent: 1.0,
-				top_k: 40,
-				top_p: 0.95,
-				min_p: 0.05,
-				xtc_probability: 0.0,
-				xtc_threshold: 0.1,
-				typ_p: 1.0,
-				repeat_last_n: 64,
-				repeat_penalty: 1.0,
-				presence_penalty: 0.0,
+				dynatemp_range: 0.0,
 				frequency_penalty: 0.0,
-				dry_multiplier: 0.0,
-				dry_base: 1.75,
-				dry_allowed_length: 2,
-				dry_penalty_last_n: -1,
+				generation_prompt: '',
+				grammar: '',
+				grammar_lazy: false,
+				grammar_triggers: [],
+				ignore_eos: false,
+				logit_bias: [],
+				lora: [],
+				min_keep: 0,
+				min_p: 0.05,
 				mirostat: 0,
-				mirostat_tau: 5.0,
 				mirostat_eta: 0.1,
-				stop: [],
-				n_keep: 0,
+				mirostat_tau: 5.0,
 				n_discard: 0,
-				ignore_eos: false,
-				stream: true,
-				logit_bias: [],
+				n_keep: 0,
+				// Minimal required fields
+				n_predict: 512,
 				n_probs: 0,
-				min_keep: 0,
-				grammar: '',
-				grammar_lazy: false,
-				grammar_triggers: [],
+				post_sampling_probs: false,
+				presence_penalty: 0.0,
 				preserved_tokens: [],
-				chat_format: '',
 				reasoning_format: '',
 				reasoning_in_content: false,
-				generation_prompt: '',
+				repeat_last_n: 64,
+				repeat_penalty: 1.0,
+				seed: -1,
 				'speculative.n_max': 0,
 				'speculative.n_min': 0,
 				'speculative.p_min': 0.0,
+				stop: [],
+				stream: true,
 				timings_per_token: false,
-				post_sampling_probs: false,
-				lora: [],
+				top_k: 40,
 				top_n_sigma: 0.0,
-				dry_sequence_breakers: []
+				top_p: 0.95,
+				typ_p: 1.0,
+				xtc_probability: 0.0,
+				xtc_threshold: 0.1
 			} as ApiLlamaCppServerProps['default_generation_settings']['params']);
 
 			expect(result.samplers).toBe('top_k;temperature');
diff --git a/tools/ui/src/lib/services/parameter-sync.service.ts b/tools/ui/src/lib/services/parameter-sync.service.ts
index becaa1298..0ed9ebd48 100644
--- a/tools/ui/src/lib/services/parameter-sync.service.ts
+++ b/tools/ui/src/lib/services/parameter-sync.service.ts
@@ -1,7 +1,7 @@
-import { normalizeFloatingPoint } from '$lib/utils';
 import { SETTINGS_KEYS, SYNCABLE_PARAMETERS } from '$lib/constants';
-import type { ParameterRecord, ParameterInfo, ParameterValue } from '$lib/types';
-import { SyncableParameterType, ParameterSource } from '$lib/enums';
+import { ParameterSource, SyncableParameterType } from '$lib/enums';
+import type { ParameterInfo, ParameterRecord, ParameterValue } from '$lib/types';
+import { normalizeFloatingPoint } from '$lib/utils';
 
 export class ParameterSyncService {
 	/**
@@ -42,6 +42,7 @@ export class ParameterSyncService {
 					const value = (serverParams as unknown as Record<string, ParameterValue>)[
 						param.serverKey
 					];
+
 					if (value !== undefined) {
 						// Apply precision rounding to avoid JavaScript floating-point issues
 						extracted[param.key] = this.roundFloatingPoint(value);
@@ -120,15 +121,14 @@ export class ParameterSyncService {
 	): ParameterInfo {
 		const hasPropsDefault = propsDefaults[key] !== undefined;
 		const isUserOverride = userOverrides.has(key);
-
 		// Simple logic: either using default (from props) or custom (user override)
 		const source = isUserOverride ? ParameterSource.CUSTOM : ParameterSource.DEFAULT;
 
 		return {
-			value: currentValue,
-			source,
 			serverDefault: hasPropsDefault ? propsDefaults[key] : undefined, // Keep same field name for compatibility
-			userOverride: isUserOverride ? currentValue : undefined
+			source,
+			userOverride: isUserOverride ? currentValue : undefined,
+			value: currentValue
 		};
 	}
 
@@ -160,6 +160,7 @@ export class ParameterSyncService {
 	 */
 	static validateServerParameter(key: string, value: ParameterValue): boolean {
 		const param = SYNCABLE_PARAMETERS.find((p) => p.key === key);
+
 		if (!param) return false;
 
 		switch (param.type) {
@@ -207,8 +208,8 @@ export class ParameterSyncService {
 			if (serverValue !== undefined) {
 				diff[key] = {
 					current: currentValue,
-					server: serverValue,
-					differs: currentValue !== serverValue
+					differs: currentValue !== serverValue,
+					server: serverValue
 				};
 			}
 		}
diff --git a/tools/ui/src/lib/services/props.service.ts b/tools/ui/src/lib/services/props.service.ts
index 45c3e4577..46f4915fa 100644
--- a/tools/ui/src/lib/services/props.service.ts
+++ b/tools/ui/src/lib/services/props.service.ts
@@ -20,6 +20,7 @@ export class PropsService {
 	 */
 	static async fetch(autoload = false): Promise<ApiLlamaCppServerProps> {
 		const params: Record<string, string> = {};
+
 		if (!autoload) {
 			params.autoload = 'false';
 		}
@@ -38,6 +39,7 @@ export class PropsService {
 	 */
 	static async fetchForModel(modelId: string, autoload = false): Promise<ApiLlamaCppServerProps> {
 		const params: Record<string, string> = { model: modelId };
+
 		if (!autoload) {
 			params.autoload = 'false';
 		}
diff --git a/tools/ui/src/lib/services/sandbox-harness.ts b/tools/ui/src/lib/services/sandbox-harness.ts
index 40502121f..189ff59a5 100644
--- a/tools/ui/src/lib/services/sandbox-harness.ts
+++ b/tools/ui/src/lib/services/sandbox-harness.ts
@@ -1,5 +1,5 @@
-import { NEWLINE } from '$lib/constants';
 import WORKER_SHIM from './sandbox-worker.js?raw';
+import { NEWLINE } from '$lib/constants';
 
 /**
  * CSP for the harness document, inherited by the blob worker. connect-src
diff --git a/tools/ui/src/lib/services/sandbox.service.ts b/tools/ui/src/lib/services/sandbox.service.ts
index f49a774a0..7fb66e339 100644
--- a/tools/ui/src/lib/services/sandbox.service.ts
+++ b/tools/ui/src/lib/services/sandbox.service.ts
@@ -1,3 +1,4 @@
+import { buildSandboxHarness } from './sandbox-harness';
 import {
 	NEWLINE,
 	SANDBOX_EMPTY_OUTPUT,
@@ -7,7 +8,6 @@ import {
 	SANDBOX_TOOL_NAME,
 	SANDBOX_TRUNCATION_NOTICE
 } from '$lib/constants';
-import { buildSandboxHarness } from './sandbox-harness';
 import { config } from '$lib/stores/settings.svelte';
 import type { ToolExecutionResult } from '$lib/types';
 
@@ -22,14 +22,17 @@ const harnessCache: Record<string, string> = {};
 async function getHarness(): Promise<string> {
 	const enabled = !!config().symbolicMathEnabled;
 	const key = enabled ? 'nerdamer' : 'plain';
+
 	if (!harnessCache[key]) {
 		if (enabled) {
 			const { default: nerdamerJs } = await import('virtual:nerdamer');
+
 			harnessCache[key] = buildSandboxHarness(nerdamerJs);
 		} else {
 			harnessCache[key] = buildSandboxHarness('');
 		}
 	}
+
 	return harnessCache[key];
 }
 
@@ -53,7 +56,9 @@ function formatReply(reply: SandboxReply): ToolExecutionResult {
 	}
 
 	let content = lines.join(NEWLINE);
+
 	if (!content) content = SANDBOX_EMPTY_OUTPUT;
+
 	if (content.length > SANDBOX_OUTPUT_MAX_CHARS) {
 		content = `${content.slice(0, SANDBOX_OUTPUT_MAX_CHARS)}${NEWLINE}${SANDBOX_TRUNCATION_NOTICE}`;
 	}
@@ -78,12 +83,12 @@ export class SandboxService {
 		}
 
 		const code = typeof params.code === 'string' ? params.code : '';
+
 		if (!code) {
 			return { content: 'Missing required parameter: code', isError: true };
 		}
 
 		const harness = await getHarness();
-
 		const requested = Number(params.timeout_ms);
 		const timeoutMs =
 			Number.isFinite(requested) && requested > 0
@@ -92,6 +97,7 @@ export class SandboxService {
 
 		return new Promise<ToolExecutionResult>((resolve, reject) => {
 			const iframe = document.createElement('iframe');
+
 			iframe.setAttribute('sandbox', 'allow-scripts');
 			iframe.style.display = 'none';
 			iframe.srcdoc = harness;
@@ -105,24 +111,23 @@ export class SandboxService {
 				signal?.removeEventListener('abort', onAbort);
 				iframe.remove();
 			};
-
 			const finish = (result: ToolExecutionResult) => {
 				if (settled) return;
+
 				cleanup();
 				resolve(result);
 			};
-
 			const onAbort = () => {
 				if (settled) return;
+
 				cleanup();
 				reject(new DOMException('Sandbox execution aborted', 'AbortError'));
 			};
-
 			const onMessage = (event: MessageEvent) => {
 				if (event.source !== iframe.contentWindow) return;
+
 				finish(formatReply((event.data ?? {}) as SandboxReply));
 			};
-
 			const timer = setTimeout(
 				() => finish({ content: `Execution timed out after ${timeoutMs} ms`, isError: true }),
 				timeoutMs
diff --git a/tools/ui/src/lib/services/tools.service.ts b/tools/ui/src/lib/services/tools.service.ts
index 05cc42fd5..cd6b12ceb 100644
--- a/tools/ui/src/lib/services/tools.service.ts
+++ b/tools/ui/src/lib/services/tools.service.ts
@@ -1,10 +1,10 @@
 import { base } from '$app/paths';
+import { API_TOOLS, X_TOOL_CWD_HEADER } from '$lib/constants';
+import { ToolResponseField } from '$lib/enums';
+import type { ServerBuiltinToolInfo, ToolExecutionResult } from '$lib/types';
+import { apiFetch } from '$lib/utils';
 import { getJsonHeaders } from '$lib/utils/api-headers';
 import { parseSseJsonStream, type SseJsonEvent } from '$lib/utils/sse';
-import { apiFetch } from '$lib/utils';
-import { API_TOOLS } from '$lib/constants';
-import { ToolResponseField } from '$lib/enums';
-import type { ToolExecutionResult, ServerBuiltinToolInfo } from '$lib/types';
 
 export class ToolsService {
 	/**
@@ -18,15 +18,21 @@ export class ToolsService {
 
 	/**
 	 * Execute a built-in tool on the server.
+	 *
+	 * @param cwd - Working directory for the tool call, sent as the
+	 * x-tool-cwd request header. The server resolves relative paths
+	 * against it; the model cannot override it.
 	 */
 	static async executeTool(
 		toolName: string,
 		params: Record<string, unknown>,
-		signal?: AbortSignal
+		signal?: AbortSignal,
+		cwd?: string
 	): Promise<ToolExecutionResult> {
 		const result = await apiFetch<Record<string, unknown>>(API_TOOLS.EXECUTE, {
+			body: JSON.stringify({ params, tool: toolName }),
+			headers: cwd ? { [X_TOOL_CWD_HEADER]: cwd } : undefined,
 			method: 'POST',
-			body: JSON.stringify({ tool: toolName, params }),
 			signal
 		});
 
@@ -41,6 +47,25 @@ export class ToolsService {
 		return { content: JSON.stringify(result), isError: false };
 	}
 
+	/**
+	 * Execute a built-in tool and return the raw JSON response. Unlike
+	 * executeTool, this preserves structured fields (e.g. file_glob_search's
+	 * `entries` and `base`) that the flattened ToolExecutionResult drops.
+	 */
+	static async executeToolRaw(
+		toolName: string,
+		params: Record<string, unknown>,
+		signal?: AbortSignal,
+		cwd?: string
+	): Promise<Record<string, unknown>> {
+		return apiFetch<Record<string, unknown>>(API_TOOLS.EXECUTE, {
+			body: JSON.stringify({ params, tool: toolName }),
+			headers: cwd ? { [X_TOOL_CWD_HEADER]: cwd } : undefined,
+			method: 'POST',
+			signal
+		});
+	}
+
 	/**
 	 * Stream a built-in tool's output chunks from the server. The server
 	 * `POST /tools` endpoint with `{stream: true}` emits `data: {"chunk": "..."}`
@@ -59,18 +84,23 @@ export class ToolsService {
 	static async *streamTool(
 		toolName: string,
 		params: Record<string, unknown>,
-		signal?: AbortSignal
+		signal?: AbortSignal,
+		cwd?: string
 	): AsyncGenerator<ToolStreamEvent> {
 		const headers = getJsonHeaders();
+
+		if (cwd) headers[X_TOOL_CWD_HEADER] = cwd;
+
 		const response = await fetch(`${base}${API_TOOLS.EXECUTE}`, {
-			method: 'POST',
+			body: JSON.stringify({ params, stream: true, tool: toolName }),
 			headers,
-			body: JSON.stringify({ tool: toolName, params, stream: true }),
+			method: 'POST',
 			signal
 		});
 
 		if (!response.ok || !response.body) {
 			const detail = await formatNonOkResponse(response);
+
 			throw new Error(detail);
 		}
 
@@ -78,14 +108,18 @@ export class ToolsService {
 
 		while (true) {
 			const next: IteratorResult<SseJsonEvent<ToolServerEvent>> = await iterator.next();
+
 			if (next.done) return;
+
 			const event = next.value.data;
 
 			if (event.chunk !== undefined) {
 				yield { chunk: event.chunk, done: false };
 			}
+
 			if (event.done) {
 				yield { chunk: null, done: true, error: event.error };
+
 				return;
 			}
 		}
@@ -113,18 +147,23 @@ interface ToolServerEvent {
 
 async function formatNonOkResponse(response: Response): Promise<string> {
 	const status = `${response.status} ${response.statusText}`.trim();
+
 	try {
 		const errBody = (await response.clone().json()) as { error?: string; message?: string };
+
 		if (errBody?.error) return `${status}: ${errBody.error}`;
+
 		if (errBody?.message) return `${status}: ${errBody.message}`;
 	} catch (error) {
 		console.error('[tools] Non-JSON error response, falling back to raw text:', error);
 		try {
 			const text = await response.text();
+
 			if (text.trim()) return `${status}: ${text.trim()}`;
 		} catch (error) {
 			console.error('[tools] Failed to read error response as text:', error);
 		}
 	}
+
 	return status || `HTTP ${response.status}`;
 }
diff --git a/tools/ui/src/lib/stores/agentic.svelte.ts b/tools/ui/src/lib/stores/agentic.svelte.ts
index 3eef745ef..080ed7c89 100644
--- a/tools/ui/src/lib/stores/agentic.svelte.ts
+++ b/tools/ui/src/lib/stores/agentic.svelte.ts
@@ -20,24 +20,14 @@
  * @see mcpStore in stores/mcp.svelte.ts for MCP operations
  */
 
-import { ChatService } from '$lib/services';
-import { config } from '$lib/stores/settings.svelte';
-import { mcpStore } from '$lib/stores/mcp.svelte';
-import { modelsStore } from '$lib/stores/models.svelte';
-import { toolsStore } from '$lib/stores/tools.svelte';
-import { permissionsStore } from '$lib/stores/permissions.svelte';
-import { BuiltInTool, ToolSource, ToolPermissionDecision } from '$lib/enums';
-import { SvelteMap } from 'svelte/reactivity';
-import { ToolsService } from '$lib/services/tools.service';
-import { SandboxService } from '$lib/services/sandbox.service';
-import { isAbortError } from '$lib/utils';
 import { DEFAULT_AGENTIC_CONFIG, NEWLINE } from '$lib/constants';
 import {
-	IMAGE_MIME_TO_EXTENSION,
 	DATA_URI_BASE64_REGEX,
-	MCP_ATTACHMENT_NAME_PREFIX,
-	DEFAULT_IMAGE_EXTENSION
+	DEFAULT_IMAGE_EXTENSION,
+	IMAGE_MIME_TO_EXTENSION,
+	MCP_ATTACHMENT_NAME_PREFIX
 } from '$lib/constants';
+import { BuiltInTool, ToolPermissionDecision, ToolSource } from '$lib/enums';
 import {
 	AttachmentType,
 	ContentPartType,
@@ -45,49 +35,60 @@ import {
 	MimeTypePrefix,
 	ToolCallType
 } from '$lib/enums';
+import { ChatService } from '$lib/services';
+import { SandboxService } from '$lib/services/sandbox.service';
+import { ToolsService } from '$lib/services/tools.service';
+import { conversationsStore } from '$lib/stores/conversations.svelte';
+import { mcpStore } from '$lib/stores/mcp.svelte';
+import { modelsStore } from '$lib/stores/models.svelte';
+import { permissionsStore } from '$lib/stores/permissions.svelte';
+import { config } from '$lib/stores/settings.svelte';
+import { toolsStore } from '$lib/stores/tools.svelte';
 import type {
+	AgenticConfig,
 	AgenticFlowParams,
 	AgenticFlowResult,
 	AgenticSession,
-	AgenticConfig,
-	SettingsConfigType,
 	McpServerOverride,
-	MCPToolCall
+	MCPToolCall,
+	SettingsConfigType
 } from '$lib/types';
 import type {
-	AgenticMessage,
-	AgenticToolCallList,
 	AgenticFlowCallbacks,
 	AgenticFlowOptions,
+	AgenticMessage,
+	AgenticToolCallList,
 	SteeringMessage
 } from '$lib/types/agentic';
 import type {
 	ApiChatCompletionToolCall,
-	ApiChatMessageData,
-	ApiChatMessageContentPart
+	ApiChatMessageContentPart,
+	ApiChatMessageData
 } from '$lib/types/api';
 import type {
+	ChatMessageAgenticTimings,
+	ChatMessageAgenticTurnStats,
 	ChatMessagePromptProgress,
 	ChatMessageTimings,
-	ChatMessageAgenticTimings,
-	ChatMessageToolCallTiming,
-	ChatMessageAgenticTurnStats
+	ChatMessageToolCallTiming
 } from '$lib/types/chat';
 import type {
 	DatabaseMessage,
 	DatabaseMessageExtra,
 	DatabaseMessageExtraImageFile
 } from '$lib/types/database';
+import { isAbortError } from '$lib/utils';
+import { SvelteMap } from 'svelte/reactivity';
 
 function createDefaultSession(): AgenticSession {
 	return {
-		isRunning: false,
 		currentTurn: 0,
-		totalToolCalls: 0,
+		executingToolCallId: null,
+		isRunning: false,
 		lastError: null,
-		streamingToolCall: null,
 		pendingPermissionRequest: null,
-		executingToolCallId: null
+		streamingToolCall: null,
+		totalToolCalls: 0
 	};
 }
 
@@ -99,36 +100,39 @@ function toAgenticMessages(messages: ApiChatMessageData[]): AgenticMessage[] {
 			message.tool_calls.length > 0
 		) {
 			return {
-				role: MessageRole.ASSISTANT,
 				content: message.content,
 				reasoning_content: message.reasoning_content,
+				role: MessageRole.ASSISTANT,
 				tool_calls: message.tool_calls.map((call, index) => ({
-					id: call.id ?? `call_${index}`,
-					type: (call.type as ToolCallType.FUNCTION) ?? ToolCallType.FUNCTION,
 					function: {
-						name: call.function?.name ?? '',
-						arguments: call.function?.arguments ?? ''
-					}
+						arguments: call.function?.arguments ?? '',
+						name: call.function?.name ?? ''
+					},
+					id: call.id ?? `call_${index}`,
+					type: (call.type as ToolCallType.FUNCTION) ?? ToolCallType.FUNCTION
 				}))
 			} satisfies AgenticMessage;
 		}
+
 		if (message.role === MessageRole.ASSISTANT) {
 			return {
-				role: MessageRole.ASSISTANT,
 				content: message.content,
-				reasoning_content: message.reasoning_content
+				reasoning_content: message.reasoning_content,
+				role: MessageRole.ASSISTANT
 			} satisfies AgenticMessage;
 		}
+
 		if (message.role === MessageRole.TOOL && message.tool_call_id) {
 			return {
+				content: typeof message.content === 'string' ? message.content : '',
 				role: MessageRole.TOOL,
-				tool_call_id: message.tool_call_id,
-				content: typeof message.content === 'string' ? message.content : ''
+				tool_call_id: message.tool_call_id
 			} satisfies AgenticMessage;
 		}
+
 		return {
-			role: message.role as MessageRole.SYSTEM | MessageRole.USER,
-			content: message.content
+			content: message.content,
+			role: message.role as MessageRole.SYSTEM | MessageRole.USER
 		} satisfies AgenticMessage;
 	});
 }
@@ -158,20 +162,24 @@ class AgenticStore {
 		for (const session of this._sessions.values()) {
 			if (session.isRunning) return true;
 		}
+
 		return false;
 	}
 
 	getSession(conversationId: string): AgenticSession {
 		let session = this._sessions.get(conversationId);
+
 		if (!session) {
 			session = createDefaultSession();
 			this._sessions.set(conversationId, session);
 		}
+
 		return session;
 	}
 
 	private updateSession(conversationId: string, update: Partial<AgenticSession>): void {
 		const session = this.getSession(conversationId);
+
 		this._sessions.set(conversationId, { ...session, ...update });
 	}
 
@@ -181,9 +189,11 @@ class AgenticStore {
 
 	getActiveSessions(): Array<{ conversationId: string; session: AgenticSession }> {
 		const active: Array<{ conversationId: string; session: AgenticSession }> = [];
+
 		for (const [conversationId, session] of this._sessions.entries()) {
 			if (session.isRunning) active.push({ conversationId, session });
 		}
+
 		return active;
 	}
 
@@ -223,6 +233,7 @@ class AgenticStore {
 
 	resolveContinue(conversationId: string, shouldContinue: boolean): void {
 		const resolver = this._continueResolvers.get(conversationId);
+
 		if (resolver) {
 			this._continueResolvers.delete(conversationId);
 			resolver(shouldContinue);
@@ -231,6 +242,7 @@ class AgenticStore {
 
 	resolvePermission(conversationId: string, decision: ToolPermissionDecision): void {
 		const resolver = this._permissionResolvers.get(conversationId);
+
 		if (resolver) {
 			this._permissionResolvers.delete(conversationId);
 			resolver(decision);
@@ -278,8 +290,11 @@ class AgenticStore {
 	 */
 	consumePendingSteeringMessage(conversationId: string): SteeringMessage | null {
 		const msg = this._steeringMessages.get(conversationId);
+
 		if (!msg) return null;
+
 		this._steeringMessages.delete(conversationId);
+
 		return msg;
 	}
 
@@ -290,6 +305,7 @@ class AgenticStore {
 			toolsStore.builtinTools.length > 0 ||
 			toolsStore.frontendTools.length > 0 ||
 			toolsStore.customTools.length > 0;
+
 		return {
 			enabled: hasTools && DEFAULT_AGENTIC_CONFIG.enabled,
 			maxTurns
@@ -298,8 +314,11 @@ class AgenticStore {
 
 	private parseToolArguments(args: string | Record<string, unknown>): Record<string, unknown> {
 		if (typeof args === 'object') return args;
+
 		const trimmed = args.trim();
+
 		if (trimmed === '') return {};
+
 		return JSON.parse(trimmed) as Record<string, unknown>;
 	}
 
@@ -310,21 +329,24 @@ class AgenticStore {
 		signal?: AbortSignal
 	): Promise<ToolPermissionDecision> {
 		const permissionKey = toolsStore.getPermissionKey(toolName);
+
 		if (permissionKey && permissionsStore.hasTool(permissionKey)) {
 			return ToolPermissionDecision.ONCE;
 		}
 
-		this._pendingPermissions.set(conversationId, { toolName, serverLabel });
+		this._pendingPermissions.set(conversationId, { serverLabel, toolName });
 
 		return new Promise<ToolPermissionDecision>((resolve) => {
 			if (signal?.aborted) {
 				this._pendingPermissions.set(conversationId, null);
 				resolve(ToolPermissionDecision.DENY);
+
 				return;
 			}
 
 			this._permissionResolvers.set(conversationId, (decision) => {
 				this._pendingPermissions.set(conversationId, null);
+
 				if (decision === ToolPermissionDecision.ALWAYS && permissionKey) {
 					permissionsStore.allowTool(permissionKey);
 				} else if (decision === ToolPermissionDecision.ALWAYS_SERVER) {
@@ -336,8 +358,10 @@ class AgenticStore {
 						)
 						.map((t) => toolsStore.getPermissionKey(t.definition.function.name)!)
 						.filter((k): k is string => k !== null);
+
 					permissionsStore.allowTools(serverToolKeys);
 				}
+
 				resolve(decision);
 			});
 
@@ -345,6 +369,7 @@ class AgenticStore {
 				'abort',
 				() => {
 					const resolver = this._permissionResolvers.get(conversationId);
+
 					if (resolver) {
 						this._permissionResolvers.delete(conversationId);
 						this._pendingPermissions.set(conversationId, null);
@@ -363,6 +388,7 @@ class AgenticStore {
 			if (signal?.aborted) {
 				this._pendingContinueRequests.set(conversationId, false);
 				resolve(false);
+
 				return;
 			}
 
@@ -375,6 +401,7 @@ class AgenticStore {
 				'abort',
 				() => {
 					const resolver = this._continueResolvers.get(conversationId);
+
 					if (resolver) {
 						this._continueResolvers.delete(conversationId);
 						this._pendingContinueRequests.set(conversationId, false);
@@ -387,7 +414,7 @@ class AgenticStore {
 	}
 
 	async runAgenticFlow(params: AgenticFlowParams): Promise<AgenticFlowResult> {
-		const { conversationId, messages, options = {}, callbacks, signal, perChatOverrides } = params;
+		const { callbacks, conversationId, messages, options = {}, perChatOverrides, signal } = params;
 
 		// Clear any pending permissions/continue requests for this conversation when starting a new flow
 		this._pendingPermissions.set(conversationId, null);
@@ -402,9 +429,11 @@ class AgenticStore {
 		}
 
 		const agenticConfig = this.getConfig(config(), perChatOverrides);
+
 		if (!agenticConfig.enabled) return { handled: false };
 
 		const hasMcpServers = mcpStore.hasEnabledServers(perChatOverrides);
+
 		if (hasMcpServers) {
 			const initialized = await mcpStore.ensureInitialized(perChatOverrides);
 
@@ -414,6 +443,7 @@ class AgenticStore {
 		}
 
 		const tools = toolsStore.getEnabledToolsForLLM();
+
 		if (tools.length === 0) {
 			return { handled: false };
 		}
@@ -427,42 +457,48 @@ class AgenticStore {
 						return ChatService.convertDbMessageToApiChatMessageData(
 							msg as DatabaseMessage & { extra?: DatabaseMessageExtra[] }
 						);
+
 					return msg as ApiChatMessageData;
 				})
 			)
 		).filter((msg: { role: ChatRole; content: string | ApiChatMessageContentPart[] }) => {
 			if (msg.role === MessageRole.SYSTEM) {
 				const content = typeof msg.content === 'string' ? msg.content : '';
+
 				return content.trim().length > 0;
 			}
+
 			return true;
 		});
 
 		this.updateSession(conversationId, {
-			isRunning: true,
 			currentTurn: 0,
-			totalToolCalls: 0,
-			lastError: null
+			isRunning: true,
+			lastError: null,
+			totalToolCalls: 0
 		});
 
 		if (hasMcpServers) mcpStore.acquireConnection();
 
 		try {
 			await this.executeAgenticLoop({
+				agenticConfig,
+				callbacks,
 				conversationId,
 				messages: normalizedMessages,
 				options,
-				tools,
-				agenticConfig,
-				callbacks,
-				signal
+				signal,
+				tools
 			});
+
 			return { handled: true };
 		} catch (error) {
 			const normalizedError = error instanceof Error ? error : new Error(String(error));
+
 			this.updateSession(conversationId, { lastError: normalizedError });
 			callbacks.onError?.(normalizedError);
-			return { handled: true, error: normalizedError };
+
+			return { error: normalizedError, handled: true };
 		} finally {
 			this.updateSession(conversationId, { isRunning: false });
 
@@ -485,40 +521,40 @@ class AgenticStore {
 		callbacks: AgenticFlowCallbacks;
 		signal?: AbortSignal;
 	}): Promise<void> {
-		const { conversationId, messages, options, tools, agenticConfig, callbacks, signal } = params;
+		const { agenticConfig, callbacks, conversationId, messages, options, signal, tools } = params;
 		const {
-			onChunk,
-			onReasoningChunk,
-			onToolCallsStreaming,
+			createAssistantMessage,
+			createToolResultMessage,
+			onAssistantTurnComplete,
 			onAttachments,
-			onModel,
+			onChunk,
 			onCompletionId,
-			onAssistantTurnComplete,
-			createToolResultMessage,
-			updateToolResultMessage,
-			createAssistantMessage,
 			onFlowComplete,
+			onModel,
+			onReasoningChunk,
 			onTimings,
-			onTurnComplete
+			onToolCallsStreaming,
+			onTurnComplete,
+			updateToolResultMessage
 		} = callbacks;
-
 		const sessionMessages: AgenticMessage[] = toAgenticMessages(messages);
+
 		let capturedTimings: ChatMessageTimings | undefined;
 		let totalToolCallCount = 0;
 
 		const agenticTimings: ChatMessageAgenticTimings = {
-			turns: 0,
+			llm: { predicted_ms: 0, predicted_n: 0, prompt_ms: 0, prompt_n: 0 },
+			perTurn: [],
+			toolCalls: [],
 			toolCallsCount: 0,
 			toolsMs: 0,
-			toolCalls: [],
-			perTurn: [],
-			llm: { predicted_n: 0, predicted_ms: 0, prompt_n: 0, prompt_ms: 0 }
+			turns: 0
 		};
 		const maxTurns = agenticConfig.maxTurns;
-
 		const effectiveModel = options.model || modelsStore.models[0]?.model || '';
 
 		let turn = 0;
+
 		while (true) {
 			if (turn >= maxTurns) {
 				// Turn limit reached - ask user whether to continue
@@ -529,6 +565,7 @@ class AgenticStore {
 
 				if (!shouldContinue || signal?.aborted) {
 					onFlowComplete?.(this.buildFinalTimings(capturedTimings, agenticTimings));
+
 					return;
 				}
 
@@ -541,6 +578,7 @@ class AgenticStore {
 
 			if (signal?.aborted) {
 				onFlowComplete?.(this.buildFinalTimings(capturedTimings, agenticTimings));
+
 				return;
 			}
 
@@ -557,10 +595,10 @@ class AgenticStore {
 			let turnTimings: ChatMessageTimings | undefined;
 
 			const turnStats: ChatMessageAgenticTurnStats = {
-				turn: turn + 1,
-				llm: { predicted_n: 0, predicted_ms: 0, prompt_n: 0, prompt_ms: 0 },
+				llm: { predicted_ms: 0, predicted_n: 0, prompt_ms: 0, prompt_n: 0 },
 				toolCalls: [],
-				toolsMs: 0
+				toolsMs: 0,
+				turn: turn + 1
 			};
 
 			try {
@@ -568,16 +606,30 @@ class AgenticStore {
 					sessionMessages as ApiChatMessageData[],
 					{
 						...options,
-						stream: true,
-						tools: tools.length > 0 ? tools : undefined,
 						onChunk: (chunk: string) => {
 							turnContent += chunk;
 							onChunk?.(chunk);
 						},
+						onComplete: () => {
+							/* Completion handled after sendMessage resolves */
+						},
+						onCompletionId,
+						onError: (error: Error) => {
+							throw error;
+						},
+						onModel,
 						onReasoningChunk: (chunk: string) => {
 							turnReasoningContent += chunk;
 							onReasoningChunk?.(chunk);
 						},
+						onTimings: (timings?: ChatMessageTimings, progress?: ChatMessagePromptProgress) => {
+							onTimings?.(timings, progress);
+
+							if (timings) {
+								capturedTimings = timings;
+								turnTimings = timings;
+							}
+						},
 						onToolCallChunk: (serialized: string) => {
 							try {
 								turnToolCalls = JSON.parse(serialized) as ApiChatCompletionToolCall[];
@@ -588,6 +640,7 @@ class AgenticStore {
 									const name = turnToolCalls[0].function.name || '';
 									const args = turnToolCalls[0].function.arguments || '';
 									const argsLengthBucket = Math.floor(args.length / 100);
+
 									if (
 										name !== lastStreamingToolCallName ||
 										argsLengthBucket !== lastStreamingToolCallArgsLength
@@ -595,7 +648,7 @@ class AgenticStore {
 										lastStreamingToolCallName = name;
 										lastStreamingToolCallArgsLength = argsLengthBucket;
 										this.updateSession(conversationId, {
-											streamingToolCall: { name, arguments: args }
+											streamingToolCall: { arguments: args, name }
 										});
 									}
 								}
@@ -603,21 +656,8 @@ class AgenticStore {
 								/* Ignore parse errors during streaming */
 							}
 						},
-						onModel,
-						onCompletionId,
-						onTimings: (timings?: ChatMessageTimings, progress?: ChatMessagePromptProgress) => {
-							onTimings?.(timings, progress);
-							if (timings) {
-								capturedTimings = timings;
-								turnTimings = timings;
-							}
-						},
-						onComplete: () => {
-							/* Completion handled after sendMessage resolves */
-						},
-						onError: (error: Error) => {
-							throw error;
-						}
+						stream: true,
+						tools: tools.length > 0 ? tools : undefined
 					},
 					conversationId,
 					signal
@@ -645,9 +685,12 @@ class AgenticStore {
 						undefined
 					);
 					onFlowComplete?.(this.buildFinalTimings(capturedTimings, agenticTimings));
+
 					return;
 				}
+
 				const normalizedError = error instanceof Error ? error : new Error('LLM stream error');
+
 				// preserve partial output as is, the outer error dialog informs the user separately
 				await onAssistantTurnComplete?.(
 					turnContent,
@@ -656,6 +699,7 @@ class AgenticStore {
 					undefined
 				);
 				onFlowComplete?.(this.buildFinalTimings(capturedTimings, agenticTimings));
+
 				throw normalizedError;
 			}
 
@@ -671,6 +715,7 @@ class AgenticStore {
 					undefined
 				);
 				onFlowComplete?.(this.buildFinalTimings(capturedTimings, agenticTimings));
+
 				return;
 			}
 
@@ -685,6 +730,7 @@ class AgenticStore {
 					turnToolCalls.length > 0 ? this.normalizeToolCalls(turnToolCalls) : undefined
 				);
 				onFlowComplete?.(this.buildFinalTimings(capturedTimings, agenticTimings));
+
 				return;
 			}
 
@@ -710,6 +756,7 @@ class AgenticStore {
 
 			// Normalize and save assistant turn with tool calls
 			const normalizedCalls = this.normalizeToolCalls(turnToolCalls);
+
 			if (normalizedCalls.length === 0) {
 				await onAssistantTurnComplete?.(
 					turnContent,
@@ -718,6 +765,7 @@ class AgenticStore {
 					undefined
 				);
 				onFlowComplete?.(this.buildFinalTimings(capturedTimings, agenticTimings));
+
 				return;
 			}
 
@@ -734,9 +782,9 @@ class AgenticStore {
 
 			// Add assistant message to session history
 			sessionMessages.push({
-				role: MessageRole.ASSISTANT,
 				content: turnContent || undefined,
 				reasoning_content: turnReasoningContent || undefined,
+				role: MessageRole.ASSISTANT,
 				tool_calls: normalizedCalls
 			});
 
@@ -746,6 +794,7 @@ class AgenticStore {
 
 				if (signal?.aborted) {
 					onFlowComplete?.(this.buildFinalTimings(capturedTimings, agenticTimings));
+
 					return;
 				}
 
@@ -757,21 +806,23 @@ class AgenticStore {
 					for (let j = i; j < normalizedCalls.length; j++) {
 						const remainingCall = normalizedCalls[j];
 						const interruptedContent = 'Tool execution was interrupted by a new user message.';
+
 						if (createToolResultMessage) {
 							await createToolResultMessage(remainingCall.id, interruptedContent);
 						}
+
 						sessionMessages.push({
+							content: interruptedContent,
 							role: MessageRole.TOOL,
-							tool_call_id: remainingCall.id,
-							content: interruptedContent
+							tool_call_id: remainingCall.id
 						});
 					}
+
 					break;
 				}
 
 				const toolName = toolCall.function.name;
 				const serverLabel = toolsStore.getToolServerLabel(toolName);
-
 				// Ask for permission before executing the tool
 				const permission = await this.requestPermission(
 					conversationId,
@@ -785,6 +836,7 @@ class AgenticStore {
 
 				if (signal?.aborted) {
 					onFlowComplete?.(this.buildFinalTimings(capturedTimings, agenticTimings));
+
 					return;
 				}
 
@@ -812,15 +864,19 @@ class AgenticStore {
 							updateToolResultMessage
 						) {
 							const args = this.parseToolArguments(toolCall.function.arguments);
-							const msg = await createToolResultMessage(toolCall.id, '');
+							const cwd = conversationsStore.activeConversation?.cwd;
+							const msg = await createToolResultMessage(toolCall.id, '', undefined, cwd);
+
 							createdToolResultMessageId = msg.id;
 
 							let accumulated = '';
-							for await (const ev of ToolsService.streamTool(toolName, args, signal)) {
+
+							for await (const ev of ToolsService.streamTool(toolName, args, signal, cwd)) {
 								if (ev.chunk !== null) {
 									accumulated += ev.chunk;
 									await updateToolResultMessage(msg.id, accumulated);
 								}
+
 								if (ev.done) {
 									if (ev.error) {
 										accumulated = accumulated
@@ -829,13 +885,15 @@ class AgenticStore {
 										await updateToolResultMessage(msg.id, accumulated);
 										toolSuccess = false;
 									}
+
 									break;
 								}
 							}
 							result = accumulated;
 						} else if (toolSource === ToolSource.BUILTIN) {
 							const args = this.parseToolArguments(toolCall.function.arguments);
-							const executionResult = await ToolsService.executeTool(toolName, args, signal);
+							const cwd = conversationsStore.activeConversation?.cwd;
+							const executionResult = await ToolsService.executeTool(toolName, args, signal, cwd);
 
 							result = executionResult.content;
 
@@ -849,8 +907,8 @@ class AgenticStore {
 							if (executionResult.isError) toolSuccess = false;
 						} else {
 							const mcpCall: MCPToolCall = {
-								id: toolCall.id,
-								function: { name: toolName, arguments: toolCall.function.arguments }
+								function: { arguments: toolCall.function.arguments, name: toolName },
+								id: toolCall.id
 							};
 							const executionResult = await mcpStore.executeTool(mcpCall, signal);
 
@@ -860,14 +918,17 @@ class AgenticStore {
 						if (isAbortError(error)) {
 							this.updateSession(conversationId, { executingToolCallId: null });
 							onFlowComplete?.(this.buildFinalTimings(capturedTimings, agenticTimings));
+
 							return;
 						}
+
 						// Carry the partial stream contents already mirrored to the UI -
 						// they show up as live output even if the stream broke off mid-run.
 						result = result
 							? `${result}\nError: ${error instanceof Error ? error.message : String(error)}`
 							: `Error: ${error instanceof Error ? error.message : String(error)}`;
 						toolSuccess = false;
+
 						if (createdToolResultMessageId && updateToolResultMessage) {
 							await updateToolResultMessage(createdToolResultMessageId, result);
 						}
@@ -878,8 +939,8 @@ class AgenticStore {
 
 				const toolDurationMs = performance.now() - toolStartTime;
 				const toolTiming: ChatMessageToolCallTiming = {
-					name: toolCall.function.name,
 					duration_ms: Math.round(toolDurationMs),
+					name: toolCall.function.name,
 					success: toolSuccess
 				};
 
@@ -891,10 +952,11 @@ class AgenticStore {
 
 				if (signal?.aborted) {
 					onFlowComplete?.(this.buildFinalTimings(capturedTimings, agenticTimings));
+
 					return;
 				}
 
-				const { cleanedResult, attachments } = this.extractBase64Attachments(result);
+				const { attachments, cleanedResult } = this.extractBase64Attachments(result);
 
 				// For streaming tools the result message was created empty
 				// at the start of execution and updated in place as chunks
@@ -903,8 +965,10 @@ class AgenticStore {
 				// the final accumulator (rare, since chunks usually don't
 				// carry image data URIs) and emit the attachments callback.
 				let toolResultMessage: DatabaseMessage | undefined;
+
 				if (createdToolResultMessageId) {
 					toolResultMessage = { id: createdToolResultMessageId } as DatabaseMessage;
+
 					if (attachments.length > 0 && updateToolResultMessage) {
 						await updateToolResultMessage(createdToolResultMessageId, cleanedResult, attachments);
 					}
@@ -922,16 +986,17 @@ class AgenticStore {
 
 				// Build content parts for session history (including images for vision models)
 				const contentParts: ApiChatMessageContentPart[] = [
-					{ type: ContentPartType.TEXT, text: cleanedResult }
+					{ text: cleanedResult, type: ContentPartType.TEXT }
 				];
+
 				for (const attachment of attachments) {
 					if (attachment.type === AttachmentType.IMAGE) {
 						if (modelsStore.modelSupportsVision(effectiveModel)) {
 							contentParts.push({
-								type: ContentPartType.IMAGE_URL,
 								image_url: {
 									url: (attachment as DatabaseMessageExtraImageFile).base64Url
-								}
+								},
+								type: ContentPartType.IMAGE_URL
 							});
 						} else {
 							console.info(
@@ -942,9 +1007,9 @@ class AgenticStore {
 				}
 
 				sessionMessages.push({
+					content: contentParts.length === 1 ? cleanedResult : contentParts,
 					role: MessageRole.TOOL,
-					tool_call_id: toolCall.id,
-					content: contentParts.length === 1 ? cleanedResult : contentParts
+					tool_call_id: toolCall.id
 				});
 			}
 
@@ -952,6 +1017,7 @@ class AgenticStore {
 				agenticTimings.perTurn!.push(turnStats);
 
 				const intermediateTimings = this.buildFinalTimings(capturedTimings, agenticTimings);
+
 				if (intermediateTimings) onTurnComplete?.(intermediateTimings);
 			}
 
@@ -961,6 +1027,7 @@ class AgenticStore {
 					'[AgenticStore] Steering message detected after tool execution, exiting agentic flow'
 				);
 				onFlowComplete?.(this.buildFinalTimings(capturedTimings, agenticTimings));
+
 				return;
 			}
 
@@ -973,25 +1040,27 @@ class AgenticStore {
 		agenticTimings: ChatMessageAgenticTimings
 	): ChatMessageTimings | undefined {
 		if (agenticTimings.toolCallsCount === 0) return capturedTimings;
+
 		return {
-			predicted_n: capturedTimings?.predicted_n,
+			agentic: agenticTimings,
+			cache_n: capturedTimings?.cache_n,
 			predicted_ms: capturedTimings?.predicted_ms,
-			prompt_n: capturedTimings?.prompt_n,
+			predicted_n: capturedTimings?.predicted_n,
 			prompt_ms: capturedTimings?.prompt_ms,
-			cache_n: capturedTimings?.cache_n,
-			agentic: agenticTimings
+			prompt_n: capturedTimings?.prompt_n
 		};
 	}
 
 	private normalizeToolCalls(toolCalls: ApiChatCompletionToolCall[]): AgenticToolCallList {
 		if (!toolCalls) return [];
+
 		return toolCalls.map((call, index) => ({
-			id: call?.id ?? `tool_${index}`,
-			type: (call?.type as ToolCallType.FUNCTION) ?? ToolCallType.FUNCTION,
 			function: {
-				name: call?.function?.name ?? '',
-				arguments: call?.function?.arguments ?? ''
-			}
+				arguments: call?.function?.arguments ?? '',
+				name: call?.function?.name ?? ''
+			},
+			id: call?.id ?? `tool_${index}`,
+			type: (call?.type as ToolCallType.FUNCTION) ?? ToolCallType.FUNCTION
 		}));
 	}
 
@@ -1000,17 +1069,18 @@ class AgenticStore {
 		attachments: DatabaseMessageExtra[];
 	} {
 		if (!result.trim()) {
-			return { cleanedResult: result, attachments: [] };
+			return { attachments: [], cleanedResult: result };
 		}
 
 		const lines = result.split(NEWLINE);
 		const attachments: DatabaseMessageExtra[] = [];
+
 		let attachmentIndex = 0;
 
 		const cleanedLines = lines.map((line) => {
 			const trimmedLine = line.trim();
-
 			const match = trimmedLine.match(DATA_URI_BASE64_REGEX);
+
 			if (!match) {
 				return line;
 			}
@@ -1026,7 +1096,7 @@ class AgenticStore {
 			const name = this.buildAttachmentName(mimeType, attachmentIndex);
 
 			if (mimeType.startsWith(MimeTypePrefix.IMAGE)) {
-				attachments.push({ type: AttachmentType.IMAGE, name, base64Url: trimmedLine });
+				attachments.push({ base64Url: trimmedLine, name, type: AttachmentType.IMAGE });
 
 				return `[Attachment saved: ${name}]`;
 			}
@@ -1034,7 +1104,7 @@ class AgenticStore {
 			return line;
 		});
 
-		return { cleanedResult: cleanedLines.join(NEWLINE), attachments };
+		return { attachments, cleanedResult: cleanedLines.join(NEWLINE) };
 	}
 
 	private buildAttachmentName(mimeType: string, index: number): string {
diff --git a/tools/ui/src/lib/stores/build-info.svelte.ts b/tools/ui/src/lib/stores/build-info.svelte.ts
index a137be236..d80de730d 100644
--- a/tools/ui/src/lib/stores/build-info.svelte.ts
+++ b/tools/ui/src/lib/stores/build-info.svelte.ts
@@ -19,13 +19,16 @@ async function loadBuild() {
 
 	if (import.meta.env.DEV) {
 		build = 'dev';
+
 		return;
 	}
 
 	try {
 		const res = await fetch(`${base}/build.json`, { cache: 'no-store' });
+
 		if (res.ok) {
 			const data = await res.json();
+
 			build = data.version ?? '';
 		}
 	} catch {
diff --git a/tools/ui/src/lib/stores/chat.svelte.ts b/tools/ui/src/lib/stores/chat.svelte.ts
index 935ed8e16..edbb8e621 100644
--- a/tools/ui/src/lib/stores/chat.svelte.ts
+++ b/tools/ui/src/lib/stores/chat.svelte.ts
@@ -11,46 +11,36 @@
  * @see ChatService in services/chat.service.ts for API operations
  */
 
-import { SvelteMap, SvelteSet } from 'svelte/reactivity';
-import { DatabaseService } from '$lib/services/database.service';
-import { ChatService } from '$lib/services/chat.service';
-import { STREAM_RESUME_RETRY_MS } from '$lib/constants/api-endpoints';
-import { streamIdentity } from '$lib/utils/stream-identity';
-import { getAuthHeaders } from '$lib/utils/api-headers';
 import { CONTENT_TYPE_HEADER } from '$lib/constants';
+import {
+	INACTIVE_CONVERSATION_STATE_MAX_AGE_MS,
+	MAX_INACTIVE_CONVERSATION_STATES,
+	SYSTEM_MESSAGE_PLACEHOLDER,
+	TITLE_GENERATION
+} from '$lib/constants';
+import { STREAM_RESUME_RETRY_MS } from '$lib/constants/api-endpoints';
 import { MimeTypeApplication } from '$lib/enums';
-import { conversationsStore } from '$lib/stores/conversations.svelte';
-import { config } from '$lib/stores/settings.svelte';
+import {
+	ContinueIntentKind,
+	ErrorDialogType,
+	MessageRole,
+	MessageType,
+	ReasoningEffort,
+	StreamConnectionState
+} from '$lib/enums';
+import { ChatService } from '$lib/services/chat.service';
+import { DatabaseService } from '$lib/services/database.service';
 import { agenticStore } from '$lib/stores/agentic.svelte';
+import { conversationsStore } from '$lib/stores/conversations.svelte';
 import { mcpStore } from '$lib/stores/mcp.svelte';
-import { contextSize, isRouterMode } from '$lib/stores/server.svelte';
 import {
-	selectedModelName,
 	modelsStore,
-	selectedModelContextSize
+	selectedModelContextSize,
+	selectedModelName
 } from '$lib/stores/models.svelte';
-import {
-	normalizeModelName,
-	filterByLeafNodeId,
-	findDescendantMessages,
-	findLeafNode,
-	findMessageById,
-	isAbortError,
-	generateConversationTitle
-} from '$lib/utils';
-import { classifyContinueIntent } from '$lib/utils/agentic';
-import {
-	MAX_INACTIVE_CONVERSATION_STATES,
-	INACTIVE_CONVERSATION_STATE_MAX_AGE_MS,
-	SYSTEM_MESSAGE_PLACEHOLDER,
-	TITLE_GENERATION
-} from '$lib/constants';
-import type {
-	ChatMessageTimings,
-	ChatMessagePromptProgress,
-	ChatStreamCallbacks,
-	ErrorDialogState
-} from '$lib/types/chat';
+import { contextSize, isRouterMode } from '$lib/stores/server.svelte';
+import { config } from '$lib/stores/settings.svelte';
+import { toolsStore } from '$lib/stores/tools.svelte';
 import type {
 	ApiChatMessageData,
 	ApiProcessingState,
@@ -58,14 +48,27 @@ import type {
 	DatabaseMessage,
 	DatabaseMessageExtra
 } from '$lib/types';
+import type {
+	ChatMessagePromptProgress,
+	ChatMessageTimings,
+	ChatStreamCallbacks,
+	ErrorDialogState
+} from '$lib/types/chat';
 import {
-	ContinueIntentKind,
-	ErrorDialogType,
-	MessageRole,
-	MessageType,
-	ReasoningEffort,
-	StreamConnectionState
-} from '$lib/enums';
+	CWD_CLEARED_TEXT,
+	filterByLeafNodeId,
+	findDescendantMessages,
+	findLeafNode,
+	findMessageById,
+	formatCwdMessage,
+	generateConversationTitle,
+	isAbortError,
+	normalizeModelName
+} from '$lib/utils';
+import { classifyContinueIntent } from '$lib/utils/agentic';
+import { getAuthHeaders } from '$lib/utils/api-headers';
+import { streamIdentity } from '$lib/utils/stream-identity';
+import { SvelteMap, SvelteSet } from 'svelte/reactivity';
 
 interface ConversationStateEntry {
 	lastAccessed: number;
@@ -125,12 +128,16 @@ class ChatStore {
 
 	private setChatLoading(convId: string, loading: boolean): void {
 		this.touchConversationState(convId);
+
 		if (loading) {
 			this.chatLoadingStates.set(convId, true);
+
 			if (convId === conversationsStore.activeConversation?.id) this.isLoading = true;
 		} else {
 			this.chatLoadingStates.delete(convId);
+
 			if (convId === conversationsStore.activeConversation?.id) this.isLoading = false;
+
 			this.setChatReasoning(convId, false);
 			// the local pipe is the authoritative observer of session end: when it finishes (clean
 			// onComplete or explicit Stop), the backend session is finalized too, so we drop the
@@ -143,9 +150,11 @@ class ChatStore {
 	private setChatReasoning(convId: string, reasoning: boolean): void {
 		if (reasoning) {
 			this.chatReasoningStates.set(convId, true);
+
 			if (convId === conversationsStore.activeConversation?.id) this.isReasoning = true;
 		} else {
 			this.chatReasoningStates.delete(convId);
+
 			if (convId === conversationsStore.activeConversation?.id) this.isReasoning = false;
 		}
 	}
@@ -157,10 +166,11 @@ class ChatStore {
 	): void {
 		this.touchConversationState(convId);
 		this.chatStreamingStates.set(convId, {
-			response,
 			messageId,
-			model: model ?? this.chatStreamingStates.get(convId)?.model
+			model: model ?? this.chatStreamingStates.get(convId)?.model,
+			response
 		});
+
 		if (convId === conversationsStore.activeConversation?.id) this.currentResponse = response;
 	}
 	private clearChatStreaming(convId: string, messageId?: string): void {
@@ -168,9 +178,12 @@ class ChatStore {
 		// same conversation, that would drop the frozen stop identity and stop the wrong session
 		if (messageId !== undefined) {
 			const cur = this.chatStreamingStates.get(convId);
+
 			if (cur && cur.messageId !== messageId) return;
 		}
+
 		this.chatStreamingStates.delete(convId);
+
 		if (convId === conversationsStore.activeConversation?.id) this.currentResponse = '';
 	}
 	private getChatStreaming(convId: string): { response: string; messageId: string } | undefined {
@@ -180,12 +193,15 @@ class ChatStore {
 		this.isLoading = this.chatLoadingStates.get(convId) || false;
 		this.isReasoning = this.chatReasoningStates.get(convId) || false;
 		const s = this.chatStreamingStates.get(convId);
+
 		this.currentResponse = s?.response || '';
 		this.isStreamingActive = s !== undefined;
 		this.setActiveProcessingConversation(convId);
+
 		// Sync streaming content to activeMessages so UI displays current content
 		if (s?.response && s?.messageId) {
 			const idx = conversationsStore.findMessageIndex(s.messageId);
+
 			if (idx !== -1) {
 				conversationsStore.updateMessageAtIndex(idx, { content: s.response });
 			}
@@ -211,34 +227,44 @@ class ChatStore {
 	 */
 	async probeServerStream(convId: string): Promise<ApiStreamSession | null> {
 		if (!convId) return null;
+
 		let listResp: Response;
+
 		try {
 			// POST the one conv id we are probing
 			listResp = await fetch(`./v1/streams/lookup`, {
-				method: 'POST',
+				body: JSON.stringify({ conversation_ids: [convId] }),
 				headers: { ...getAuthHeaders(), [CONTENT_TYPE_HEADER]: MimeTypeApplication.JSON },
-				body: JSON.stringify({ conversation_ids: [convId] })
+				method: 'POST'
 			});
 		} catch (e) {
 			console.warn('probeServerStream fetch failed:', e);
+
 			return null;
 		}
+
 		if (!listResp.ok) {
 			console.warn(`probeServerStream got HTTP ${listResp.status} for conv ${convId}`);
+
 			return null;
 		}
+
 		let sessions: ApiStreamSession[];
+
 		try {
 			sessions = (await listResp.json()) as ApiStreamSession[];
 		} catch (e) {
 			console.warn('probeServerStream JSON parse failed:', e);
+
 			return null;
 		}
+
 		return ChatService.selectActiveStream(sessions);
 	}
 
 	async attachServerStream(convId: string, streamId?: string): Promise<void> {
 		if (!convId) return;
+
 		if (this.chatStreamingStates.has(convId)) return;
 
 		// flip the spinner immediately, the user sees activity as soon as the conv becomes active.
@@ -247,6 +273,7 @@ class ChatStore {
 		this.setChatLoading(convId, true);
 		this.attachingConvs.add(convId);
 		this.setStreamingActive(true);
+
 		// only set the active processing conv if we are looking at it, otherwise a background
 		// attach would steal the indicator from the conv the user is currently viewing
 		if (convId === conversationsStore.activeConversation?.id) {
@@ -255,19 +282,22 @@ class ChatStore {
 
 		const unlock = () => {
 			this.attachingConvs.delete(convId);
+
 			// flip the global flag off only when no other conv is still attaching
 			if (this.attachingConvs.size === 0) {
 				this.setStreamingActive(false);
 			}
+
 			this.setChatLoading(convId, false);
 			this.clearChatStreaming(convId);
 		};
-
 		// fetch the replay stream from byte 0, rebuild the assistant message from scratch.
 		// resolve the server side identity, fall back to streamIdentity when the caller does not
 		// pass a streamId. probeServerStream returns the full id (with ::model suffix when present)
 		const id = streamId || streamIdentity(convId, selectedModelName());
+
 		let response: Response;
+
 		try {
 			response = await fetch(`./v1/stream?conv_id=${encodeURIComponent(id)}&from=0`, {
 				headers: getAuthHeaders()
@@ -275,11 +305,14 @@ class ChatStore {
 		} catch (e) {
 			console.error('attachServerStream replay fetch failed:', e);
 			unlock();
+
 			return;
 		}
+
 		if (!response.ok) {
 			console.warn(`attachServerStream replay got HTTP ${response.status} for conv ${convId}`);
 			unlock();
+
 			return;
 		}
 
@@ -289,42 +322,50 @@ class ChatStore {
 		// DB we stay isolated, and only mirror into the active store when the attached conv is
 		// the one currently displayed
 		let messages: DatabaseMessage[];
+
 		try {
 			messages = await DatabaseService.getConversationMessages(convId);
 		} catch (e) {
 			console.error('attachServerStream load messages failed:', e);
 			unlock();
+
 			return;
 		}
 
 		// locate the slot to splice into, create a placeholder assistant message if there is none.
 		// we use the conv-scoped findLastAssistantIdx helpers, they only depend on the array
 		let targetIdx = this.findLastAssistantIdx(messages);
+
 		if (targetIdx === -1) {
 			const lastUserIdx = this.findLastUserIdx(messages);
+
 			if (lastUserIdx === -1) {
 				console.warn(
 					`attachServerStream: conv ${convId} has no user or assistant message, cannot splice`
 				);
 				unlock();
+
 				return;
 			}
+
 			try {
 				const placeholder = await DatabaseService.createMessageBranch(
 					{
+						children: [],
+						content: '',
 						convId,
+						parent: messages[lastUserIdx].id,
 						role: MessageRole.ASSISTANT,
-						content: '',
-						type: MessageType.TEXT,
 						timestamp: Date.now(),
-						parent: messages[lastUserIdx].id,
-						children: [],
-						toolCalls: ''
+						toolCalls: '',
+						type: MessageType.TEXT
 					} as Omit<DatabaseMessage, 'id'>,
 					messages[lastUserIdx].id
 				);
+
 				messages = [...messages, placeholder];
 				targetIdx = messages.length - 1;
+
 				// only push into the active store when this conv is the one displayed right now
 				if (convId === conversationsStore.activeConversation?.id) {
 					conversationsStore.addMessageToActive(placeholder);
@@ -332,13 +373,17 @@ class ChatStore {
 			} catch (e) {
 				console.error('attachServerStream placeholder creation failed:', e);
 				unlock();
+
 				return;
 			}
 		}
+
 		if (targetIdx === -1) {
 			unlock();
+
 			return;
 		}
+
 		const targetMessage = messages[targetIdx];
 		const targetMessageId = targetMessage.id;
 		// when the assistant slot already has content, the running session is a continue or
@@ -348,7 +393,6 @@ class ChatStore {
 		const existingContent = targetMessage.content ?? '';
 		const existingReasoning = targetMessage.reasoningContent ?? '';
 		const isAppendMode = existingContent.length > 0;
-
 		// helper: write to the active store only when the attached conv is currently displayed.
 		// the lookup by message id is robust to reordering of activeMessages, two parallel attaches
 		// can no longer step on each other's indices
@@ -356,8 +400,11 @@ class ChatStore {
 			if (convId !== conversationsStore.activeConversation?.id) {
 				return;
 			}
+
 			const liveIdx = conversationsStore.findMessageIndex(targetMessageId);
+
 			if (liveIdx === -1) return;
+
 			conversationsStore.updateMessageAtIndex(liveIdx, updates);
 		};
 
@@ -369,6 +416,7 @@ class ChatStore {
 		// the session was tagged with, not the live dropdown
 		const sepIdx = id.indexOf('::');
 		const attachedModel: string | null = sepIdx === -1 ? null : id.slice(sepIdx + 2);
+
 		this.setChatStreaming(convId, existingContent, targetMessageId, attachedModel);
 		const abortController = this.getOrCreateAbortController(convId);
 
@@ -386,6 +434,7 @@ class ChatStore {
 				(chunk: string) => {
 					streamedContent += chunk;
 					const displayed = isAppendMode ? existingContent + streamedContent : streamedContent;
+
 					writeActive({ content: displayed });
 					this.setChatStreaming(convId, displayed, targetMessageId);
 				},
@@ -399,13 +448,14 @@ class ChatStore {
 					const streamedR = streamedReasoningContent || reasoningContent || '';
 					const content = isAppendMode ? existingContent + streamed : streamed;
 					const reasoning = isAppendMode ? existingReasoning + streamedR : streamedR;
+
 					// the DB write is the source of truth, mirror to the active store only when
 					// the conv is currently displayed
 					await DatabaseService.updateMessage(targetMessageId, {
 						content,
 						reasoningContent: reasoning || undefined,
-						toolCalls: toolCalls || '',
-						timings
+						timings,
+						toolCalls: toolCalls || ''
 					});
 					writeActive({
 						content,
@@ -423,6 +473,7 @@ class ChatStore {
 					const displayed = isAppendMode
 						? existingReasoning + streamedReasoningContent
 						: streamedReasoningContent;
+
 					writeActive({ reasoningContent: displayed });
 				},
 				undefined,
@@ -455,12 +506,16 @@ class ChatStore {
 
 	async discoverActiveStream(convId: string): Promise<void> {
 		if (!convId) return;
+
 		if (this.chatStreamingStates.has(convId)) return;
+
 		if (this.chatLoadingStates.get(convId) && !this.resumePendingConvs.has(convId)) return;
+
 		// concurrency guard: another discover may already be running for this conv (typical race
 		// between mount and visibilitychange on tab switch). a second concurrent fetch on the same
 		// /v1/stream would duplicate every byte into the DB message, this guard bounces it
 		if (this.discoveringConvs.has(convId)) return;
+
 		this.discoveringConvs.add(convId);
 
 		try {
@@ -469,13 +524,14 @@ class ChatStore {
 			// model conv with no ::suffix, only guess from the dropdown with no persisted state
 			const localState = ChatService.getStreamState(convId);
 			const streamId = ChatService.resumeStreamIdentity(convId, localState, selectedModelName());
-
 			// primary path: ask the server which sessions exist for this identity
 			const serverTarget = await this.probeServerStream(streamId);
+
 			if (serverTarget) {
 				// pass the full server side identity (may carry a ::model suffix) so the GET routes
 				// straight to the owning session, no probe or fan out
 				await this.attachServerStream(convId, serverTarget.conversation_id);
+
 				return;
 			}
 
@@ -485,14 +541,17 @@ class ChatStore {
 			if (!localState) {
 				return;
 			}
+
 			// quiet status probe first: a full attach flips the loading UI on every try, probing
 			// keeps the retry loop invisible while the owning model is still loading (503)
 			const status = await ChatService.probeResumeStatus(streamId);
+
 			if (status === 503) {
 				// make the wait visible: the empty assistant row persisted at send time renders
 				// the processing info, whose model load percentage flows from the models feed
 				this.resumePendingConvs.add(convId);
 				this.setChatLoading(convId, true);
+
 				if (!this.resumeRetryTimers.has(convId)) {
 					this.resumeRetryTimers.set(
 						convId,
@@ -502,22 +561,29 @@ class ChatStore {
 						}, STREAM_RESUME_RETRY_MS)
 					);
 				}
+
 				return;
 			}
+
 			if (this.resumePendingConvs.delete(convId) && status !== 200) {
 				// the wait is over without a session to attach, drop the visible loading state
 				this.setChatLoading(convId, false);
 			}
+
 			if (status === 0) {
 				// transient network failure, the next mount or visibility change retries
 				return;
 			}
+
 			if (status !== 200) {
 				// the session is gone (stopped, TTL expired), nothing to resume anymore
 				ChatService.clearStreamState(convId);
+
 				return;
 			}
+
 			await this.attachServerStream(convId, streamId);
+
 			// if attachServerStream failed (session gone, TTL expired), clear the local state to avoid retrying forever
 			if (!this.chatStreamingStates.has(convId) && !this.chatLoadingStates.get(convId)) {
 				ChatService.clearStreamState(convId);
@@ -531,6 +597,7 @@ class ChatStore {
 		for (let i = messages.length - 1; i >= 0; i--) {
 			if (messages[i].role === MessageRole.ASSISTANT) return i;
 		}
+
 		return -1;
 	}
 
@@ -538,6 +605,7 @@ class ChatStore {
 		for (let i = messages.length - 1; i >= 0; i--) {
 			if (messages[i].role === MessageRole.USER) return i;
 		}
+
 		return -1;
 	}
 
@@ -561,11 +629,13 @@ class ChatStore {
 	private setProcessingState(conversationId: string, state: ApiProcessingState | null): void {
 		if (state === null) this.processingStates.delete(conversationId);
 		else this.processingStates.set(conversationId, state);
+
 		if (conversationId === this.activeConversationId) this.activeProcessingState = state;
 	}
 
 	clearProcessingState(conversationId: string): void {
 		this.processingStates.delete(conversationId);
+
 		if (conversationId === this.activeConversationId) this.activeProcessingState = null;
 	}
 
@@ -587,16 +657,19 @@ class ChatStore {
 
 	private getOrCreateAbortController(convId: string): AbortController {
 		let c = this.abortControllers.get(convId);
+
 		if (!c || c.signal.aborted) {
 			c = new AbortController();
 			this.abortControllers.set(convId, c);
 		}
+
 		return c;
 	}
 
 	private abortRequest(convId?: string): void {
 		if (convId) {
 			const c = this.abortControllers.get(convId);
+
 			if (c) {
 				c.abort();
 				this.abortControllers.delete(convId);
@@ -620,6 +693,7 @@ class ChatStore {
 	async abortCurrentFlow(convId: string): Promise<void> {
 		await this.savePartialResponseIfNeeded(convId);
 		const c = this.abortControllers.get(convId);
+
 		if (c) {
 			c.abort();
 			this.abortControllers.delete(convId);
@@ -663,9 +737,12 @@ class ChatStore {
 
 	consumePendingDraft(): { message: string; files: ChatUploadedFile[] } | null {
 		if (!this._pendingDraftMessage && this._pendingDraftFiles.length === 0) return null;
-		const d = { message: this._pendingDraftMessage, files: [...this._pendingDraftFiles] };
+
+		const d = { files: [...this._pendingDraftFiles], message: this._pendingDraftMessage };
+
 		this._pendingDraftMessage = '';
 		this._pendingDraftFiles = [];
+
 		return d;
 	}
 
@@ -677,9 +754,11 @@ class ChatStore {
 		// union of local (this browser is piping) and remote (backend reports a running session
 		// for this conv but no local pipe yet) sources. the sidebar shows one spinner per entry
 		const out = new SvelteSet<string>(this.chatLoadingStates.keys());
+
 		for (const id of this.remoteRunningConvs) {
 			out.add(id);
 		}
+
 		return Array.from(out);
 	}
 
@@ -698,46 +777,61 @@ class ChatStore {
 		// on the store init race, and the sidebar spinners light up at first paint for every conv
 		// the user owns even if it has not been hydrated into the store yet
 		let ids: string[];
+
 		try {
 			const all = await DatabaseService.getAllConversations();
+
 			ids = all.map((c) => c.id).filter((id) => !!id);
 		} catch (e) {
 			console.warn('syncRemoteRunningStreams DB read failed:', e);
+
 			return;
 		}
+
 		// only ask about conv ids the user already owns
 		if (ids.length === 0) {
 			for (const id of Array.from(this.remoteRunningConvs)) {
 				this.remoteRunningConvs.delete(id);
 			}
+
 			return;
 		}
+
 		// rebuild the frozen conv::model identity per conv so a session started with a model still
 		// matches. the server response is mapped back to the bare id below for the sidebar set
 		const lookupIds = ids.map((id) =>
 			ChatService.resumeStreamIdentity(id, ChatService.getStreamState(id), null)
 		);
+
 		let sessions: ApiStreamSession[];
+
 		try {
 			const resp = await fetch('./v1/streams/lookup', {
-				method: 'POST',
+				body: JSON.stringify({ conversation_ids: lookupIds }),
 				headers: { ...getAuthHeaders(), [CONTENT_TYPE_HEADER]: MimeTypeApplication.JSON },
-				body: JSON.stringify({ conversation_ids: lookupIds })
+				method: 'POST'
 			});
+
 			if (!resp.ok) return;
+
 			const body = (await resp.json()) as unknown;
+
 			if (!Array.isArray(body)) return;
+
 			sessions = body as ApiStreamSession[];
 		} catch (e) {
 			console.warn('syncRemoteRunningStreams fetch failed:', e);
+
 			return;
 		}
 		const running = new SvelteSet<string>();
+
 		for (const s of sessions) {
 			if (s && !s.is_done && typeof s.conversation_id === 'string' && s.conversation_id) {
 				// strip the optional ::model suffix, the sidebar set is keyed by the bare conv id
 				const sepIdx = s.conversation_id.indexOf('::');
 				const bareId = sepIdx === -1 ? s.conversation_id : s.conversation_id.slice(0, sepIdx);
+
 				running.add(bareId);
 			}
 		}
@@ -791,8 +885,11 @@ class ChatStore {
 		convId: string
 	): { content: string; extras?: DatabaseMessageExtra[] } | null {
 		const msg = this._pendingMessages.get(convId);
+
 		if (!msg) return null;
+
 		this._pendingMessages.delete(convId);
+
 		return msg;
 	}
 
@@ -816,15 +913,21 @@ class ChatStore {
 			])
 		];
 		const cleanupCandidates: Array<{ convId: string; lastAccessed: number }> = [];
+
 		for (const convId of allConvIds) {
 			if (preserveIds.includes(convId)) continue;
+
 			if (this.chatLoadingStates.get(convId)) continue;
+
 			if (this.chatStreamingStates.has(convId)) continue;
+
 			const ts = this.conversationStateTimestamps.get(convId);
+
 			cleanupCandidates.push({ convId, lastAccessed: ts?.lastAccessed ?? 0 });
 		}
 		cleanupCandidates.sort((a, b) => a.lastAccessed - b.lastAccessed);
 		let cleanedUp = 0;
+
 		for (const { convId, lastAccessed } of cleanupCandidates) {
 			if (
 				cleanupCandidates.length - cleanedUp > MAX_INACTIVE_CONVERSATION_STATES ||
@@ -834,11 +937,14 @@ class ChatStore {
 				cleanedUp++;
 			}
 		}
+
 		return cleanedUp;
 	}
 	private cleanupConversationState(convId: string): void {
 		const c = this.abortControllers.get(convId);
+
 		if (c && !c.signal.aborted) c.abort();
+
 		this.chatLoadingStates.delete(convId);
 		this.chatStreamingStates.delete(convId);
 		this.abortControllers.delete(convId);
@@ -859,10 +965,14 @@ class ChatStore {
 		expectedRole?: MessageRole
 	): { message: DatabaseMessage; index: number } | null {
 		const index = conversationsStore.findMessageIndex(messageId);
+
 		if (index === -1) return null;
+
 		const message = conversationsStore.activeMessages[index];
+
 		if (expectedRole && message.role !== expectedRole) return null;
-		return { message, index };
+
+		return { index, message };
 	}
 
 	async addMessage(
@@ -870,46 +980,87 @@ class ChatStore {
 		content: string,
 		type: MessageType = MessageType.TEXT,
 		parent: string = '-1',
-		extras?: DatabaseMessageExtra[]
+		extras?: DatabaseMessageExtra[],
+		isSynthetic?: boolean
 	): Promise<DatabaseMessage> {
 		const activeConv = conversationsStore.activeConversation;
+
 		if (!activeConv) throw new Error('No active conversation');
+
 		let parentId: string | null = null;
+
 		if (parent === '-1') {
 			const am = conversationsStore.activeMessages;
+
 			if (am.length > 0) parentId = am[am.length - 1].id;
 			else {
 				const all = await conversationsStore.getConversationMessages(activeConv.id);
 				const r = all.find((m) => m.parent === null && m.type === 'root');
+
 				parentId = r ? r.id : await DatabaseService.createRootMessage(activeConv.id);
 			}
 		} else parentId = parent;
+
 		const message = await DatabaseService.createMessageBranch(
 			{
+				children: [],
+				content,
 				convId: activeConv.id,
+				extra: extras,
+				isSynthetic,
 				role,
-				content,
-				type,
 				timestamp: Date.now(),
 				toolCalls: '',
-				children: [],
-				extra: extras
+				type
 			},
 			parentId
 		);
+
 		conversationsStore.addMessageToActive(message);
 		await conversationsStore.updateCurrentNode(message.id);
 		conversationsStore.updateConversationTimestamp();
+
 		return message;
 	}
 
+	/**
+	 * Record a working-directory change into chat history as a synthetic
+	 * user message, so the model sees it on its next turn (the client
+	 * sends the cwd itself via the x-tool-cwd header on tool calls).
+	 * A plain user message is used because some chat templates reject
+	 * tool messages without a preceding tool call.
+	 */
+	async recordCwdChange(cwd: string | null): Promise<void> {
+		const content = cwd
+			? formatCwdMessage(cwd, await toolsStore.resolveServerHome())
+			: CWD_CLEARED_TEXT;
+		// Reuse the trailing cwd row when it is already the last message, so
+		// repeated picks update it in place instead of stacking another row.
+		const last = conversationsStore.activeMessages[conversationsStore.activeMessages.length - 1];
+
+		if (last && last.role === MessageRole.USER && last.isSynthetic === true) {
+			await DatabaseService.updateMessage(last.id, { content, isSynthetic: true });
+			conversationsStore.updateMessageAtIndex(conversationsStore.activeMessages.length - 1, {
+				content,
+				isSynthetic: true
+			});
+
+			return;
+		}
+
+		await this.addMessage(MessageRole.USER, content, MessageType.TEXT, '-1', undefined, true);
+	}
+
 	async addSystemPrompt(): Promise<void> {
 		let activeConv = conversationsStore.activeConversation;
+
 		if (!activeConv) {
 			await conversationsStore.createConversation();
 			activeConv = conversationsStore.activeConversation;
 		}
+
 		if (!activeConv) return;
+
 		try {
 			const allMessages = await conversationsStore.getConversationMessages(activeConv.id);
 			const rootMessage = allMessages.find((m) => m.type === 'root' && m.parent === null);
@@ -919,12 +1070,16 @@ class ChatStore {
 			const existingSystemMessage = allMessages.find(
 				(m) => m.role === MessageRole.SYSTEM && m.parent === rootId
 			);
+
 			if (existingSystemMessage) {
 				this.pendingEditMessageId = existingSystemMessage.id;
+
 				if (!conversationsStore.activeMessages.some((m) => m.id === existingSystemMessage.id))
 					conversationsStore.activeMessages.unshift(existingSystemMessage);
+
 				return;
 			}
+
 			const am = conversationsStore.activeMessages;
 			const firstActiveMessage = am.find((m) => m.parent === rootId);
 			const systemMessage = await DatabaseService.createSystemMessage(
@@ -932,6 +1087,7 @@ class ChatStore {
 				SYSTEM_MESSAGE_PLACEHOLDER,
 				rootId
 			);
+
 			if (firstActiveMessage) {
 				await DatabaseService.updateMessage(firstActiveMessage.id, {
 					parent: systemMessage.id
@@ -942,6 +1098,7 @@ class ChatStore {
 				const updatedRootChildren = rootMessage
 					? rootMessage.children.filter((id: string) => id !== firstActiveMessage.id)
 					: [];
+
 				await DatabaseService.updateMessage(rootId, {
 					children: [
 						...updatedRootChildren.filter((id: string) => id !== systemMessage.id),
@@ -949,11 +1106,13 @@ class ChatStore {
 					]
 				});
 				const firstMsgIndex = conversationsStore.findMessageIndex(firstActiveMessage.id);
+
 				if (firstMsgIndex !== -1)
 					conversationsStore.updateMessageAtIndex(firstMsgIndex, {
 						parent: systemMessage.id
 					});
 			}
+
 			conversationsStore.activeMessages.unshift(systemMessage);
 			this.pendingEditMessageId = systemMessage.id;
 			conversationsStore.updateConversationTimestamp();
@@ -964,20 +1123,29 @@ class ChatStore {
 
 	async removeSystemPromptPlaceholder(messageId: string): Promise<boolean> {
 		const activeConv = conversationsStore.activeConversation;
+
 		if (!activeConv) return false;
+
 		try {
 			const allMessages = await conversationsStore.getConversationMessages(activeConv.id);
 			const systemMessage = findMessageById(allMessages, messageId);
+
 			if (!systemMessage || systemMessage.role !== MessageRole.SYSTEM) return false;
+
 			const rootMessage = allMessages.find((m) => m.type === 'root' && m.parent === null);
+
 			if (!rootMessage) return false;
+
 			if (allMessages.length === 2 && systemMessage.children.length === 0) {
 				await conversationsStore.deleteConversation(activeConv.id);
+
 				return true;
 			}
+
 			for (const childId of systemMessage.children) {
 				await DatabaseService.updateMessage(childId, { parent: rootMessage.id });
 				const childIndex = conversationsStore.findMessageIndex(childId);
+
 				if (childIndex !== -1)
 					conversationsStore.updateMessageAtIndex(childIndex, { parent: rootMessage.id });
 			}
@@ -989,28 +1157,34 @@ class ChatStore {
 			});
 			await DatabaseService.deleteMessage(messageId);
 			const systemIndex = conversationsStore.findMessageIndex(messageId);
+
 			if (systemIndex !== -1) conversationsStore.activeMessages.splice(systemIndex, 1);
+
 			conversationsStore.updateConversationTimestamp();
+
 			return false;
 		} catch (error) {
 			console.error('Failed to remove system prompt placeholder:', error);
+
 			return false;
 		}
 	}
 
 	private async createAssistantMessage(parentId?: string): Promise<DatabaseMessage> {
 		const activeConv = conversationsStore.activeConversation;
+
 		if (!activeConv) throw new Error('No active conversation');
+
 		return await DatabaseService.createMessageBranch(
 			{
+				children: [],
+				content: '',
 				convId: activeConv.id,
-				type: MessageType.TEXT,
+				model: null,
 				role: MessageRole.ASSISTANT,
-				content: '',
 				timestamp: Date.now(),
 				toolCalls: '',
-				children: [],
-				model: null
+				type: MessageType.TEXT
 			},
 			parentId || null
 		);
@@ -1018,17 +1192,20 @@ class ChatStore {
 
 	async sendMessage(content: string, extras?: DatabaseMessageExtra[]): Promise<void> {
 		if (!content.trim() && (!extras || extras.length === 0)) return;
+
 		const activeConv = conversationsStore.activeConversation;
 
 		// If agentic loop is running, inject as a steering message instead of starting a new flow
 		if (activeConv && agenticStore.isRunning(activeConv.id)) {
 			agenticStore.injectSteeringMessage(activeConv.id, content, extras);
+
 			return;
 		}
 
 		// If non-agentic streaming is active, queue as a pending message to send after completion
 		if (activeConv && this.isChatLoadingInternal(activeConv.id)) {
 			this.injectPendingMessage(activeConv.id, content, extras);
+
 			return;
 		}
 
@@ -1040,31 +1217,60 @@ class ChatStore {
 		const allExtras = resourceExtras.length > 0 ? [...(extras || []), ...resourceExtras] : extras;
 
 		let isNewConversation = false;
+
 		if (!activeConv) {
 			await conversationsStore.createConversation();
 			isNewConversation = true;
 		}
+
 		const currentConv = conversationsStore.activeConversation;
+
 		if (!currentConv) return;
+
 		this.showErrorDialog(null);
 		this.setChatLoading(currentConv.id, true);
 		this.clearChatStreaming(currentConv.id);
 		try {
 			let parentIdForUserMessage: string | undefined;
+
 			if (isNewConversation) {
 				const rootId = await DatabaseService.createRootMessage(currentConv.id);
 				const currentConfig = config();
 				const systemPrompt = currentConfig.systemMessage?.toString().trim();
+
+				let sysOrRootId = rootId;
+
 				if (systemPrompt) {
 					const systemMessage = await DatabaseService.createSystemMessage(
 						currentConv.id,
 						systemPrompt,
 						rootId
 					);
+
 					conversationsStore.addMessageToActive(systemMessage);
-					parentIdForUserMessage = systemMessage.id;
-				} else parentIdForUserMessage = rootId;
+					sysOrRootId = systemMessage.id;
+				}
+
+				// Reflect a working directory picked on the new-chat screen into
+				// chat history before the first user message, so the model sees
+				// it on its first turn. createConversation() has already threaded
+				// the pending pick onto the conversation.
+				if (currentConv.cwd) {
+					const cwdMessage = await this.addMessage(
+						MessageRole.USER,
+						formatCwdMessage(currentConv.cwd, await toolsStore.resolveServerHome()),
+						MessageType.TEXT,
+						sysOrRootId,
+						undefined,
+						true
+					);
+
+					parentIdForUserMessage = cwdMessage.id;
+				} else {
+					parentIdForUserMessage = sysOrRootId;
+				}
 			}
+
 			const userMessage = await this.addMessage(
 				MessageRole.USER,
 				content,
@@ -1072,12 +1278,15 @@ class ChatStore {
 				parentIdForUserMessage ?? '-1',
 				allExtras
 			);
+
 			if (isNewConversation && content)
 				await conversationsStore.updateConversationName(
 					currentConv.id,
 					generateConversationTitle(content, Boolean(config().titleGenerationUseFirstLine))
 				);
+
 			const assistantMessage = await this.createAssistantMessage(userMessage.id);
+
 			conversationsStore.addMessageToActive(assistantMessage);
 			await this.streamChatCompletion(
 				conversationsStore.activeMessages.slice(0, -1),
@@ -1090,8 +1299,10 @@ class ChatStore {
 		} catch (error) {
 			if (isAbortError(error)) {
 				this.setChatLoading(currentConv.id, false);
+
 				return;
 			}
+
 			console.error('Failed to send message:', error);
 			this.setChatLoading(currentConv.id, false);
 			const dialogType =
@@ -1101,10 +1312,11 @@ class ChatStore {
 			const contextInfo = (
 				error as Error & { contextInfo?: { n_prompt_tokens: number; n_ctx: number } }
 			).contextInfo;
+
 			this.showErrorDialog({
-				type: dialogType,
+				contextInfo,
 				message: error instanceof Error ? error.message : 'Unknown error',
-				contextInfo
+				type: dialogType
 			});
 		}
 	}
@@ -1124,6 +1336,7 @@ class ChatStore {
 
 		if (isRouterMode()) {
 			const conversationModel = this.getConversationModel(allMessages);
+
 			effectiveModel = modelOverride || selectedModelName() || conversationModel;
 		}
 
@@ -1138,23 +1351,31 @@ class ChatStore {
 		let streamedReasoningContent = '';
 		let resolvedModel: string | null = null;
 		let modelPersisted = false;
+
 		const convId = assistantMessage.convId;
+
 		// Tracks the last message created in this flow. Used as the parent for the next
 		// turn's assistant message so createAssistantMessage does not have to read
 		// conversationsStore.activeMessages, which may belong to a different conversation
 		// after the user navigates while the loop is still running.
 		let lastCreatedInFlow = currentMessageId;
+
 		// freeze the POST identity from t0 so a stop cancels with the exact session key,
 		// never a stale or empty model resolved later
 		this.setChatStreaming(convId, streamedContent, currentMessageId, effectiveModel);
 
 		const recordModel = (modelName: string | null | undefined, persistImmediately = true): void => {
 			if (!modelName) return;
+
 			const n = normalizeModelName(modelName);
+
 			if (!n || n === resolvedModel) return;
+
 			resolvedModel = n;
 			const idx = conversationsStore.findMessageIndex(currentMessageId);
+
 			conversationsStore.updateMessageAtIndex(idx, { model: n });
+
 			if (persistImmediately && !modelPersisted) {
 				modelPersisted = true;
 				DatabaseService.updateMessage(currentMessageId, { model: n }).catch(() => {
@@ -1165,22 +1386,24 @@ class ChatStore {
 		};
 
 		let completionIdRecorded = false;
+
 		const recordCompletionId = (id: string): void => {
 			if (!id || completionIdRecorded) return;
+
 			completionIdRecorded = true;
 			const idx = conversationsStore.findMessageIndex(currentMessageId);
+
 			conversationsStore.updateMessageAtIndex(idx, { completionId: id });
 			DatabaseService.updateMessage(currentMessageId, { completionId: id }).catch(() => {
 				completionIdRecorded = false;
 			});
 		};
-
 		const updateStreamingUI = () => {
 			this.setChatStreaming(convId, streamedContent, currentMessageId, effectiveModel);
 			const idx = conversationsStore.findMessageIndex(currentMessageId);
+
 			conversationsStore.updateMessageAtIndex(idx, { content: streamedContent });
 		};
-
 		const cleanupStreamingState = () => {
 			this.setStreamingActive(false);
 			this.setChatLoading(convId, false);
@@ -1191,61 +1414,70 @@ class ChatStore {
 		this.setStreamingActive(true);
 		this.setActiveProcessingConversation(convId);
 		const abortController = this.getOrCreateAbortController(convId);
-
 		const streamCallbacks: ChatStreamCallbacks = {
-			onChunk: (chunk: string) => {
-				streamedContent += chunk;
-				updateStreamingUI();
-				this.setChatReasoning(convId, false);
-			},
-			onReasoningChunk: (chunk: string) => {
-				streamedReasoningContent += chunk;
-				// mark streaming state so a stop mid-thinking can persist the partial reasoning
-				this.setChatStreaming(convId, streamedContent, currentMessageId, effectiveModel);
-				const idx = conversationsStore.findMessageIndex(currentMessageId);
-				conversationsStore.updateMessageAtIndex(idx, {
-					reasoningContent: streamedReasoningContent
-				});
-				this.setChatReasoning(convId, true);
-			},
-			onToolCallsStreaming: (toolCalls) => {
-				const idx = conversationsStore.findMessageIndex(currentMessageId);
-				conversationsStore.updateMessageAtIndex(idx, {
-					toolCalls: JSON.stringify(toolCalls)
-				});
-			},
-			onAttachments: (messageId: string, extras: DatabaseMessageExtra[]) => {
-				if (!extras.length) return;
-				const idx = conversationsStore.findMessageIndex(messageId);
-				if (idx === -1) return;
-				const msg = conversationsStore.activeMessages[idx];
-				const updatedExtras = [...(msg.extra || []), ...extras];
-				conversationsStore.updateMessageAtIndex(idx, { extra: updatedExtras });
-				DatabaseService.updateMessage(messageId, { extra: updatedExtras }).catch(console.error);
-			},
-			onModel: (modelName: string) => recordModel(modelName),
-			onCompletionId: (id: string) => recordCompletionId(id),
-			onTurnComplete: (intermediateTimings: ChatMessageTimings) => {
-				// Update the first assistant message with cumulative agentic timings
-				const idx = conversationsStore.findMessageIndex(assistantMessage.id);
-				conversationsStore.updateMessageAtIndex(idx, { timings: intermediateTimings });
+			createAssistantMessage: async () => {
+				// Reset streaming state for new message
+				streamedContent = '';
+				streamedReasoningContent = '';
+
+				const msg = await DatabaseService.createMessageBranch(
+					{
+						children: [],
+						content: '',
+						convId,
+						model: resolvedModel,
+						role: MessageRole.ASSISTANT,
+						timestamp: Date.now(),
+						toolCalls: '',
+						type: MessageType.TEXT
+					},
+					lastCreatedInFlow
+				);
+
+				if (conversationsStore.activeConversation?.id === convId) {
+					conversationsStore.addMessageToActive(msg);
+				}
+
+				currentMessageId = msg.id;
+				lastCreatedInFlow = msg.id;
+
+				return msg;
 			},
-			onTimings: (timings?: ChatMessageTimings, promptProgress?: ChatMessagePromptProgress) => {
-				const tokensPerSecond =
-					timings?.predicted_ms && timings?.predicted_n
-						? (timings.predicted_n / timings.predicted_ms) * 1000
-						: 0;
-				this.updateProcessingStateFromTimings(
+			createToolResultMessage: async (
+				toolCallId: string,
+				content: string,
+				extras?: DatabaseMessageExtra[],
+				toolCwd?: string
+			) => {
+				const msg = await DatabaseService.createMessageBranch(
 					{
-						prompt_n: timings?.prompt_n || 0,
-						prompt_ms: timings?.prompt_ms,
-						predicted_n: timings?.predicted_n || 0,
-						predicted_per_second: tokensPerSecond,
-						cache_n: timings?.cache_n || 0,
-						prompt_progress: promptProgress
+						children: [],
+						content,
+						convId,
+						extra: extras,
+						role: MessageRole.TOOL,
+						timestamp: Date.now(),
+						toolCallId,
+						toolCalls: '',
+						toolCwd,
+						type: MessageType.TEXT
 					},
-					convId
+					currentMessageId
 				);
+
+				// mirror into the active store and move the node pointer only when this
+				// conversation is displayed; otherwise persist the node move straight to
+				// the db for the owning conv so a foreign conv's currNode stays untouched
+				if (conversationsStore.activeConversation?.id === convId) {
+					conversationsStore.addMessageToActive(msg);
+					await conversationsStore.updateCurrentNode(msg.id);
+				} else {
+					await DatabaseService.updateCurrentNode(convId, msg.id);
+				}
+
+				lastCreatedInFlow = msg.id;
+
+				return msg;
 			},
 			onAssistantTurnComplete: async (
 				content: string,
@@ -1256,10 +1488,12 @@ class ChatStore {
 				const updateData: Record<string, unknown> = {
 					content,
 					reasoningContent: reasoningContent || undefined,
-					toolCalls: toolCalls ? JSON.stringify(toolCalls) : '',
-					timings
+					timings,
+					toolCalls: toolCalls ? JSON.stringify(toolCalls) : ''
 				};
+
 				if (resolvedModel && !modelPersisted) updateData.model = resolvedModel;
+
 				await DatabaseService.updateMessage(currentMessageId, updateData);
 				const idx = conversationsStore.findMessageIndex(currentMessageId);
 				const uiUpdate: Partial<DatabaseMessage> = {
@@ -1267,8 +1501,11 @@ class ChatStore {
 					reasoningContent: reasoningContent || undefined,
 					toolCalls: toolCalls ? JSON.stringify(toolCalls) : ''
 				};
+
 				if (timings) uiUpdate.timings = timings;
+
 				if (resolvedModel) uiUpdate.model = resolvedModel;
+
 				// touch the active ui array and node pointer only when this conversation
 				// is displayed; otherwise persist the node move straight to the db so a
 				// foreign conv's currNode stays untouched
@@ -1279,83 +1516,57 @@ class ChatStore {
 					await DatabaseService.updateCurrentNode(convId, currentMessageId);
 				}
 			},
-			createToolResultMessage: async (
-				toolCallId: string,
-				content: string,
-				extras?: DatabaseMessageExtra[]
-			) => {
-				const msg = await DatabaseService.createMessageBranch(
-					{
-						convId,
-						type: MessageType.TEXT,
-						role: MessageRole.TOOL,
-						content,
-						toolCallId,
-						timestamp: Date.now(),
-						toolCalls: '',
-						children: [],
-						extra: extras
-					},
-					currentMessageId
-				);
-				// mirror into the active store and move the node pointer only when this
-				// conversation is displayed; otherwise persist the node move straight to
-				// the db for the owning conv so a foreign conv's currNode stays untouched
-				if (conversationsStore.activeConversation?.id === convId) {
-					conversationsStore.addMessageToActive(msg);
-					await conversationsStore.updateCurrentNode(msg.id);
-				} else {
-					await DatabaseService.updateCurrentNode(convId, msg.id);
-				}
-				lastCreatedInFlow = msg.id;
-				return msg;
+			onAttachments: (messageId: string, extras: DatabaseMessageExtra[]) => {
+				if (!extras.length) return;
+
+				const idx = conversationsStore.findMessageIndex(messageId);
+
+				if (idx === -1) return;
+
+				const msg = conversationsStore.activeMessages[idx];
+				const updatedExtras = [...(msg.extra || []), ...extras];
+
+				conversationsStore.updateMessageAtIndex(idx, { extra: updatedExtras });
+				DatabaseService.updateMessage(messageId, { extra: updatedExtras }).catch(console.error);
 			},
-			updateToolResultMessage: async (
-				messageId: string,
-				content: string,
-				extras?: DatabaseMessageExtra[]
-			) => {
-				// Persist latest content + merged extras; mirror into the active
-				// store so the chat view sees live updates for streaming tools
-				// (e.g. exec_shell_command). The existing tool message node
-				// pointer stays put - the renderer is already scoped to it.
-				const updates: Partial<DatabaseMessage> = { content };
-				if (extras) {
-					const idx = conversationsStore.findMessageIndex(messageId);
-					const existing = idx >= 0 ? (conversationsStore.activeMessages[idx]?.extra ?? []) : [];
-					const merged = [...existing, ...extras];
-					updates.extra = merged;
-				}
-				if (conversationsStore.activeConversation?.id === convId) {
-					const idx = conversationsStore.findMessageIndex(messageId);
-					if (idx >= 0) conversationsStore.updateMessageAtIndex(idx, updates);
-				}
-				await DatabaseService.updateMessage(messageId, updates);
+			onChunk: (chunk: string) => {
+				streamedContent += chunk;
+				updateStreamingUI();
+				this.setChatReasoning(convId, false);
 			},
-			createAssistantMessage: async () => {
-				// Reset streaming state for new message
-				streamedContent = '';
-				streamedReasoningContent = '';
+			onCompletionId: (id: string) => recordCompletionId(id),
+			onError: async (error: Error) => {
+				this.setStreamingActive(false);
 
-				const msg = await DatabaseService.createMessageBranch(
-					{
-						convId,
-						type: MessageType.TEXT,
-						role: MessageRole.ASSISTANT,
-						content: '',
-						timestamp: Date.now(),
-						toolCalls: '',
-						children: [],
-						model: resolvedModel
-					},
-					lastCreatedInFlow
-				);
-				if (conversationsStore.activeConversation?.id === convId) {
-					conversationsStore.addMessageToActive(msg);
+				if (isAbortError(error)) {
+					cleanupStreamingState();
+					// If aborted with a pending message (e.g. "Send immediately"), re-send it
+					const pending = this.consumePendingMessage(convId);
+
+					if (pending) {
+						this.sendMessage(pending.content, pending.extras);
+					}
+
+					return;
 				}
-				currentMessageId = msg.id;
-				lastCreatedInFlow = msg.id;
-				return msg;
+
+				console.error('Streaming error:', error);
+				// keep whatever was streamed so far, the message stays in memory and in DB
+				await this.savePartialResponseIfNeeded(convId);
+				cleanupStreamingState();
+				this.clearPendingMessage(convId);
+
+				const contextInfo = (
+					error as Error & { contextInfo?: { n_prompt_tokens: number; n_ctx: number } }
+				).contextInfo;
+
+				this.showErrorDialog({
+					contextInfo,
+					message: error.message,
+					type: error.name === 'TimeoutError' ? ErrorDialogType.TIMEOUT : ErrorDialogType.SERVER
+				});
+
+				if (onError) onError(error);
 			},
 			onFlowComplete: (finalTimings?: ChatMessageTimings) => {
 				if (finalTimings) {
@@ -1370,7 +1581,9 @@ class ChatStore {
 				cleanupStreamingState();
 
 				if (onComplete) onComplete(streamedContent);
+
 				if (isRouterMode()) modelsStore.fetchRouterModels().catch(console.error);
+
 				// Pre-encode conversation in KV cache for faster next turn
 				if (config().preEncodeConversation) {
 					this.triggerPreEncode(
@@ -1382,59 +1595,105 @@ class ChatStore {
 					);
 				}
 			},
-			onError: async (error: Error) => {
-				this.setStreamingActive(false);
-				if (isAbortError(error)) {
-					cleanupStreamingState();
-					// If aborted with a pending message (e.g. "Send immediately"), re-send it
-					const pending = this.consumePendingMessage(convId);
-					if (pending) {
-						this.sendMessage(pending.content, pending.extras);
-					}
-					return;
-				}
-				console.error('Streaming error:', error);
-				// keep whatever was streamed so far, the message stays in memory and in DB
-				await this.savePartialResponseIfNeeded(convId);
-				cleanupStreamingState();
-				this.clearPendingMessage(convId);
+			onModel: (modelName: string) => recordModel(modelName),
+			onReasoningChunk: (chunk: string) => {
+				streamedReasoningContent += chunk;
+				// mark streaming state so a stop mid-thinking can persist the partial reasoning
+				this.setChatStreaming(convId, streamedContent, currentMessageId, effectiveModel);
+				const idx = conversationsStore.findMessageIndex(currentMessageId);
 
-				const contextInfo = (
-					error as Error & { contextInfo?: { n_prompt_tokens: number; n_ctx: number } }
-				).contextInfo;
-				this.showErrorDialog({
-					type: error.name === 'TimeoutError' ? ErrorDialogType.TIMEOUT : ErrorDialogType.SERVER,
-					message: error.message,
-					contextInfo
+				conversationsStore.updateMessageAtIndex(idx, {
+					reasoningContent: streamedReasoningContent
 				});
-				if (onError) onError(error);
+				this.setChatReasoning(convId, true);
+			},
+			onTimings: (timings?: ChatMessageTimings, promptProgress?: ChatMessagePromptProgress) => {
+				const tokensPerSecond =
+					timings?.predicted_ms && timings?.predicted_n
+						? (timings.predicted_n / timings.predicted_ms) * 1000
+						: 0;
+
+				this.updateProcessingStateFromTimings(
+					{
+						cache_n: timings?.cache_n || 0,
+						predicted_n: timings?.predicted_n || 0,
+						predicted_per_second: tokensPerSecond,
+						prompt_ms: timings?.prompt_ms,
+						prompt_n: timings?.prompt_n || 0,
+						prompt_progress: promptProgress
+					},
+					convId
+				);
+			},
+			onToolCallsStreaming: (toolCalls) => {
+				const idx = conversationsStore.findMessageIndex(currentMessageId);
+
+				conversationsStore.updateMessageAtIndex(idx, {
+					toolCalls: JSON.stringify(toolCalls)
+				});
+			},
+			onTurnComplete: (intermediateTimings: ChatMessageTimings) => {
+				// Update the first assistant message with cumulative agentic timings
+				const idx = conversationsStore.findMessageIndex(assistantMessage.id);
+
+				conversationsStore.updateMessageAtIndex(idx, { timings: intermediateTimings });
+			},
+			updateToolResultMessage: async (
+				messageId: string,
+				content: string,
+				extras?: DatabaseMessageExtra[]
+			) => {
+				// Persist latest content + merged extras; mirror into the active
+				// store so the chat view sees live updates for streaming tools
+				// (e.g. exec_shell_command). The existing tool message node
+				// pointer stays put - the renderer is already scoped to it.
+				const updates: Partial<DatabaseMessage> = { content };
+
+				if (extras) {
+					const idx = conversationsStore.findMessageIndex(messageId);
+					const existing = idx >= 0 ? (conversationsStore.activeMessages[idx]?.extra ?? []) : [];
+					const merged = [...existing, ...extras];
+
+					updates.extra = merged;
+				}
+
+				if (conversationsStore.activeConversation?.id === convId) {
+					const idx = conversationsStore.findMessageIndex(messageId);
+
+					if (idx >= 0) conversationsStore.updateMessageAtIndex(idx, updates);
+				}
+
+				await DatabaseService.updateMessage(messageId, updates);
 			}
 		};
-
 		const perChatOverrides = conversationsStore.getAllMcpServerOverrides();
 
 		{
 			const agenticResult = await agenticStore.runAgenticFlow({
+				callbacks: streamCallbacks,
 				conversationId: convId,
 				messages: allMessages,
 				options: {
 					...this.getApiOptions(),
 					...(effectiveModel ? { model: effectiveModel } : {})
 				},
-				callbacks: streamCallbacks,
-				signal: abortController.signal,
-				perChatOverrides
+				perChatOverrides,
+				signal: abortController.signal
 			});
+
 			if (agenticResult.handled) {
 				// Generate LLM based title for new conversations after agentic flow completes
 				if (firstUserMessageContent) {
 					await this.generateTitleWithLLM(firstUserMessageContent, streamedContent, convId);
 				}
+
 				// Check if there's a pending steering message to re-send
 				const pending = agenticStore.consumePendingSteeringMessage(convId);
+
 				if (pending) {
 					await this.sendMessage(pending.content, pending.extras);
 				}
+
 				return;
 			}
 		}
@@ -1444,17 +1703,7 @@ class ChatStore {
 			{
 				...this.getApiOptions(),
 				...(effectiveModel ? { model: effectiveModel } : {}),
-				stream: true,
 				onChunk: streamCallbacks.onChunk,
-				onReasoningChunk: streamCallbacks.onReasoningChunk,
-				onModel: streamCallbacks.onModel,
-				onCompletionId: streamCallbacks.onCompletionId,
-				onTimings: streamCallbacks.onTimings,
-				onConnectionState: (state: StreamConnectionState) => {
-					if (convId === conversationsStore.activeConversation?.id) {
-						this.streamConnectionState = state;
-					}
-				},
 				onComplete: async (
 					finalContent?: string,
 					reasoningContent?: string,
@@ -1466,10 +1715,12 @@ class ChatStore {
 					const updateData: Record<string, unknown> = {
 						content,
 						reasoningContent: reasoning || undefined,
-						toolCalls: toolCalls || '',
-						timings
+						timings,
+						toolCalls: toolCalls || ''
 					};
+
 					if (resolvedModel && !modelPersisted) updateData.model = resolvedModel;
+
 					await DatabaseService.updateMessage(currentMessageId, updateData);
 					const idx = conversationsStore.findMessageIndex(currentMessageId);
 					const uiUpdate: Partial<DatabaseMessage> = {
@@ -1477,12 +1728,17 @@ class ChatStore {
 						reasoningContent: reasoning || undefined,
 						toolCalls: toolCalls || ''
 					};
+
 					if (timings) uiUpdate.timings = timings;
+
 					if (resolvedModel) uiUpdate.model = resolvedModel;
+
 					conversationsStore.updateMessageAtIndex(idx, uiUpdate);
 					await conversationsStore.updateCurrentNode(currentMessageId);
 					cleanupStreamingState();
+
 					if (onComplete) await onComplete(content);
+
 					if (isRouterMode()) modelsStore.fetchRouterModels().catch(console.error);
 
 					// Generate LLM based title for new conversations (avoids stale reference
@@ -1493,11 +1749,22 @@ class ChatStore {
 
 					// Check if there's a pending message queued during streaming
 					const pending = this.consumePendingMessage(convId);
+
 					if (pending) {
 						await this.sendMessage(pending.content, pending.extras);
 					}
 				},
-				onError: streamCallbacks.onError
+				onCompletionId: streamCallbacks.onCompletionId,
+				onConnectionState: (state: StreamConnectionState) => {
+					if (convId === conversationsStore.activeConversation?.id) {
+						this.streamConnectionState = state;
+					}
+				},
+				onError: streamCallbacks.onError,
+				onModel: streamCallbacks.onModel,
+				onReasoningChunk: streamCallbacks.onReasoningChunk,
+				onTimings: streamCallbacks.onTimings,
+				stream: true
 			},
 			convId,
 			abortController.signal
@@ -1506,7 +1773,9 @@ class ChatStore {
 
 	async stopGeneration(): Promise<void> {
 		const activeConv = conversationsStore.activeConversation;
+
 		if (!activeConv) return;
+
 		await this.stopGenerationForChat(activeConv.id);
 	}
 	async stopGenerationForChat(convId: string): Promise<void> {
@@ -1517,14 +1786,17 @@ class ChatStore {
 		// captured when the session started, not the live dropdown
 		const streamStateForStop = this.chatStreamingStates.get(convId);
 		const modelForStop = streamStateForStop?.model ?? ChatService.getStreamState(convId)?.model;
+
 		void ChatService.cancelServerStream(convId, modelForStop);
 		// an explicit stop leaves nothing to resume and kills a pending resume retry
 		ChatService.clearStreamState(convId);
 		const retryTimer = this.resumeRetryTimers.get(convId);
+
 		if (retryTimer !== undefined) {
 			clearTimeout(retryTimer);
 			this.resumeRetryTimers.delete(convId);
 		}
+
 		this.resumePendingConvs.delete(convId);
 		this.abortRequest(convId);
 		this.setChatLoading(convId, false);
@@ -1545,16 +1817,13 @@ class ChatStore {
 			configValue.titleGenerationPrompt.trim()
 				? configValue.titleGenerationPrompt
 				: TITLE_GENERATION.DEFAULT_PROMPT;
-
 		const titlePrompt = titlePromptTemplate
 			.replace('{{USER}}', String(userContent || ''))
 			.replace('{{ASSISTANT}}', String(assistantContent || ''));
-
 		const titleMessage: ApiChatMessageData = {
-			role: MessageRole.USER,
-			content: titlePrompt
+			content: titlePrompt,
+			role: MessageRole.USER
 		};
-
 		const titleResponse = await ChatService.generateTitle(titleMessage, effectiveModel);
 
 		if (!titleResponse) {
@@ -1562,14 +1831,18 @@ class ChatStore {
 		}
 
 		let cleanTitle = titleResponse.trim();
+
 		cleanTitle = cleanTitle
 			.replace(TITLE_GENERATION.PREFIX_PATTERN, '')
 			.replace(TITLE_GENERATION.QUOTE_PATTERN, '')
 			.trim();
+
 		if (!cleanTitle || cleanTitle.length < TITLE_GENERATION.MIN_LENGTH) {
 			const firstLine = userContent.split('\n').find((l) => l.trim().length > 0);
+
 			cleanTitle = firstLine ? firstLine.trim() : TITLE_GENERATION.FALLBACK;
 		}
+
 		if (cleanTitle && cleanTitle.length >= TITLE_GENERATION.MIN_LENGTH) {
 			await conversationsStore.updateConversationName(convId, cleanTitle);
 		}
@@ -1577,15 +1850,22 @@ class ChatStore {
 
 	private async savePartialResponseIfNeeded(convId?: string): Promise<void> {
 		const conversationId = convId || conversationsStore.activeConversation?.id;
+
 		if (!conversationId) return;
+
 		const streamingState = this.getChatStreaming(conversationId);
+
 		if (!streamingState) return;
+
 		const messages =
 			conversationId === conversationsStore.activeConversation?.id
 				? conversationsStore.activeMessages
 				: await conversationsStore.getConversationMessages(conversationId);
+
 		if (!messages.length) return;
+
 		const lastMessage = messages[messages.length - 1];
+
 		if (lastMessage?.role !== MessageRole.ASSISTANT) return;
 
 		const partialContent = streamingState.response;
@@ -1609,27 +1889,33 @@ class ChatStore {
 			} = {
 				toolCalls: ''
 			};
+
 			if (partialContent.trim()) updateData.content = partialContent;
+
 			if (partialReasoning.trim()) updateData.reasoningContent = partialReasoning;
+
 			const lastKnownState = this.getProcessingState(conversationId);
+
 			if (lastKnownState) {
 				updateData.timings = {
-					prompt_n: lastKnownState.promptTokens || 0,
-					prompt_ms: lastKnownState.promptMs,
-					predicted_n: lastKnownState.tokensDecoded || 0,
 					cache_n: lastKnownState.cacheTokens || 0,
 					predicted_ms:
 						lastKnownState.tokensPerSecond && lastKnownState.tokensDecoded
 							? (lastKnownState.tokensDecoded / lastKnownState.tokensPerSecond) * 1000
-							: undefined
+							: undefined,
+					predicted_n: lastKnownState.tokensDecoded || 0,
+					prompt_ms: lastKnownState.promptMs,
+					prompt_n: lastKnownState.promptTokens || 0
 				};
 			}
+
 			await DatabaseService.updateMessage(lastMessage.id, updateData);
 			lastMessage.content = partialContent;
 			// mirror the drop into the in-memory message so the next request sent via
 			// sendMessage (queued pending, Send immediately, or manual follow-up) reads
 			// the cleared value, not whatever the streaming widget had been showing
 			lastMessage.toolCalls = '';
+
 			if (updateData.timings) lastMessage.timings = updateData.timings;
 		} catch (error) {
 			lastMessage.content = partialContent;
@@ -1640,31 +1926,43 @@ class ChatStore {
 
 	async updateMessage(messageId: string, newContent: string): Promise<void> {
 		const activeConv = conversationsStore.activeConversation;
+
 		if (!activeConv) return;
+
 		if (this.isChatLoadingInternal(activeConv.id)) await this.stopGeneration();
+
 		const result = this.getMessageByIdWithRole(messageId, MessageRole.USER);
+
 		if (!result) return;
-		const { message: messageToUpdate, index: messageIndex } = result;
+
+		const { index: messageIndex, message: messageToUpdate } = result;
 		const originalContent = messageToUpdate.content;
+
 		try {
 			const allMessages = await conversationsStore.getConversationMessages(activeConv.id);
 			const rootMessage = allMessages.find((m) => m.type === 'root' && m.parent === null);
 			const isFirstUserMessage = rootMessage && messageToUpdate.parent === rootMessage.id;
+
 			conversationsStore.updateMessageAtIndex(messageIndex, { content: newContent });
 			await DatabaseService.updateMessage(messageId, { content: newContent });
+
 			if (isFirstUserMessage && newContent.trim())
 				await conversationsStore.updateConversationName(
 					activeConv.id,
 					generateConversationTitle(newContent, Boolean(config().titleGenerationUseFirstLine))
 				);
+
 			const messagesToRemove = conversationsStore.activeMessages.slice(messageIndex + 1);
+
 			if (messagesToRemove.length > 0)
 				await DatabaseService.deleteMessageCascading(activeConv.id, messagesToRemove[0].id);
+
 			conversationsStore.sliceActiveMessages(messageIndex + 1);
 			conversationsStore.updateConversationTimestamp();
 			this.setChatLoading(activeConv.id, true);
 			this.clearChatStreaming(activeConv.id);
 			const assistantMessage = await this.createAssistantMessage();
+
 			conversationsStore.addMessageToActive(assistantMessage);
 			await conversationsStore.updateCurrentNode(assistantMessage.id);
 			await this.streamChatCompletion(
@@ -1684,13 +1982,19 @@ class ChatStore {
 
 	async regenerateMessage(messageId: string): Promise<void> {
 		const activeConv = conversationsStore.activeConversation;
+
 		if (!activeConv || this.isChatLoadingInternal(activeConv.id)) return;
+
 		this.cancelPreEncode();
 		const result = this.getMessageByIdWithRole(messageId, MessageRole.ASSISTANT);
+
 		if (!result) return;
+
 		const { index: messageIndex } = result;
+
 		try {
 			const messagesToRemove = conversationsStore.activeMessages.slice(messageIndex);
+
 			await DatabaseService.deleteMessageCascading(activeConv.id, messagesToRemove[0].id);
 			conversationsStore.sliceActiveMessages(messageIndex);
 			conversationsStore.updateConversationTimestamp();
@@ -1701,6 +2005,7 @@ class ChatStore {
 					? conversationsStore.activeMessages[conversationsStore.activeMessages.length - 1].id
 					: undefined;
 			const assistantMessage = await this.createAssistantMessage(parentMessageId);
+
 			conversationsStore.addMessageToActive(assistantMessage);
 			await this.streamChatCompletion(
 				conversationsStore.activeMessages.slice(0, -1),
@@ -1708,37 +2013,47 @@ class ChatStore {
 			);
 		} catch (error) {
 			if (!isAbortError(error)) console.error('Failed to regenerate message:', error);
+
 			this.setChatLoading(activeConv?.id || '', false);
 		}
 	}
 
 	async regenerateMessageWithBranching(messageId: string, modelOverride?: string): Promise<void> {
 		const activeConv = conversationsStore.activeConversation;
+
 		if (!activeConv || this.isChatLoadingInternal(activeConv.id)) return;
+
 		this.cancelPreEncode();
 		try {
 			const idx = conversationsStore.findMessageIndex(messageId);
+
 			if (idx === -1) return;
+
 			const msg = conversationsStore.activeMessages[idx];
+
 			if (msg.role !== MessageRole.ASSISTANT) return;
+
 			const allMessages = await conversationsStore.getConversationMessages(activeConv.id);
 			const parentMessage = findMessageById(allMessages, msg.parent);
+
 			if (!parentMessage) return;
+
 			this.setChatLoading(activeConv.id, true);
 			this.clearChatStreaming(activeConv.id);
 			const newAssistantMessage = await DatabaseService.createMessageBranch(
 				{
+					children: [],
+					content: '',
 					convId: msg.convId,
-					type: msg.type,
-					timestamp: Date.now(),
+					model: null,
 					role: msg.role,
-					content: '',
+					timestamp: Date.now(),
 					toolCalls: '',
-					children: [],
-					model: null
+					type: msg.type
 				},
 				parentMessage.id
 			);
+
 			await conversationsStore.updateCurrentNode(newAssistantMessage.id);
 			conversationsStore.updateConversationTimestamp();
 			await conversationsStore.refreshActiveMessages();
@@ -1748,6 +2063,7 @@ class ChatStore {
 				false
 			) as DatabaseMessage[];
 			const modelToUse = modelOverride || msg.model || undefined;
+
 			await this.streamChatCompletion(
 				conversationPath,
 				newAssistantMessage,
@@ -1758,6 +2074,7 @@ class ChatStore {
 		} catch (error) {
 			if (!isAbortError(error))
 				console.error('Failed to regenerate message with branching:', error);
+
 			this.setChatLoading(activeConv?.id || '', false);
 		}
 	}
@@ -1769,54 +2086,66 @@ class ChatStore {
 		messageTypes: string[];
 	}> {
 		const activeConv = conversationsStore.activeConversation;
+
 		if (!activeConv)
-			return { totalCount: 0, userMessages: 0, assistantMessages: 0, messageTypes: [] };
+			return { assistantMessages: 0, messageTypes: [], totalCount: 0, userMessages: 0 };
+
 		const allMessages = await conversationsStore.getConversationMessages(activeConv.id);
 		const messageToDelete = findMessageById(allMessages, messageId);
 
 		// For system messages, don't count descendants as they will be preserved (reparented to root)
 		if (messageToDelete?.role === MessageRole.SYSTEM) {
 			const messagesToDelete = allMessages.filter((m) => m.id === messageId);
-			let userMessages = 0,
-				assistantMessages = 0;
+
+			let assistantMessages = 0,
+				userMessages = 0;
+
 			const messageTypes: string[] = [];
 
 			for (const msg of messagesToDelete) {
 				if (msg.role === MessageRole.USER) {
 					userMessages++;
+
 					if (!messageTypes.includes('user message')) messageTypes.push('user message');
 				} else if (msg.role === MessageRole.ASSISTANT) {
 					assistantMessages++;
+
 					if (!messageTypes.includes('assistant response')) messageTypes.push('assistant response');
 				}
 			}
 
-			return { totalCount: 1, userMessages, assistantMessages, messageTypes };
+			return { assistantMessages, messageTypes, totalCount: 1, userMessages };
 		}
 
 		const descendants = findDescendantMessages(allMessages, messageId);
 		const allToDelete = [messageId, ...descendants];
 		const messagesToDelete = allMessages.filter((m) => allToDelete.includes(m.id));
-		let userMessages = 0,
-			assistantMessages = 0;
+
+		let assistantMessages = 0,
+			userMessages = 0;
+
 		const messageTypes: string[] = [];
 
 		for (const msg of messagesToDelete) {
 			if (msg.role === MessageRole.USER) {
 				userMessages++;
+
 				if (!messageTypes.includes('user message')) messageTypes.push('user message');
 			} else if (msg.role === MessageRole.ASSISTANT) {
 				assistantMessages++;
+
 				if (!messageTypes.includes('assistant response')) messageTypes.push('assistant response');
 			}
 		}
 
-		return { totalCount: allToDelete.length, userMessages, assistantMessages, messageTypes };
+		return { assistantMessages, messageTypes, totalCount: allToDelete.length, userMessages };
 	}
 
 	async deleteMessage(messageId: string): Promise<void> {
 		const activeConv = conversationsStore.activeConversation;
+
 		if (!activeConv) return;
+
 		try {
 			const allMessages = await conversationsStore.getConversationMessages(activeConv.id);
 			const messageToDelete = findMessageById(allMessages, messageId);
@@ -1863,32 +2192,40 @@ class ChatStore {
 	 */
 	private async continueAsNextAgenticTurn(anchorIndex: number): Promise<void> {
 		const activeConv = conversationsStore.activeConversation;
+
 		if (!activeConv) return;
+
 		const anchor = conversationsStore.activeMessages[anchorIndex];
+
 		if (!anchor) return;
+
 		this.cancelPreEncode();
 		this.setChatLoading(activeConv.id, true);
 		this.clearChatStreaming(activeConv.id);
 		try {
 			const allMessages = await conversationsStore.getConversationMessages(activeConv.id);
 			const anchorMessage = findMessageById(allMessages, anchor.id);
+
 			if (!anchorMessage) {
 				this.setChatLoading(activeConv.id, false);
+
 				return;
 			}
+
 			const newAssistantMessage = await DatabaseService.createMessageBranch(
 				{
+					children: [],
+					content: '',
 					convId: activeConv.id,
-					type: MessageType.TEXT,
-					timestamp: Date.now(),
+					model: null,
 					role: MessageRole.ASSISTANT,
-					content: '',
+					timestamp: Date.now(),
 					toolCalls: '',
-					children: [],
-					model: null
+					type: MessageType.TEXT
 				},
 				anchorMessage.id
 			);
+
 			await conversationsStore.updateCurrentNode(newAssistantMessage.id);
 			conversationsStore.updateConversationTimestamp();
 			await conversationsStore.refreshActiveMessages();
@@ -1897,30 +2234,35 @@ class ChatStore {
 				anchorMessage.id,
 				false
 			) as DatabaseMessage[];
+
 			await this.streamChatCompletion(conversationPath, newAssistantMessage);
 		} catch (error) {
 			if (!isAbortError(error)) console.error('Failed to continue agentic turn:', error);
+
 			this.setChatLoading(activeConv.id, false);
 		}
 	}
 
 	async continueAssistantMessage(messageId: string): Promise<void> {
 		const activeConv = conversationsStore.activeConversation;
+
 		if (!activeConv || this.isChatLoadingInternal(activeConv.id)) return;
+
 		const result = this.getMessageByIdWithRole(messageId, MessageRole.ASSISTANT);
 
 		if (!result) return;
 
-		const { message: msg, index: idx } = result;
-
+		const { index: idx, message: msg } = result;
 		// Decide which resume path applies. tool_calls without tool results can
 		// not be resumed mid sequence by continue_final_message, branch instead.
 		// tool_calls already paired with tool results need a fresh next turn,
 		// not a token level continuation of the target assistant.
 		const intent = classifyContinueIntent(conversationsStore.activeMessages, idx);
+
 		if (intent.kind === ContinueIntentKind.RERUN_TURN) {
 			return this.regenerateMessageWithBranching(messageId);
 		}
+
 		if (intent.kind === ContinueIntentKind.NEXT_TURN) {
 			return this.continueAsNextAgenticTurn(intent.truncateAfter);
 		}
@@ -1935,6 +2277,7 @@ class ChatStore {
 
 			if (!dbMessage) {
 				this.setChatLoading(activeConv.id, false);
+
 				return;
 			}
 
@@ -1958,7 +2301,6 @@ class ChatStore {
 					content: fullContent
 				});
 			};
-
 			const abortController = this.getOrCreateAbortController(msg.convId);
 
 			await ChatService.sendMessage(
@@ -1966,52 +2308,12 @@ class ChatStore {
 				{
 					...this.getApiOptions(),
 					continueFinalMessage: true,
-					onConnectionState: (state: StreamConnectionState) => {
-						if (msg.convId === conversationsStore.activeConversation?.id) {
-							this.streamConnectionState = state;
-						}
-					},
 					onChunk: (chunk: string) => {
 						appendedContent += chunk;
 						hasReceivedContent = true;
 						updateStreamingContent(originalContent + appendedContent);
 						this.setChatReasoning(msg.convId, false);
 					},
-					onCompletionId: (id: string) => {
-						if (!id) return;
-						// refresh the message id so a later skip targets the live slot after a continue
-						conversationsStore.updateMessageAtIndex(conversationsStore.findMessageIndex(msg.id), {
-							completionId: id
-						});
-						DatabaseService.updateMessage(msg.id, { completionId: id }).catch(() => {});
-					},
-					onReasoningChunk: (chunk: string) => {
-						appendedReasoning += chunk;
-						hasReceivedContent = true;
-						// mark streaming state so a stop mid-thinking can persist the partial reasoning
-						this.setChatStreaming(msg.convId, originalContent + appendedContent, msg.id);
-						conversationsStore.updateMessageAtIndex(conversationsStore.findMessageIndex(msg.id), {
-							reasoningContent: originalReasoning + appendedReasoning
-						});
-						this.setChatReasoning(msg.convId, true);
-					},
-					onTimings: (timings?: ChatMessageTimings, promptProgress?: ChatMessagePromptProgress) => {
-						const tokensPerSecond =
-							timings?.predicted_ms && timings?.predicted_n
-								? (timings.predicted_n / timings.predicted_ms) * 1000
-								: 0;
-						this.updateProcessingStateFromTimings(
-							{
-								prompt_n: timings?.prompt_n || 0,
-								prompt_ms: timings?.prompt_ms,
-								predicted_n: timings?.predicted_n || 0,
-								predicted_per_second: tokensPerSecond,
-								cache_n: timings?.cache_n || 0,
-								prompt_progress: promptProgress
-							},
-							msg.convId
-						);
-					},
 					onComplete: async (
 						finalContent?: string,
 						reasoningContent?: string,
@@ -2044,6 +2346,20 @@ class ChatStore {
 						this.clearChatStreaming(msg.convId);
 						this.setProcessingState(msg.convId, null);
 					},
+					onCompletionId: (id: string) => {
+						if (!id) return;
+
+						// refresh the message id so a later skip targets the live slot after a continue
+						conversationsStore.updateMessageAtIndex(conversationsStore.findMessageIndex(msg.id), {
+							completionId: id
+						});
+						DatabaseService.updateMessage(msg.id, { completionId: id }).catch(() => {});
+					},
+					onConnectionState: (state: StreamConnectionState) => {
+						if (msg.convId === conversationsStore.activeConversation?.id) {
+							this.streamConnectionState = state;
+						}
+					},
 					onError: async (error: Error) => {
 						if (isAbortError(error)) {
 							if (hasReceivedContent && appendedContent) {
@@ -2087,10 +2403,37 @@ class ChatStore {
 						this.clearChatStreaming(msg.convId);
 						this.setProcessingState(msg.convId, null);
 						this.showErrorDialog({
-							type:
-								error.name === 'TimeoutError' ? ErrorDialogType.TIMEOUT : ErrorDialogType.SERVER,
-							message: error.message
+							message: error.message,
+							type: error.name === 'TimeoutError' ? ErrorDialogType.TIMEOUT : ErrorDialogType.SERVER
+						});
+					},
+					onReasoningChunk: (chunk: string) => {
+						appendedReasoning += chunk;
+						hasReceivedContent = true;
+						// mark streaming state so a stop mid-thinking can persist the partial reasoning
+						this.setChatStreaming(msg.convId, originalContent + appendedContent, msg.id);
+						conversationsStore.updateMessageAtIndex(conversationsStore.findMessageIndex(msg.id), {
+							reasoningContent: originalReasoning + appendedReasoning
 						});
+						this.setChatReasoning(msg.convId, true);
+					},
+					onTimings: (timings?: ChatMessageTimings, promptProgress?: ChatMessagePromptProgress) => {
+						const tokensPerSecond =
+							timings?.predicted_ms && timings?.predicted_n
+								? (timings.predicted_n / timings.predicted_ms) * 1000
+								: 0;
+
+						this.updateProcessingStateFromTimings(
+							{
+								cache_n: timings?.cache_n || 0,
+								predicted_n: timings?.predicted_n || 0,
+								predicted_per_second: tokensPerSecond,
+								prompt_ms: timings?.prompt_ms,
+								prompt_n: timings?.prompt_n || 0,
+								prompt_progress: promptProgress
+							},
+							msg.convId
+						);
 					}
 				},
 
@@ -2099,6 +2442,7 @@ class ChatStore {
 			);
 		} catch (error) {
 			if (!isAbortError(error)) console.error('Failed to continue message:', error);
+
 			if (activeConv) this.setChatLoading(activeConv.id, false);
 		}
 	}
@@ -2109,25 +2453,27 @@ class ChatStore {
 		shouldBranch: boolean
 	): Promise<void> {
 		const activeConv = conversationsStore.activeConversation;
+
 		if (!activeConv || this.isChatLoadingInternal(activeConv.id)) return;
 
 		const result = this.getMessageByIdWithRole(messageId, MessageRole.ASSISTANT);
+
 		if (!result) return;
 
-		const { message: msg, index: idx } = result;
+		const { index: idx, message: msg } = result;
 
 		try {
 			if (shouldBranch) {
 				const newMessage = await DatabaseService.createMessageBranch(
 					{
+						children: [],
+						content: newContent,
 						convId: msg.convId,
-						type: msg.type,
-						timestamp: Date.now(),
+						model: msg.model,
 						role: msg.role,
-						content: newContent,
+						timestamp: Date.now(),
 						toolCalls: msg.toolCalls || '',
-						children: [],
-						model: msg.model
+						type: msg.type
 					},
 					msg.parent!
 				);
@@ -2152,12 +2498,15 @@ class ChatStore {
 		newExtras?: DatabaseMessageExtra[]
 	): Promise<void> {
 		const activeConv = conversationsStore.activeConversation;
+
 		if (!activeConv) return;
 
 		const result = this.getMessageByIdWithRole(messageId, MessageRole.USER);
+
 		if (!result) return;
 
-		const { message: msg, index: idx } = result;
+		const { index: idx, message: msg } = result;
+
 		try {
 			const updateData: Partial<DatabaseMessage> = { content: newContent };
 
@@ -2189,11 +2538,17 @@ class ChatStore {
 		newExtras?: DatabaseMessageExtra[]
 	): Promise<void> {
 		const activeConv = conversationsStore.activeConversation;
+
 		if (!activeConv || this.isChatLoadingInternal(activeConv.id)) return;
+
 		let result = this.getMessageByIdWithRole(messageId, MessageRole.USER);
+
 		if (!result) result = this.getMessageByIdWithRole(messageId, MessageRole.SYSTEM);
+
 		if (!result) return;
-		const { message: msg, index: idx } = result;
+
+		const { index: idx, message: msg } = result;
+
 		try {
 			const allMessages = await conversationsStore.getConversationMessages(activeConv.id);
 			const rootMessage = allMessages.find((m) => m.type === 'root' && m.parent === null);
@@ -2215,41 +2570,48 @@ class ChatStore {
 				// No responses after this message — update in place instead of branching
 				const updates: Partial<DatabaseMessage> = {
 					content: newContent,
-					timestamp: Date.now(),
-					extra: extrasToUse
+					extra: extrasToUse,
+					timestamp: Date.now()
 				};
+
 				await DatabaseService.updateMessage(msg.id, updates);
 				conversationsStore.updateMessageAtIndex(idx, updates);
 				messageIdForResponse = msg.id;
 			} else {
 				// Has children — create a new branch as sibling
 				const parentId = msg.parent || rootMessage?.id;
+
 				if (!parentId) return;
+
 				const newMessage = await DatabaseService.createMessageBranch(
 					{
+						children: [],
+						content: newContent,
 						convId: msg.convId,
-						type: msg.type,
-						timestamp: Date.now(),
+						extra: extrasToUse,
+						model: msg.model,
 						role: msg.role,
-						content: newContent,
+						timestamp: Date.now(),
 						toolCalls: msg.toolCalls || '',
-						children: [],
-						extra: extrasToUse,
-						model: msg.model
+						type: msg.type
 					},
 					parentId
 				);
+
 				await conversationsStore.updateCurrentNode(newMessage.id);
 				messageIdForResponse = newMessage.id;
 			}
 
 			conversationsStore.updateConversationTimestamp();
+
 			if (isFirstUserMessage && newContent.trim())
 				await conversationsStore.updateConversationName(
 					activeConv.id,
 					generateConversationTitle(newContent, Boolean(config().titleGenerationUseFirstLine))
 				);
+
 			await conversationsStore.refreshActiveMessages();
+
 			if (msg.role === MessageRole.USER)
 				await this.generateResponseForMessage(messageIdForResponse);
 		} catch (error) {
@@ -2259,6 +2621,7 @@ class ChatStore {
 
 	private async generateResponseForMessage(userMessageId: string): Promise<void> {
 		const activeConv = conversationsStore.activeConversation;
+
 		if (!activeConv) return;
 
 		this.showErrorDialog(null);
@@ -2274,14 +2637,14 @@ class ChatStore {
 			) as DatabaseMessage[];
 			const assistantMessage = await DatabaseService.createMessageBranch(
 				{
+					children: [],
+					content: '',
 					convId: activeConv.id,
-					type: MessageType.TEXT,
-					timestamp: Date.now(),
+					model: null,
 					role: MessageRole.ASSISTANT,
-					content: '',
+					timestamp: Date.now(),
 					toolCalls: '',
-					children: [],
-					model: null
+					type: MessageType.TEXT
 				},
 				userMessageId
 			);
@@ -2334,21 +2697,23 @@ class ChatStore {
 
 		if (processingState === null) {
 			console.warn('Failed to parse timing data - skipping update');
+
 			return;
 		}
 
 		const targetId = conversationId || this.activeConversationId;
+
 		if (targetId) {
 			this.setProcessingState(targetId, processingState);
 		}
 	}
 
 	private parseTimingData(timingData: Record<string, unknown>): ApiProcessingState | null {
-		const promptTokens = (timingData.prompt_n as number) || 0,
-			promptMs = (timingData.prompt_ms as number) || undefined,
+		const cacheTokens = (timingData.cache_n as number) || 0,
 			predictedTokens = (timingData.predicted_n as number) || 0,
-			tokensPerSecond = (timingData.predicted_per_second as number) || 0,
-			cacheTokens = (timingData.cache_n as number) || 0;
+			promptMs = (timingData.prompt_ms as number) || undefined,
+			promptTokens = (timingData.prompt_n as number) || 0,
+			tokensPerSecond = (timingData.predicted_per_second as number) || 0;
 		const promptProgress = timingData.prompt_progress as
 			| { total: number; cache: number; processed: number; time_ms: number }
 			| undefined;
@@ -2363,43 +2728,47 @@ class ChatStore {
 		const progressPercent = promptProgress
 			? Math.round((progressActualDone / progressActualTotal) * 100)
 			: undefined;
+
 		return {
-			status: predictedTokens > 0 ? 'generating' : promptProgress ? 'preparing' : 'idle',
-			tokensDecoded: predictedTokens,
-			tokensRemaining: outputTokensMax - predictedTokens,
-			contextUsed,
+			cacheTokens,
 			contextTotal,
-			outputTokensUsed,
-			outputTokensMax,
+			contextUsed,
 			hasNextToken: predictedTokens > 0,
-			tokensPerSecond,
-			temperature: currentConfig.temperature ?? 0.8,
-			topP: currentConfig.top_p ?? 0.95,
-			speculative: false,
+			outputTokensMax,
+			outputTokensUsed,
 			progressPercent,
+			promptMs,
 			promptProgress,
 			promptTokens,
-			promptMs,
-			cacheTokens
+			speculative: false,
+			status: predictedTokens > 0 ? 'generating' : promptProgress ? 'preparing' : 'idle',
+			temperature: currentConfig.temperature ?? 0.8,
+			tokensDecoded: predictedTokens,
+			tokensPerSecond,
+			tokensRemaining: outputTokensMax - predictedTokens,
+			topP: currentConfig.top_p ?? 0.95
 		};
 	}
 
 	restoreProcessingStateFromMessages(messages: DatabaseMessage[], conversationId: string): void {
 		for (let i = messages.length - 1; i >= 0; i--) {
 			const message = messages[i];
+
 			if (message.role === MessageRole.ASSISTANT && message.timings) {
 				const restoredState = this.parseTimingData({
-					prompt_n: message.timings.prompt_n || 0,
-					prompt_ms: message.timings.prompt_ms,
+					cache_n: message.timings.cache_n || 0,
 					predicted_n: message.timings.predicted_n || 0,
 					predicted_per_second:
 						message.timings.predicted_n && message.timings.predicted_ms
 							? (message.timings.predicted_n / message.timings.predicted_ms) * 1000
 							: 0,
-					cache_n: message.timings.cache_n || 0
+					prompt_ms: message.timings.prompt_ms,
+					prompt_n: message.timings.prompt_n || 0
 				});
+
 				if (restoredState) {
 					this.setProcessingState(conversationId, restoredState);
+
 					return;
 				}
 			}
@@ -2409,8 +2778,10 @@ class ChatStore {
 	getConversationModel(messages: DatabaseMessage[]): string | null {
 		for (let i = messages.length - 1; i >= 0; i--) {
 			const message = messages[i];
+
 			if (message.role === MessageRole.ASSISTANT && message.model) return message.model;
 		}
+
 		return null;
 	}
 
@@ -2422,6 +2793,7 @@ class ChatStore {
 
 		if (isRouterMode()) {
 			const modelName = selectedModelName();
+
 			if (modelName) apiOptions.model = modelName;
 		}
 
@@ -2433,8 +2805,10 @@ class ChatStore {
 
 		// an explicit reasoning choice overrides the server default, DEFAULT sends nothing
 		const effort = conversationsStore.getReasoningEffort();
+
 		if (effort !== ReasoningEffort.DEFAULT) {
 			apiOptions.enableThinking = effort !== ReasoningEffort.OFF;
+
 			if (effort !== ReasoningEffort.OFF) apiOptions.reasoningEffort = effort;
 		}
 
@@ -2518,6 +2892,7 @@ class ChatStore {
 
 		try {
 			const allIdle = await ChatService.areAllSlotsIdle(model, signal);
+
 			if (!allIdle || signal.aborted) return;
 
 			const messagesWithAssistant: DatabaseMessage[] = [
diff --git a/tools/ui/src/lib/stores/context-gauge-popup.svelte.ts b/tools/ui/src/lib/stores/context-gauge-popup.svelte.ts
index 441edb3ac..34f25283f 100644
--- a/tools/ui/src/lib/stores/context-gauge-popup.svelte.ts
+++ b/tools/ui/src/lib/stores/context-gauge-popup.svelte.ts
@@ -16,20 +16,23 @@ import {
 let closeTimer: ReturnType<typeof setTimeout> | undefined;
 let lastPointerType = '';
 
-export const gaugePopup = $state({ open: false, centerX: 0, bottom: 0 });
+export const gaugePopup = $state({ bottom: 0, centerX: 0, detailsOpen: false, open: false });
 
 function openFrom(trigger: HTMLElement): void {
 	clearTimeout(closeTimer);
 	const frame = trigger.closest('form');
+
 	if (frame) {
 		const frameRect = frame.getBoundingClientRect();
 		const triggerRect = trigger.getBoundingClientRect();
 		const centerX = triggerRect.left + triggerRect.width / 2 - frameRect.left;
 		const min = CONTEXT_GAUGE_CARD_HALF_WIDTH_PX + CONTEXT_GAUGE_EDGE_MARGIN_PX;
 		const max = frameRect.width - CONTEXT_GAUGE_CARD_HALF_WIDTH_PX - CONTEXT_GAUGE_EDGE_MARGIN_PX;
+
 		gaugePopup.centerX = Math.min(Math.max(centerX, min), Math.max(min, max));
 		gaugePopup.bottom = frameRect.bottom - triggerRect.top + CONTEXT_GAUGE_DIAL_GAP_PX;
 	}
+
 	gaugePopup.open = true;
 }
 
@@ -53,32 +56,38 @@ export function gaugeTriggerPointerDown(event: PointerEvent): void {
 
 export function gaugeTriggerClick(event: MouseEvent): void {
 	if (lastPointerType !== 'touch') return;
+
 	toggleFrom(event.currentTarget as HTMLElement);
 }
 
 export function gaugeTriggerKeydown(event: KeyboardEvent): void {
 	if (event.key !== 'Enter' && event.key !== ' ') return;
+
 	event.preventDefault();
 	toggleFrom(event.currentTarget as HTMLElement);
 }
 
 export function gaugeTriggerEnter(event: PointerEvent): void {
 	if (event.pointerType !== 'mouse') return;
+
 	openFrom(event.currentTarget as HTMLElement);
 }
 
 export function gaugeTriggerLeave(event: PointerEvent): void {
 	if (event.pointerType !== 'mouse') return;
+
 	scheduleClose();
 }
 
 export function gaugeCardEnter(event: PointerEvent): void {
 	if (event.pointerType !== 'mouse') return;
+
 	clearTimeout(closeTimer);
 }
 
 export function gaugeCardLeave(event: PointerEvent): void {
 	if (event.pointerType !== 'mouse') return;
+
 	scheduleClose();
 }
 
diff --git a/tools/ui/src/lib/stores/conversations.svelte.ts b/tools/ui/src/lib/stores/conversations.svelte.ts
index 1a1157c72..b1fcac4be 100644
--- a/tools/ui/src/lib/stores/conversations.svelte.ts
+++ b/tools/ui/src/lib/stores/conversations.svelte.ts
@@ -18,44 +18,43 @@
  * @see DatabaseService in services/database.ts for IndexedDB operations
  */
 
-import { goto } from '$app/navigation';
 import { browser } from '$app/environment';
-import { toast } from 'svelte-sonner';
-import { DatabaseService } from '$lib/services/database.service';
-import { MigrationService } from '$lib/services/migration.service';
-import { config } from '$lib/stores/settings.svelte';
-import { mcpStore } from '$lib/stores/mcp.svelte';
-import { filterByLeafNodeId, findLeafNode, generateConversationTitle } from '$lib/utils';
-import type { McpServerOverride } from '$lib/types/database';
-import { zipSync, unzipSync, strToU8, strFromU8 } from 'fflate';
-import {
-	MessageRole,
-	FileExtensionText,
-	MimeTypeText,
-	MimeTypeApplication,
-	ReasoningEffort,
-	SessionRecordType
-} from '$lib/enums';
+import { goto } from '$app/navigation';
 import {
-	ISO_DATE_TIME_SEPARATOR,
-	ISO_DATE_TIME_SEPARATOR_REPLACEMENT,
-	ISO_TIMESTAMP_SLICE_LENGTH,
 	EXPORT_CONV_ID_TRIM_LENGTH,
-	EXPORT_CONV_NONALNUM_REPLACEMENT,
 	EXPORT_CONV_NAME_SUFFIX_MAX_LENGTH,
+	EXPORT_CONV_NONALNUM_REPLACEMENT,
+	ISO_DATE_TIME_SEPARATOR,
+	ISO_DATE_TIME_SEPARATOR_REPLACEMENT,
 	ISO_TIME_SEPARATOR,
 	ISO_TIME_SEPARATOR_REPLACEMENT,
-	NON_ALPHANUMERIC_REGEX,
+	ISO_TIMESTAMP_SLICE_LENGTH,
 	MULTIPLE_UNDERSCORE_REGEX,
-	REASONING_EFFORT_DEFAULT_LOCALSTORAGE_KEY,
 	NEWLINE,
+	NON_ALPHANUMERIC_REGEX,
+	REASONING_EFFORT_DEFAULT_LOCALSTORAGE_KEY,
 	SESSION_HARNESS,
 	ZIP_MAGIC
 } from '$lib/constants';
-
 import { ROUTES } from '$lib/constants/routes';
+import {
+	FileExtensionText,
+	MessageRole,
+	MimeTypeApplication,
+	MimeTypeText,
+	ReasoningEffort,
+	SessionRecordType
+} from '$lib/enums';
+import { DatabaseService } from '$lib/services/database.service';
+import { MigrationService } from '$lib/services/migration.service';
 import { RouterService } from '$lib/services/router.service';
+import { mcpStore } from '$lib/stores/mcp.svelte';
+import { config } from '$lib/stores/settings.svelte';
+import type { McpServerOverride } from '$lib/types/database';
+import { filterByLeafNodeId, findLeafNode, generateConversationTitle } from '$lib/utils';
+import { strFromU8, strToU8, unzipSync, zipSync } from 'fflate';
 import { SvelteMap, SvelteSet } from 'svelte/reactivity';
+import { toast } from 'svelte-sonner';
 
 export interface ConversationTreeItem {
 	conversation: DatabaseConversation;
@@ -86,11 +85,22 @@ class ConversationsStore {
 	/** Global (non-conversation-specific) reasoning effort default */
 	pendingReasoningEffort = $state<ReasoningEffort>(ConversationsStore.loadReasoningEffortDefault());
 
+	/**
+	 * Working directory picked on the empty new-chat screen, before any
+	 * conversation exists. Consumed by `chatStore.sendMessage()`, which
+	 * records it into chat history as a synthetic message on first send.
+	 * Cleared by `loadConversation` and `clearActiveConversation` so a
+	 * stale pick can't bleed onto an unrelated chat.
+	 */
+	pendingCwd = $state<string | null>(null);
+
 	/** Load reasoning effort default from localStorage, DEFAULT defers to the server */
 	private static loadReasoningEffortDefault(): ReasoningEffort {
 		if (typeof globalThis.localStorage === 'undefined') return ReasoningEffort.DEFAULT;
+
 		try {
 			const raw = localStorage.getItem(REASONING_EFFORT_DEFAULT_LOCALSTORAGE_KEY);
+
 			return (raw as ReasoningEffort) || ReasoningEffort.DEFAULT;
 		} catch {
 			return ReasoningEffort.DEFAULT;
@@ -100,6 +110,7 @@ class ConversationsStore {
 	/** Persist reasoning effort default to localStorage */
 	private saveReasoningEffortDefaults(): void {
 		if (typeof globalThis.localStorage === 'undefined') return;
+
 		localStorage.setItem(REASONING_EFFORT_DEFAULT_LOCALSTORAGE_KEY, this.pendingReasoningEffort);
 	}
 
@@ -129,6 +140,7 @@ class ConversationsStore {
 	 */
 	init(): Promise<void> {
 		if (!browser) return Promise.resolve();
+
 		if (this.initPromise) return this.initPromise;
 
 		this.initPromise = (async () => {
@@ -220,6 +232,7 @@ class ConversationsStore {
 		if (index !== -1) {
 			return this.activeMessages.splice(index, 1)[0];
 		}
+
 		return undefined;
 	}
 
@@ -236,6 +249,7 @@ class ConversationsStore {
 	 */
 	async loadConversations(): Promise<void> {
 		const conversations = await DatabaseService.getAllConversations();
+
 		this.conversations = conversations;
 	}
 
@@ -246,14 +260,18 @@ class ConversationsStore {
 	 */
 	async createConversation(name?: string): Promise<string> {
 		const conversationName = name || `Chat ${new Date().toLocaleString()}`;
-
 		// No MCP override list is seeded: getAllMcpServerOverrides resolves
 		// servers without a per-conversation override to `mcpServers[i].enabled`,
 		// and only explicit toggles are stored on the conversation.
+		// Working directory picked on the new-chat screen gets threaded in
+		// here too, then cleared so it doesn't bleed onto subsequent new chats.
 		const conversation = await DatabaseService.createConversation(conversationName, {
+			cwd: this.pendingCwd ?? undefined,
 			reasoningEffort: this.pendingReasoningEffort
 		});
 
+		this.pendingCwd = null;
+
 		this.conversations = [conversation, ...this.conversations];
 		this.activeConversation = conversation;
 		this.activeMessages = [];
@@ -276,6 +294,10 @@ class ConversationsStore {
 				return false;
 			}
 
+			// Drop any cwd the user drafted on the empty new-chat screen -
+			// it doesn't belong to this conversation.
+			this.pendingCwd = null;
+
 			this.activeConversation = conversation;
 
 			if (conversation.currNode) {
@@ -285,15 +307,18 @@ class ConversationsStore {
 					conversation.currNode,
 					false
 				) as DatabaseMessage[];
+
 				this.activeMessages = filteredMessages;
 			} else {
 				const messages = await DatabaseService.getConversationMessages(convId);
+
 				this.activeMessages = messages;
 			}
 
 			return true;
 		} catch (error) {
 			console.error('Failed to load conversation:', error);
+
 			return false;
 		}
 	}
@@ -306,6 +331,7 @@ class ConversationsStore {
 		this.activeMessages = [];
 		// reload defaults so new chats inherit persisted state
 		this.pendingReasoningEffort = ConversationsStore.loadReasoningEffortDefault();
+		this.pendingCwd = null;
 	}
 
 	/**
@@ -320,8 +346,10 @@ class ConversationsStore {
 				// Collect all descendants recursively
 				const idsToRemove = new SvelteSet([convId]);
 				const queue = [convId];
+
 				while (queue.length > 0) {
 					const parentId = queue.pop()!;
+
 					for (const c of this.conversations) {
 						if (c.forkedFromConversationId === parentId && !idsToRemove.has(c.id)) {
 							idsToRemove.add(c.id);
@@ -339,6 +367,7 @@ class ConversationsStore {
 				// Reparent direct children to deleted conv's parent (or promote to top-level)
 				const deletedConv = this.conversations.find((c) => c.id === convId);
 				const newParent = deletedConv?.forkedFromConversationId;
+
 				this.conversations = this.conversations
 					.filter((c) => c.id !== convId)
 					.map((c) =>
@@ -363,6 +392,7 @@ class ConversationsStore {
 	async deleteAll(): Promise<void> {
 		try {
 			const allConversations = await DatabaseService.getAllConversations();
+
 			await DatabaseService.bulkDeleteConversations(allConversations.map((c) => c.id));
 
 			this.clearActiveConversation();
@@ -391,8 +421,10 @@ class ConversationsStore {
 			// Collect all descendants recursively so the local cache stays consistent
 			// even when deleteWithForks is omitted.
 			const queue = [...convIds];
+
 			while (queue.length > 0) {
 				const parentId = queue.pop()!;
+
 				for (const c of this.conversations) {
 					if (c.forkedFromConversationId === parentId && !idsToRemove.has(c.id)) {
 						idsToRemove.add(c.id);
@@ -435,16 +467,18 @@ class ConversationsStore {
 
 		try {
 			const updates = await DatabaseService.bulkToggleConversationPins(convIds);
-
 			const activeId = this.activeConversation?.id;
+
 			if (activeId && updates.has(activeId)) {
 				this.activeConversation = {
 					...this.activeConversation!,
 					pinned: updates.get(activeId)!
 				};
 			}
+
 			for (let i = 0; i < this.conversations.length; i++) {
 				const newPinned = updates.get(this.conversations[i].id);
+
 				if (newPinned !== undefined) this.conversations[i].pinned = newPinned;
 			}
 
@@ -469,16 +503,18 @@ class ConversationsStore {
 
 		try {
 			const fetched = await DatabaseService.getConversationsWithMessages(convIds);
-
 			const activeId = this.activeConversation?.id;
 			const overridden = fetched.get(activeId ?? '');
+
 			if (overridden && activeId) {
 				overridden.conv = { ...this.activeConversation! };
 			}
 
 			const exported = [...fetched.values()];
+
 			if (exported.length === 0) {
 				toast.error('No conversations to export');
+
 				return;
 			}
 
@@ -513,13 +549,13 @@ class ConversationsStore {
 
 		if (allMessages.length === 0) {
 			this.activeMessages = [];
+
 			return;
 		}
 
 		const leafNodeId =
 			this.activeConversation.currNode ||
 			allMessages.reduce((latest, msg) => (msg.timestamp > latest.timestamp ? msg : latest)).id;
-
 		const currentPath = filterByLeafNodeId(allMessages, leafNodeId, false) as DatabaseMessage[];
 
 		this.activeMessages = currentPath;
@@ -573,7 +609,6 @@ class ConversationsStore {
 	async toggleConversationPin(convId: string): Promise<boolean> {
 		try {
 			const newPinnedState = await DatabaseService.toggleConversationPin(convId);
-
 			const convIndex = this.conversations.findIndex((c) => c.id === convId);
 
 			if (convIndex !== -1) {
@@ -587,6 +622,7 @@ class ConversationsStore {
 			return newPinnedState;
 		} catch (error) {
 			console.error('Failed to toggle conversation pin:', error);
+
 			return false;
 		}
 	}
@@ -600,15 +636,16 @@ class ConversationsStore {
 	 */
 	updateConversationTimestamp(convId?: string): void {
 		const targetId = convId ?? this.activeConversation?.id;
+
 		if (!targetId) return;
 
 		const now = Date.now();
-
 		const chatIndex = this.conversations.findIndex((c) => c.id === targetId);
 
 		if (chatIndex !== -1) {
 			this.conversations[chatIndex].lastModified = now;
 			const updatedConv = this.conversations.splice(chatIndex, 1)[0];
+
 			this.conversations = [updatedConv, ...this.conversations];
 		}
 
@@ -652,7 +689,6 @@ class ConversationsStore {
 		const currentFirstUserMessage = this.activeMessages.find(
 			(m) => m.role === MessageRole.USER && m.parent === rootMessage?.id
 		);
-
 		const currentLeafNodeId = findLeafNode(allMessages, siblingId);
 
 		await DatabaseService.updateCurrentNode(this.activeConversation.id, currentLeafNodeId);
@@ -696,8 +732,10 @@ class ConversationsStore {
 	 */
 	#getDefaultOverride(serverId: string): McpServerOverride | undefined {
 		const server = mcpStore.getServers().find((s) => s.id === serverId);
+
 		if (!server) return undefined;
-		return { serverId, enabled: server.enabled };
+
+		return { enabled: server.enabled, serverId };
 	}
 
 	/**
@@ -711,7 +749,9 @@ class ConversationsStore {
 		const override = this.activeConversation?.mcpServerOverrides?.find(
 			(o: McpServerOverride) => o.serverId === serverId
 		);
+
 		if (override) return override;
+
 		return this.#getDefaultOverride(serverId);
 	}
 
@@ -722,9 +762,11 @@ class ConversationsStore {
 	 */
 	getAllMcpServerOverrides(): McpServerOverride[] {
 		const overrides = this.activeConversation?.mcpServerOverrides;
+
 		return mcpStore.getServers().map((s) => {
 			const override = overrides?.find((o: McpServerOverride) => o.serverId === s.id);
-			return { serverId: s.id, enabled: override?.enabled ?? s.enabled };
+
+			return { enabled: override?.enabled ?? s.enabled, serverId: s.id };
 		});
 	}
 
@@ -735,6 +777,7 @@ class ConversationsStore {
 	 */
 	isMcpServerEnabledForChat(serverId: string): boolean {
 		const override = this.getMcpServerOverride(serverId);
+
 		return override?.enabled ?? false;
 	}
 
@@ -750,16 +793,18 @@ class ConversationsStore {
 			if (enabled !== undefined) {
 				mcpStore.updateServer(serverId, { enabled });
 			}
+
 			return;
 		}
 
 		// Clone to plain objects to avoid Proxy serialization issues with IndexedDB
 		const currentOverrides = (this.activeConversation.mcpServerOverrides || []).map(
 			(o: McpServerOverride) => ({
-				serverId: o.serverId,
-				enabled: o.enabled
+				enabled: o.enabled,
+				serverId: o.serverId
 			})
 		);
+
 		let newOverrides: McpServerOverride[];
 
 		if (enabled === undefined) {
@@ -768,11 +813,12 @@ class ConversationsStore {
 			const existingIndex = currentOverrides.findIndex(
 				(o: McpServerOverride) => o.serverId === serverId
 			);
+
 			if (existingIndex >= 0) {
 				newOverrides = [...currentOverrides];
-				newOverrides[existingIndex] = { serverId, enabled };
+				newOverrides[existingIndex] = { enabled, serverId };
 			} else {
-				newOverrides = [...currentOverrides, { serverId, enabled }];
+				newOverrides = [...currentOverrides, { enabled, serverId }];
 			}
 		}
 
@@ -786,6 +832,7 @@ class ConversationsStore {
 		};
 
 		const convIndex = this.conversations.findIndex((c) => c.id === this.activeConversation!.id);
+
 		if (convIndex !== -1) {
 			this.conversations[convIndex].mcpServerOverrides =
 				newOverrides.length > 0 ? newOverrides : undefined;
@@ -798,6 +845,7 @@ class ConversationsStore {
 	 */
 	async toggleMcpServerForChat(serverId: string): Promise<void> {
 		const currentEnabled = this.isMcpServerEnabledForChat(serverId);
+
 		await this.setMcpServerOverride(serverId, !currentEnabled);
 	}
 
@@ -819,12 +867,14 @@ class ConversationsStore {
 			if (this.activeConversation.reasoningEffort !== undefined) {
 				return this.activeConversation.reasoningEffort;
 			}
+
 			// conversations created before the tri-state store an explicit
 			// opt-out only as thinkingEnabled = false
 			if (this.activeConversation.thinkingEnabled === false) {
 				return ReasoningEffort.OFF;
 			}
 		}
+
 		return this.pendingReasoningEffort;
 	}
 
@@ -837,6 +887,7 @@ class ConversationsStore {
 		if (!this.activeConversation) {
 			this.pendingReasoningEffort = effort;
 			this.saveReasoningEffortDefaults();
+
 			return;
 		}
 
@@ -850,11 +901,51 @@ class ConversationsStore {
 		});
 
 		const convIndex = this.conversations.findIndex((c) => c.id === this.activeConversation!.id);
+
 		if (convIndex !== -1) {
 			this.conversations[convIndex].reasoningEffort = effort;
 		}
 	}
 
+	/**
+	 * Sets the working directory for the active conversation. Pass `null` or
+	 * an empty string to clear it, which restores the picker's empty state.
+	 *
+	 * On the empty new-chat screen (no active conversation yet), the value
+	 * is buffered into `pendingCwd` so the user can pick before
+	 * sending the first message; `createConversation()` consumes it.
+	 *
+	 * @param value - Absolute server-side path to the working directory, or null to clear
+	 */
+	async setCwd(value: string | null): Promise<void> {
+		const trimmed = value?.trim() || undefined;
+
+		// No chat yet - buffer for the first chat the user creates.
+		if (!this.activeConversation) {
+			this.pendingCwd = trimmed ?? null;
+
+			return;
+		}
+
+		this.activeConversation = {
+			...this.activeConversation,
+			cwd: trimmed
+		};
+
+		await DatabaseService.updateConversation(this.activeConversation.id, {
+			cwd: trimmed
+		});
+
+		const convIndex = this.conversations.findIndex((c) => c.id === this.activeConversation!.id);
+
+		if (convIndex !== -1) {
+			this.conversations[convIndex].cwd = trimmed;
+			this.conversations = [...this.conversations];
+		}
+
+		this.pendingCwd = null;
+	}
+
 	/**
 	 * Forks a conversation at a specific message, creating a new conversation
 	 * containing messages from root up to the target message, then navigates to it.
@@ -910,22 +1001,20 @@ class ConversationsStore {
 		msgs?: DatabaseMessage[]
 	): string {
 		const conversationName = (conversation.name ?? '').trim().toLowerCase();
-
 		const sanitizedName = conversationName
 			.replace(NON_ALPHANUMERIC_REGEX, EXPORT_CONV_NONALNUM_REPLACEMENT)
 			.replace(MULTIPLE_UNDERSCORE_REGEX, '_')
 			.substring(0, EXPORT_CONV_NAME_SUFFIX_MAX_LENGTH);
-
 		// If we have messages, use the timestamp of the newest message
 		const referenceDate = msgs?.length
 			? new Date(Math.max(...msgs.map((m) => m.timestamp)))
 			: new Date();
-
 		const iso = referenceDate.toISOString().slice(0, ISO_TIMESTAMP_SLICE_LENGTH);
 		const formattedDate = iso
 			.replace(ISO_DATE_TIME_SEPARATOR, ISO_DATE_TIME_SEPARATOR_REPLACEMENT)
 			.replaceAll(ISO_TIME_SEPARATOR, ISO_TIME_SEPARATOR_REPLACEMENT);
 		const trimmedConvId = conversation.id?.slice(0, EXPORT_CONV_ID_TRIM_LENGTH) ?? '';
+
 		return `${formattedDate}_conv_${trimmedConvId}_${sanitizedName}${FileExtensionText.JSONL}`;
 	}
 
@@ -938,10 +1027,9 @@ class ConversationsStore {
 	 */
 	serializeSessionToJsonl(data: ExportedConversation): string {
 		const { conv, messages } = data;
-
 		const sessionLine = JSON.stringify({
-			type: SessionRecordType.SESSION,
 			harness: SESSION_HARNESS,
+			type: SessionRecordType.SESSION,
 			...conv
 		});
 		const messageLines = messages.map((message: DatabaseMessage) => {
@@ -949,7 +1037,7 @@ class ConversationsStore {
 			const { toolCalls, ...rest } = message;
 			const normalized = toolCalls ? { ...rest, toolCalls: JSON.parse(toolCalls) } : rest;
 
-			return JSON.stringify({ type: SessionRecordType.MESSAGE, message: normalized });
+			return JSON.stringify({ message: normalized, type: SessionRecordType.MESSAGE });
 		});
 
 		return [sessionLine, ...messageLines].join(NEWLINE);
@@ -965,10 +1053,12 @@ class ConversationsStore {
 	 */
 	parseSessionsJsonl(text: string): ExportedConversation[] {
 		const sessions: ExportedConversation[] = [];
+
 		let current: ExportedConversation | null = null;
 
 		for (const line of text.split(NEWLINE)) {
 			const trimmed = line.trim();
+
 			if (!trimmed) continue;
 
 			const record = JSON.parse(trimmed);
@@ -976,6 +1066,7 @@ class ConversationsStore {
 			if (record.type === SessionRecordType.SESSION) {
 				// Drop the discriminator and harness marker; the rest is the conversation.
 				const conv = { ...record };
+
 				delete conv.type;
 				delete conv.harness;
 				current = { conv: conv as DatabaseConversation, messages: [] };
@@ -986,10 +1077,12 @@ class ConversationsStore {
 				}
 
 				const message = record.message as DatabaseMessage;
+
 				// `toolCalls` is parsed to an array on export; the DB stores it as a string.
 				if (message.toolCalls !== undefined && typeof message.toolCalls !== 'string') {
 					message.toolCalls = JSON.stringify(message.toolCalls);
 				}
+
 				current.messages.push(message);
 			}
 			// Ignore unknown record types for forward compatibility.
@@ -1030,10 +1123,13 @@ class ConversationsStore {
 		if (ZIP_MAGIC.every((byte, index) => bytes[index] === byte)) {
 			const entries = unzipSync(bytes);
 			const sessions: ExportedConversation[] = [];
+
 			for (const [entryName, entryBytes] of Object.entries(entries)) {
 				if (!entryName.toLowerCase().endsWith(FileExtensionText.JSONL)) continue;
+
 				sessions.push(...this.parseSessionsJsonl(strFromU8(entryBytes)));
 			}
+
 			return sessions;
 		}
 
@@ -1045,12 +1141,15 @@ class ConversationsStore {
 
 		// Legacy JSON format: an array of conversations or a single conversation object.
 		const parsed = JSON.parse(text);
+
 		if (Array.isArray(parsed)) {
 			return parsed;
 		}
+
 		if (parsed && typeof parsed === 'object' && 'conv' in parsed && 'messages' in parsed) {
 			return [parsed];
 		}
+
 		throw new Error(
 			'Invalid file format: expected array of conversations or single conversation object'
 		);
@@ -1066,13 +1165,14 @@ class ConversationsStore {
 
 		if (!conversation) {
 			console.error('Invalid data: missing conversation');
+
 			return;
 		}
 
 		const downloadFilename = filename ?? this.generateConversationFilename(conversation, msgs);
-
 		const jsonl = this.serializeSessionToJsonl(data);
 		const blob = new Blob([jsonl], { type: MimeTypeText.JSONL });
+
 		this.triggerDownload(blob, downloadFilename);
 	}
 
@@ -1084,6 +1184,7 @@ class ConversationsStore {
 	downloadConversationsArchive(data: ExportedConversation[]): void {
 		if (data.length === 0) {
 			console.error('Invalid data: no conversations to export');
+
 			return;
 		}
 
@@ -1096,6 +1197,7 @@ class ConversationsStore {
 			// Disambiguate any duplicate filenames within the archive.
 			let entryName = baseName;
 			let suffix = 1;
+
 			while (usedNames.has(entryName)) {
 				entryName = baseName.replace(
 					new RegExp(`${FileExtensionText.JSONL}$`),
@@ -1108,9 +1210,9 @@ class ConversationsStore {
 		}
 
 		const archiveName = `${new Date().toISOString().split(ISO_DATE_TIME_SEPARATOR)[0]}_conversations${FileExtensionText.ZIP}`;
-
 		const zipped = zipSync(files);
 		const blob = new Blob([zipped], { type: MimeTypeApplication.ZIP });
+
 		this.triggerDownload(blob, archiveName);
 	}
 
@@ -1120,6 +1222,7 @@ class ConversationsStore {
 	private triggerDownload(blob: Blob, filename: string): void {
 		const url = URL.createObjectURL(blob);
 		const a = document.createElement('a');
+
 		a.href = url;
 		a.download = filename;
 		document.body.appendChild(a);
@@ -1154,7 +1257,9 @@ class ConversationsStore {
 		data: ExportedConversations
 	): Promise<{ imported: DatabaseConversation[]; skipped: DatabaseConversation[] }> {
 		const result = await DatabaseService.importConversations(data);
+
 		await this.loadConversations();
+
 		return result;
 	}
 }
@@ -1169,6 +1274,7 @@ if (browser) {
 export const conversations = () => conversationsStore.conversations;
 export const activeConversation = () => conversationsStore.activeConversation;
 export const activeMessages = () => conversationsStore.activeMessages;
+export const pendingCwd = () => conversationsStore.pendingCwd;
 export const isConversationsInitialized = () => conversationsStore.isInitialized;
 
 /**
@@ -1183,7 +1289,9 @@ export const isConversationsInitialized = () => conversationsStore.isInitialized
 // Pinned conversations first, then by lastModified descending
 const comparePinnedThenRecent = (a: DatabaseConversation, b: DatabaseConversation) => {
 	if (a.pinned && !b.pinned) return -1;
+
 	if (!a.pinned && b.pinned) return 1;
+
 	return b.lastModified - a.lastModified;
 };
 
@@ -1210,6 +1318,7 @@ export function buildConversationTree(convs: DatabaseConversation[]): Conversati
 		result.push({ conversation: conv, depth });
 
 		const children = childrenByParent.get(conv.id);
+
 		if (children) {
 			children.sort(comparePinnedThenRecent);
 
@@ -1220,6 +1329,7 @@ export function buildConversationTree(convs: DatabaseConversation[]): Conversati
 	}
 
 	const roots = convs.filter((c) => !forkIds.has(c.id)).sort(comparePinnedThenRecent);
+
 	for (const root of roots) {
 		walk(root, 0);
 	}
diff --git a/tools/ui/src/lib/stores/device.svelte.ts b/tools/ui/src/lib/stores/device.svelte.ts
index d0f04b437..fef4865a9 100644
--- a/tools/ui/src/lib/stores/device.svelte.ts
+++ b/tools/ui/src/lib/stores/device.svelte.ts
@@ -32,8 +32,8 @@ interface DeviceContext {
 const SERVER_DEFAULT: DeviceContext = {
 	isIOSDevice: false,
 	isIOSSafari: false,
-	isWKWebView: false,
-	isStandalone: false
+	isStandalone: false,
+	isWKWebView: false
 };
 
 function detect(): DeviceContext {
@@ -41,22 +41,19 @@ function detect(): DeviceContext {
 
 	const ua = navigator.userAgent;
 	const isTouch = navigator.maxTouchPoints > 0;
-
 	const isIOSDevice = UA_PATTERNS.IOS_PHONE.test(ua) || (UA_PATTERNS.MACINTOSH.test(ua) && isTouch);
-
 	// Safari keeps 'Safari/' in the UA; non-Safari iOS browsers emit their own
 	// token instead. WKWebView typically omits 'Safari/' entirely.
 	const hasSafariToken = UA_PATTERNS.SAFARI.test(ua) && !UA_PATTERNS.WEBVIEW_IOS.test(ua);
 	const isIOSSafari = isIOSDevice && hasSafariToken;
 	const isWKWebView = isIOSDevice && !hasSafariToken;
-
 	// navigator.standalone is the legacy iOS-only flag (deprecated but still
 	// present); display-mode: standalone is the modern standard (Safari 16.4+).
 	const isStandalone =
 		window.matchMedia(MEDIA_QUERIES.DISPLAY_MODE_STANDALONE).matches ||
 		(navigator as Navigator & { standalone?: boolean }).standalone === true;
 
-	return { isIOSDevice, isIOSSafari, isWKWebView, isStandalone };
+	return { isIOSDevice, isIOSSafari, isStandalone, isWKWebView };
 }
 
 export const device = $state<DeviceContext>(detect());
diff --git a/tools/ui/src/lib/stores/draft-messages.svelte.ts b/tools/ui/src/lib/stores/draft-messages.svelte.ts
index 7ee814d84..235a59122 100644
--- a/tools/ui/src/lib/stores/draft-messages.svelte.ts
+++ b/tools/ui/src/lib/stores/draft-messages.svelte.ts
@@ -10,13 +10,15 @@ class DraftMessagesStore {
 
 	getDraftMessage(chatId: string | undefined): DraftMessage {
 		const key = chatId ?? NEW_CHAT_DRAFT_KEY;
-		return this.drafts.get(key) ?? { message: '', files: [] };
+
+		return this.drafts.get(key) ?? { files: [], message: '' };
 	}
 
 	saveDraftMessage(chatId: string | undefined, message: string, files: ChatUploadedFile[]): void {
 		const key = chatId ?? NEW_CHAT_DRAFT_KEY;
+
 		if (message || files.length > 0) {
-			this.drafts.set(key, { message, files: [...files] });
+			this.drafts.set(key, { files: [...files], message });
 		} else {
 			this.drafts.delete(key);
 		}
@@ -24,6 +26,7 @@ class DraftMessagesStore {
 
 	clearDraftMessage(chatId: string | undefined): void {
 		const key = chatId ?? NEW_CHAT_DRAFT_KEY;
+
 		this.drafts.delete(key);
 	}
 }
diff --git a/tools/ui/src/lib/stores/mcp-resources.svelte.ts b/tools/ui/src/lib/stores/mcp-resources.svelte.ts
index 81fb86d97..6f0f8d7c8 100644
--- a/tools/ui/src/lib/stores/mcp-resources.svelte.ts
+++ b/tools/ui/src/lib/stores/mcp-resources.svelte.ts
@@ -10,29 +10,29 @@
  * @see MCP Protocol Specification: https://modelcontextprotocol.io/specification/2025-06-18/server/resources
  */
 
-import { SvelteMap } from 'svelte/reactivity';
-import { AttachmentType } from '$lib/enums';
 import {
+	BINARY_CONTENT_LABEL,
 	MCP_RESOURCE_ATTACHMENT_ID_PREFIX,
 	MCP_RESOURCE_CACHE_MAX_ENTRIES,
 	MCP_RESOURCE_CACHE_TTL_MS,
 	NEWLINE,
-	RESOURCE_UNKNOWN_TYPE,
-	BINARY_CONTENT_LABEL
+	RESOURCE_UNKNOWN_TYPE
 } from '$lib/constants';
-import { normalizeResourceUri } from '$lib/utils';
+import { AttachmentType } from '$lib/enums';
 import type {
+	DatabaseMessageExtraMcpResource,
+	MCPCachedResource,
 	MCPResource,
-	MCPResourceTemplate,
+	MCPResourceAttachment,
 	MCPResourceContent,
 	MCPResourceInfo,
-	MCPResourceTemplateInfo,
-	MCPCachedResource,
-	MCPResourceAttachment,
 	MCPResourceSubscription,
-	MCPServerResources,
-	DatabaseMessageExtraMcpResource
+	MCPResourceTemplate,
+	MCPResourceTemplateInfo,
+	MCPServerResources
 } from '$lib/types';
+import { normalizeResourceUri } from '$lib/utils';
+import { SvelteMap } from 'svelte/reactivity';
 
 function generateAttachmentId(): string {
 	return `${MCP_RESOURCE_ATTACHMENT_ID_PREFIX}-${Date.now()}-${Math.random().toString(36).substring(2, 9)}`;
@@ -67,6 +67,7 @@ class MCPResourceStore {
 
 	get totalResourceCount(): number {
 		let count = 0;
+
 		for (const serverRes of this._serverResources.values()) {
 			count += serverRes.resources.length;
 		}
@@ -76,6 +77,7 @@ class MCPResourceStore {
 
 	get totalTemplateCount(): number {
 		let count = 0;
+
 		for (const serverRes of this._serverResources.values()) {
 			count += serverRes.templates.length;
 		}
@@ -108,12 +110,12 @@ class MCPResourceStore {
 		templates: MCPResourceTemplate[]
 	): void {
 		this._serverResources.set(serverName, {
-			serverName,
-			resources,
-			templates,
+			error: undefined,
 			lastFetched: new Date(),
 			loading: false,
-			error: undefined
+			resources,
+			serverName,
+			templates
 		});
 		console.log(
 			`[MCPResources][${serverName}] Set ${resources.length} resources, ${templates.length} templates`
@@ -125,15 +127,16 @@ class MCPResourceStore {
 	 */
 	setServerLoading(serverName: string, loading: boolean): void {
 		const existing = this._serverResources.get(serverName);
+
 		if (existing) {
 			this._serverResources.set(serverName, { ...existing, loading });
 		} else {
 			this._serverResources.set(serverName, {
-				serverName,
-				resources: [],
-				templates: [],
+				error: undefined,
 				loading,
-				error: undefined
+				resources: [],
+				serverName,
+				templates: []
 			});
 		}
 	}
@@ -145,14 +148,14 @@ class MCPResourceStore {
 		const existing = this._serverResources.get(serverName);
 
 		if (existing) {
-			this._serverResources.set(serverName, { ...existing, loading: false, error });
+			this._serverResources.set(serverName, { ...existing, error, loading: false });
 		} else {
 			this._serverResources.set(serverName, {
-				serverName,
-				resources: [],
-				templates: [],
+				error,
 				loading: false,
-				error
+				resources: [],
+				serverName,
+				templates: []
 			});
 		}
 	}
@@ -173,14 +176,14 @@ class MCPResourceStore {
 		for (const [serverName, serverRes] of this._serverResources) {
 			for (const resource of serverRes.resources) {
 				result.push({
-					uri: resource.uri,
-					name: resource.name,
-					title: resource.title,
+					annotations: resource.annotations,
 					description: resource.description,
+					icons: resource.icons,
 					mimeType: resource.mimeType,
+					name: resource.name,
 					serverName,
-					annotations: resource.annotations,
-					icons: resource.icons
+					title: resource.title,
+					uri: resource.uri
 				});
 			}
 		}
@@ -197,14 +200,14 @@ class MCPResourceStore {
 		for (const [serverName, serverRes] of this._serverResources) {
 			for (const template of serverRes.templates) {
 				result.push({
-					uriTemplate: template.uriTemplate,
-					name: template.name,
-					title: template.title,
+					annotations: template.annotations,
 					description: template.description,
+					icons: template.icons,
 					mimeType: template.mimeType,
+					name: template.name,
 					serverName,
-					annotations: template.annotations,
-					icons: template.icons
+					title: template.title,
+					uriTemplate: template.uriTemplate
 				});
 			}
 		}
@@ -258,9 +261,9 @@ class MCPResourceStore {
 		}
 
 		this._cachedResources.set(resource.uri, {
-			resource,
 			content,
 			fetchedAt: new Date(),
+			resource,
 			subscribed: this._subscriptions.has(resource.uri)
 		});
 		console.log(`[MCPResources] Cached content for: ${resource.uri}`);
@@ -271,6 +274,7 @@ class MCPResourceStore {
 	 */
 	getCachedContent(uri: string): MCPCachedResource | undefined {
 		const cached = this._cachedResources.get(uri);
+
 		if (!cached) return undefined;
 
 		// Check if cache is still valid
@@ -315,13 +319,14 @@ class MCPResourceStore {
 	 */
 	addSubscription(uri: string, serverName: string): void {
 		this._subscriptions.set(uri, {
-			uri,
 			serverName,
-			subscribedAt: new Date()
+			subscribedAt: new Date(),
+			uri
 		});
 
 		// Update cached resource if exists
 		const cached = this._cachedResources.get(uri);
+
 		if (cached) {
 			this._cachedResources.set(uri, { ...cached, subscribed: true });
 		}
@@ -337,6 +342,7 @@ class MCPResourceStore {
 
 		// Update cached resource if exists
 		const cached = this._cachedResources.get(uri);
+
 		if (cached) {
 			this._cachedResources.set(uri, { ...cached, subscribed: false });
 		}
@@ -360,6 +366,7 @@ class MCPResourceStore {
 
 		// Update subscription last update time
 		const sub = this._subscriptions.get(uri);
+
 		if (sub) {
 			this._subscriptions.set(uri, { ...sub, lastUpdate: new Date() });
 		}
@@ -373,12 +380,14 @@ class MCPResourceStore {
 	handleResourcesListChanged(serverName: string): void {
 		// Mark server resources as needing refresh
 		const existing = this._serverResources.get(serverName);
+
 		if (existing) {
 			this._serverResources.set(serverName, {
 				...existing,
 				lastFetched: undefined // Mark as stale
 			});
 		}
+
 		console.log(`[MCPResources][${serverName}] Resources list changed, needs refresh`);
 	}
 
@@ -396,8 +405,8 @@ class MCPResourceStore {
 	addAttachment(resource: MCPResourceInfo): MCPResourceAttachment {
 		const attachment: MCPResourceAttachment = {
 			id: generateAttachmentId(),
-			resource,
-			loading: true
+			loading: true,
+			resource
 		};
 
 		this._attachments = [...this._attachments, attachment];
@@ -411,7 +420,7 @@ class MCPResourceStore {
 	 */
 	updateAttachmentContent(attachmentId: string, content: MCPResourceContent[]): void {
 		this._attachments = this._attachments.map((att) =>
-			att.id === attachmentId ? { ...att, content, loading: false, error: undefined } : att
+			att.id === attachmentId ? { ...att, content, error: undefined, loading: false } : att
 		);
 	}
 
@@ -420,7 +429,7 @@ class MCPResourceStore {
 	 */
 	updateAttachmentError(attachmentId: string, error: string): void {
 		this._attachments = this._attachments.map((att) =>
-			att.id === attachmentId ? { ...att, loading: false, error } : att
+			att.id === attachmentId ? { ...att, error, loading: false } : att
 		);
 	}
 
@@ -486,14 +495,14 @@ class MCPResourceStore {
 
 			if (resource) {
 				return {
-					uri: resource.uri,
-					name: resource.name,
-					title: resource.title,
+					annotations: resource.annotations,
 					description: resource.description,
+					icons: resource.icons,
 					mimeType: resource.mimeType,
+					name: resource.name,
 					serverName,
-					annotations: resource.annotations,
-					icons: resource.icons
+					title: resource.title,
+					uri: resource.uri
 				};
 			}
 		}
@@ -537,6 +546,7 @@ class MCPResourceStore {
 
 		for (const attachment of this._attachments) {
 			if (attachment.error) continue;
+
 			if (!attachment.content || attachment.content.length === 0) continue;
 
 			const resourceName = attachment.resource.title || attachment.resource.name;
@@ -566,6 +576,7 @@ class MCPResourceStore {
 
 		for (const attachment of this._attachments) {
 			if (attachment.error) continue;
+
 			if (!attachment.content || attachment.content.length === 0) continue;
 
 			const resourceName = attachment.resource.title || attachment.resource.name;
@@ -583,12 +594,12 @@ class MCPResourceStore {
 
 			if (contentParts.length > 0) {
 				extras.push({
-					type: AttachmentType.MCP_RESOURCE,
+					content: contentParts.join(NEWLINE),
+					mimeType: attachment.resource.mimeType,
 					name: resourceName,
-					uri: attachment.resource.uri,
 					serverName: attachment.resource.serverName,
-					content: contentParts.join(NEWLINE),
-					mimeType: attachment.resource.mimeType
+					type: AttachmentType.MCP_RESOURCE,
+					uri: attachment.resource.uri
 				});
 			}
 		}
diff --git a/tools/ui/src/lib/stores/mcp.svelte.ts b/tools/ui/src/lib/stores/mcp.svelte.ts
index f153edb25..4582caf5c 100644
--- a/tools/ui/src/lib/stores/mcp.svelte.ts
+++ b/tools/ui/src/lib/stores/mcp.svelte.ts
@@ -22,63 +22,63 @@
  * @see MCPService in services/mcp.service.ts for protocol operations
  */
 
+import type { ListChangedHandlers } from '@modelcontextprotocol/sdk/types.js';
 import { browser } from '$app/environment';
 import { SETTINGS_KEYS } from '$lib/constants';
-import { MCPService } from '$lib/services/mcp.service';
-import { config, settingsStore } from '$lib/stores/settings.svelte';
-import { mcpResourceStore } from '$lib/stores/mcp-resources.svelte';
-import { serverStore } from '$lib/stores/server.svelte';
-import { mode } from 'mode-watcher';
-import {
-	parseMcpServerSettings,
-	detectMcpTransportFromUrl,
-	uuid,
-	extractRootDomain
-} from '$lib/utils';
-import {
-	MCPConnectionPhase,
-	MCPLogLevel,
-	HealthCheckStatus,
-	MCPRefType,
-	ColorMode,
-	UrlProtocol
-} from '$lib/enums';
 import {
 	DEFAULT_CACHE_TTL_MS,
 	DEFAULT_MCP_CONFIG,
 	EXPECTED_THEMED_ICON_PAIR_COUNT,
 	MCP_ALLOWED_ICON_MIME_TYPES,
-	MCP_SERVER_ID_PREFIX,
+	MCP_RECONNECT_ATTEMPT_TIMEOUT_MS,
 	MCP_RECONNECT_BACKOFF_MULTIPLIER,
 	MCP_RECONNECT_INITIAL_DELAY,
 	MCP_RECONNECT_MAX_DELAY,
-	MCP_RECONNECT_ATTEMPT_TIMEOUT_MS
+	MCP_SERVER_ID_PREFIX
 } from '$lib/constants';
+import {
+	ColorMode,
+	HealthCheckStatus,
+	MCPConnectionPhase,
+	MCPLogLevel,
+	MCPRefType,
+	UrlProtocol
+} from '$lib/enums';
+import { MCPService } from '$lib/services/mcp.service';
+import { mcpResourceStore } from '$lib/stores/mcp-resources.svelte';
+import { serverStore } from '$lib/stores/server.svelte';
+import { config, settingsStore } from '$lib/stores/settings.svelte';
 import type {
-	MCPToolCall,
-	ServerStatus,
-	ToolExecutionResult,
-	MCPClientConfig,
-	MCPConnection,
-	HealthCheckParams,
-	ServerCapabilities,
 	ClientCapabilities,
+	GetPromptResult,
+	HealthCheckParams,
+	HealthCheckState,
 	MCPCapabilitiesInfo,
+	MCPClientConfig,
+	MCPConnection,
 	MCPConnectionLog,
 	MCPPromptInfo,
-	GetPromptResult,
-	Tool,
-	HealthCheckState,
-	MCPServerSettingsEntry,
-	MCPServerDisplayInfo,
-	MCPServerConfig,
-	MCPResourceIcon,
 	MCPResourceAttachment,
-	MCPResourceContent
+	MCPResourceContent,
+	MCPResourceIcon,
+	MCPServerConfig,
+	MCPServerDisplayInfo,
+	MCPServerSettingsEntry,
+	MCPToolCall,
+	ServerCapabilities,
+	ServerStatus,
+	Tool,
+	ToolExecutionResult
 } from '$lib/types';
-import type { ListChangedHandlers } from '@modelcontextprotocol/sdk/types.js';
 import type { DatabaseMessageExtraMcpResource, McpServerOverride } from '$lib/types/database';
 import type { SettingsConfigType } from '$lib/types/settings';
+import {
+	detectMcpTransportFromUrl,
+	extractRootDomain,
+	parseMcpServerSettings,
+	uuid
+} from '$lib/utils';
+import { mode } from 'mode-watcher';
 
 class MCPStore {
 	private _isInitializing = $state(false);
@@ -119,8 +119,10 @@ class MCPStore {
 		}
 
 		let parsed: unknown;
+
 		if (typeof rawServers === 'string') {
 			const trimmed = rawServers.trim();
+
 			if (!trimmed) {
 				return [];
 			}
@@ -135,6 +137,7 @@ class MCPStore {
 		} else {
 			parsed = rawServers;
 		}
+
 		if (!Array.isArray(parsed)) {
 			return [];
 		}
@@ -144,12 +147,12 @@ class MCPStore {
 			const headers = typeof entry?.headers === 'string' ? entry.headers.trim() : undefined;
 
 			return {
-				id: this.#generateServerId((entry as { id?: unknown })?.id, index),
-				enabled: Boolean((entry as { enabled?: unknown })?.enabled),
-				url,
-				name: (entry as { name?: string })?.name,
 				displayName: (entry as { displayName?: string })?.displayName,
+				enabled: Boolean((entry as { enabled?: unknown })?.enabled),
 				headers: headers || undefined,
+				id: this.#generateServerId((entry as { id?: unknown })?.id, index),
+				name: (entry as { name?: string })?.name,
+				url,
 				useProxy: Boolean((entry as { useProxy?: unknown })?.useProxy)
 			} satisfies MCPServerSettingsEntry;
 		});
@@ -162,6 +165,7 @@ class MCPStore {
 	#requestTimeoutMs(): number {
 		const seconds =
 			Number(config().mcpRequestTimeoutSeconds) || DEFAULT_MCP_CONFIG.requestTimeoutSeconds;
+
 		return Math.round(seconds * 1000);
 	}
 
@@ -177,9 +181,11 @@ class MCPStore {
 		}
 
 		let headers: Record<string, string> | undefined;
+
 		if (entry.headers) {
 			try {
 				const parsed = JSON.parse(entry.headers);
+
 				if (typeof parsed === 'object' && parsed !== null && !Array.isArray(parsed))
 					headers = parsed as Record<string, string>;
 			} catch {
@@ -188,11 +194,11 @@ class MCPStore {
 		}
 
 		return {
-			url: entry.url,
-			transport: detectMcpTransportFromUrl(entry.url),
 			handshakeTimeoutMs: connectionTimeoutMs,
-			requestTimeoutMs: this.#requestTimeoutMs(),
 			headers,
+			requestTimeoutMs: this.#requestTimeoutMs(),
+			transport: detectMcpTransportFromUrl(entry.url),
+			url: entry.url,
 			useProxy: entry.useProxy
 		};
 	}
@@ -210,6 +216,7 @@ class MCPStore {
 		// server's own `enabled` flag so partial override lists are not all
 		// treated as disabled.
 		const override = perChatOverrides?.find((o) => o.serverId === server.id);
+
 		return override?.enabled ?? server.enabled;
 	}
 
@@ -221,6 +228,7 @@ class MCPStore {
 		perChatOverrides?: McpServerOverride[]
 	): MCPClientConfig | undefined {
 		const rawServers = this.#parseServerSettings(cfg.mcpServers);
+
 		if (!rawServers.length) {
 			return undefined;
 		}
@@ -229,7 +237,9 @@ class MCPStore {
 
 		for (const [index, entry] of rawServers.entries()) {
 			if (!this.#checkServerEnabled(entry, perChatOverrides)) continue;
+
 			const normalized = this.#buildServerConfig(entry);
+
 			if (normalized) servers[this.#generateServerId(entry.id, index)] = normalized;
 		}
 
@@ -238,9 +248,9 @@ class MCPStore {
 		}
 
 		return {
-			protocolVersion: DEFAULT_MCP_CONFIG.protocolVersion,
 			capabilities: DEFAULT_MCP_CONFIG.capabilities,
 			clientInfo: DEFAULT_MCP_CONFIG.clientInfo,
+			protocolVersion: DEFAULT_MCP_CONFIG.protocolVersion,
 			requestTimeoutMs: this.#requestTimeoutMs(),
 			servers
 		};
@@ -254,26 +264,26 @@ class MCPStore {
 		clientCaps?: ClientCapabilities
 	): MCPCapabilitiesInfo {
 		return {
+			client: {
+				elicitation: clientCaps?.elicitation
+					? { form: !!clientCaps.elicitation.form, url: !!clientCaps.elicitation.url }
+					: undefined,
+				roots: clientCaps?.roots ? { listChanged: clientCaps.roots.listChanged } : undefined,
+				sampling: !!clientCaps?.sampling,
+				tasks: !!clientCaps?.tasks
+			},
 			server: {
-				tools: serverCaps?.tools ? { listChanged: serverCaps.tools.listChanged } : undefined,
+				completions: !!serverCaps?.completions,
+				logging: !!serverCaps?.logging,
 				prompts: serverCaps?.prompts ? { listChanged: serverCaps.prompts.listChanged } : undefined,
 				resources: serverCaps?.resources
 					? {
-							subscribe: serverCaps.resources.subscribe,
-							listChanged: serverCaps.resources.listChanged
+							listChanged: serverCaps.resources.listChanged,
+							subscribe: serverCaps.resources.subscribe
 						}
 					: undefined,
-				logging: !!serverCaps?.logging,
-				completions: !!serverCaps?.completions,
-				tasks: !!serverCaps?.tasks
-			},
-			client: {
-				roots: clientCaps?.roots ? { listChanged: clientCaps.roots.listChanged } : undefined,
-				sampling: !!clientCaps?.sampling,
-				elicitation: clientCaps?.elicitation
-					? { form: !!clientCaps.elicitation.form, url: !!clientCaps.elicitation.url }
-					: undefined,
-				tasks: !!clientCaps?.tasks
+				tasks: !!serverCaps?.tasks,
+				tools: serverCaps?.tools ? { listChanged: serverCaps.tools.listChanged } : undefined
 			}
 		};
 	}
@@ -304,6 +314,7 @@ class MCPStore {
 
 	get isEnabled(): boolean {
 		const mcpConfig = this.#buildMcpClientConfig(config());
+
 		return (
 			mcpConfig !== null && mcpConfig !== undefined && Object.keys(mcpConfig.servers).length > 0
 		);
@@ -353,6 +364,7 @@ class MCPStore {
 
 	clearHealthCheck(serverId: string): void {
 		const { [serverId]: _removed, ...rest } = this._healthChecks;
+
 		this._healthChecks = rest;
 	}
 
@@ -390,6 +402,7 @@ class MCPStore {
 			return (
 				healthState.serverInfo?.title || healthState.serverInfo?.name || server.name || server.url
 			);
+
 		return server.name || server.url;
 	}
 
@@ -420,6 +433,7 @@ class MCPStore {
 	 */
 	getServerDisplayName(serverId: string): string {
 		const server = this.getServerById(serverId);
+
 		return server ? this.getServerLabel(server) : serverId;
 	}
 
@@ -454,16 +468,18 @@ class MCPStore {
 
 		const validIcons = icons.filter((icon) => {
 			if (!icon.src || !this.#isValidIconUri(icon.src)) return false;
+
 			if (icon.mimeType && !MCP_ALLOWED_ICON_MIME_TYPES.has(icon.mimeType)) return false;
+
 			return true;
 		});
 
 		if (validIcons.length === 0) return null;
 
 		const preferredTheme = isDark ? ColorMode.DARK : ColorMode.LIGHT;
-
 		// 1. Prefer icon explicitly matching the current color scheme
 		const themedIcon = validIcons.find((icon) => icon.theme === preferredTheme);
+
 		if (themedIcon) return themedIcon.src;
 
 		// 2. Handle universal icons (no theme specified)
@@ -490,12 +506,14 @@ class MCPStore {
 	 */
 	getServerFavicon(serverId: string): string | null {
 		const server = this.getServerById(serverId);
+
 		if (!server) {
 			return null;
 		}
 
 		const isDark = mode.current === ColorMode.DARK;
 		const healthState = this.getHealthCheckState(serverId);
+
 		if (healthState.status === HealthCheckStatus.SUCCESS && healthState.serverInfo?.icons) {
 			const mcpIconUrl = this.#getMcpIconUrl(healthState.serverInfo.icons, isDark);
 
@@ -515,6 +533,7 @@ class MCPStore {
 		try {
 			const url = new URL(serverUrl);
 			const rootDomain = extractRootDomain(url);
+
 			if (!rootDomain) return null;
 
 			const origin = `${url.protocol}//${rootDomain}`;
@@ -522,6 +541,7 @@ class MCPStore {
 
 			for (const path of candidates) {
 				const faviconUrl = `${origin}/${path}`;
+
 				if (this.#isValidIconUri(faviconUrl)) {
 					return faviconUrl;
 				}
@@ -538,20 +558,23 @@ class MCPStore {
 	): MCPServerSettingsEntry {
 		const servers = this.getServers();
 		const newServer: MCPServerSettingsEntry = {
-			id: serverData.id || (uuid() ?? `server-${Date.now()}`),
-			enabled: serverData.enabled,
-			url: serverData.url.trim(),
-			name: serverData.name,
 			displayName: serverData.displayName,
+			enabled: serverData.enabled,
 			headers: serverData.headers?.trim() || undefined,
+			id: serverData.id || (uuid() ?? `server-${Date.now()}`),
+			name: serverData.name,
+			url: serverData.url.trim(),
 			useProxy: serverData.useProxy
 		};
+
 		settingsStore.updateConfig(SETTINGS_KEYS.MCP_SERVERS, JSON.stringify([...servers, newServer]));
+
 		return newServer;
 	}
 
 	updateServer(id: string, updates: Partial<MCPServerSettingsEntry>): void {
 		const servers = this.getServers();
+
 		settingsStore.updateConfig(
 			SETTINGS_KEYS.MCP_SERVERS,
 			JSON.stringify(
@@ -562,6 +585,7 @@ class MCPStore {
 
 	removeServer(id: string): void {
 		const servers = this.getServers();
+
 		settingsStore.updateConfig(
 			SETTINGS_KEYS.MCP_SERVERS,
 			JSON.stringify(servers.filter((s) => s.id !== id))
@@ -591,11 +615,13 @@ class MCPStore {
 
 		const mcpConfig = this.#buildMcpClientConfig(config(), perChatOverrides);
 		const signature = mcpConfig ? JSON.stringify(mcpConfig) : null;
+
 		if (!signature) {
 			await this.shutdown();
 
 			return false;
 		}
+
 		if (this.isInitialized && this.configSignature === signature) {
 			return true;
 		}
@@ -605,20 +631,22 @@ class MCPStore {
 		}
 
 		if (this.connections.size > 0 || this.initPromise) await this.shutdown();
+
 		return this.initialize(signature, mcpConfig!);
 	}
 
 	private async initialize(signature: string, mcpConfig: MCPClientConfig): Promise<boolean> {
-		this.updateState({ isInitializing: true, error: null });
+		this.updateState({ error: null, isInitializing: true });
 		this.configSignature = signature;
 
 		const serverEntries = Object.entries(mcpConfig.servers);
 
 		if (serverEntries.length === 0) {
-			this.updateState({ isInitializing: false, toolCount: 0, connectedServers: [] });
+			this.updateState({ connectedServers: [], isInitializing: false, toolCount: 0 });
 
 			return false;
 		}
+
 		this.initPromise = this.doInitialize(signature, mcpConfig, serverEntries);
 
 		return this.initPromise;
@@ -652,9 +680,10 @@ class MCPStore {
 					listChangedHandlers
 				);
 
-				return { name, connection };
+				return { connection, name };
 			})
 		);
+
 		if (this.configSignature !== signature) {
 			for (const result of results) {
 				if (result.status === 'fulfilled')
@@ -663,9 +692,10 @@ class MCPStore {
 
 			return false;
 		}
+
 		for (const result of results) {
 			if (result.status === 'fulfilled') {
-				const { name, connection } = result.value;
+				const { connection, name } = result.value;
 
 				this.connections.set(name, connection);
 
@@ -674,6 +704,7 @@ class MCPStore {
 						console.warn(
 							`[MCPStore] Tool name conflict: "${tool.name}" exists in "${this.toolsIndex.get(tool.name)}" and "${name}". Using tool from "${name}".`
 						);
+
 					this.toolsIndex.set(tool.name, name);
 				}
 			} else {
@@ -682,12 +713,13 @@ class MCPStore {
 		}
 
 		const successCount = this.connections.size;
+
 		if (successCount === 0 && serverEntries.length > 0) {
 			this.updateState({
-				isInitializing: false,
+				connectedServers: [],
 				error: 'All MCP server connections failed',
-				toolCount: 0,
-				connectedServers: []
+				isInitializing: false,
+				toolCount: 0
 			});
 			this.initPromise = null;
 
@@ -695,10 +727,10 @@ class MCPStore {
 		}
 
 		this.updateState({
-			isInitializing: false,
+			connectedServers: Array.from(this.connections.keys()),
 			error: null,
-			toolCount: this.toolsIndex.size,
-			connectedServers: Array.from(this.connections.keys())
+			isInitializing: false,
+			toolCount: this.toolsIndex.size
 		});
 		this.initPromise = null;
 
@@ -707,21 +739,24 @@ class MCPStore {
 
 	private createListChangedHandlers(serverName: string): ListChangedHandlers {
 		return {
-			tools: {
-				onChanged: (error: Error | null, tools: Tool[] | null) => {
+			prompts: {
+				onChanged: (error: Error | null) => {
 					if (error) {
-						console.warn(`[MCPStore][${serverName}] Tools list changed error:`, error);
+						console.warn(`[MCPStore][${serverName}] Prompts list changed error:`, error);
+
 						return;
 					}
-					this.handleToolsListChanged(serverName, tools ?? []);
 				}
 			},
-			prompts: {
-				onChanged: (error: Error | null) => {
+			tools: {
+				onChanged: (error: Error | null, tools: Tool[] | null) => {
 					if (error) {
-						console.warn(`[MCPStore][${serverName}] Prompts list changed error:`, error);
+						console.warn(`[MCPStore][${serverName}] Tools list changed error:`, error);
+
 						return;
 					}
+
+					this.handleToolsListChanged(serverName, tools ?? []);
 				}
 			}
 		};
@@ -729,6 +764,7 @@ class MCPStore {
 
 	private handleToolsListChanged(serverName: string, tools: Tool[]): void {
 		const connection = this.connections.get(serverName);
+
 		if (!connection) {
 			return;
 		}
@@ -744,6 +780,7 @@ class MCPStore {
 				console.warn(
 					`[MCPStore] Tool name conflict after list change: "${tool.name}" exists in "${this.toolsIndex.get(tool.name)}" and "${serverName}". Using tool from "${serverName}".`
 				);
+
 			this.toolsIndex.set(tool.name, serverName);
 		}
 		this.updateState({ toolCount: this.toolsIndex.size });
@@ -760,6 +797,7 @@ class MCPStore {
 	 */
 	async releaseConnection(shutdownIfUnused = false): Promise<void> {
 		this.activeFlowCount = Math.max(0, this.activeFlowCount - 1);
+
 		if (shutdownIfUnused && this.activeFlowCount === 0) {
 			await this.shutdown();
 		}
@@ -792,10 +830,10 @@ class MCPStore {
 		this.serverConfigs.clear();
 		this.configSignature = null;
 		this.updateState({
-			isInitializing: false,
+			connectedServers: [],
 			error: null,
-			toolCount: 0,
-			connectedServers: []
+			isInitializing: false,
+			toolCount: 0
 		});
 	}
 
@@ -810,12 +848,14 @@ class MCPStore {
 	 */
 	private async reconnectServer(serverName: string): Promise<void> {
 		const serverConfig = this.serverConfigs.get(serverName);
+
 		if (!serverConfig) {
 			throw new Error(`[MCPStore] No config found for ${serverName}, cannot reconnect`);
 		}
 
 		// Disconnect stale connection (clears old transport + session ID)
 		const oldConnection = this.connections.get(serverName);
+
 		if (oldConnection) {
 			await MCPService.disconnect(oldConnection).catch(console.warn);
 			this.connections.delete(serverName);
@@ -869,6 +909,7 @@ class MCPStore {
 		}
 
 		const serverConfig = this.serverConfigs.get(serverName);
+
 		if (!serverConfig) {
 			console.error(`[MCPStore] No config found for ${serverName}, cannot reconnect`);
 
@@ -924,7 +965,6 @@ class MCPStore {
 						},
 						listChangedHandlers
 					);
-
 					const connection = await Promise.race([connectPromise, timeoutPromise]);
 
 					// Replace old connection with new one
@@ -936,6 +976,7 @@ class MCPStore {
 					}
 
 					console.log(`[MCPStore][${serverName}] Reconnected successfully`);
+
 					break;
 				} catch (error) {
 					console.warn(`[MCPStore][${serverName}] Reconnection failed:`, error);
@@ -944,6 +985,7 @@ class MCPStore {
 			}
 		} finally {
 			this.reconnectingServers.delete(serverName);
+
 			// If the phase callback signalled a disconnect while this function held
 			// the guard, kick off a fresh reconnect now that the guard is released.
 			if (needsReconnect) {
@@ -976,11 +1018,14 @@ class MCPStore {
 	 */
 	findServerForTool(toolName: string): string | undefined {
 		const fromIndex = this.toolsIndex.get(toolName);
+
 		if (fromIndex) return fromIndex;
 
 		for (const server of this.getServers()) {
 			const health = this._healthChecks[server.id];
+
 			if (!health || health.status !== HealthCheckStatus.SUCCESS) continue;
+
 			if (health.tools.some((tool) => tool.name === toolName)) {
 				return server.id;
 			}
@@ -997,8 +1042,11 @@ class MCPStore {
 	 */
 	getServerFaviconForTool(toolName: string | undefined): string | null {
 		if (!toolName) return null;
+
 		const serverId = this.findServerForTool(toolName);
+
 		if (!serverId) return null;
+
 		return this.getServerFavicon(serverId);
 	}
 
@@ -1039,6 +1087,7 @@ class MCPStore {
 
 		for (const [serverId, state] of Object.entries(this._healthChecks)) {
 			if (!enabledServerIds.has(serverId)) continue;
+
 			if (
 				state.status === HealthCheckStatus.SUCCESS &&
 				state.capabilities?.server?.prompts !== undefined
@@ -1049,6 +1098,7 @@ class MCPStore {
 
 		for (const [serverName, connection] of this.connections) {
 			if (!enabledServerIds.has(serverName)) continue;
+
 			if (connection.serverCapabilities?.prompts) {
 				return true;
 			}
@@ -1067,15 +1117,15 @@ class MCPStore {
 
 			for (const prompt of prompts) {
 				results.push({
-					name: prompt.name,
-					description: prompt.description,
-					title: prompt.title,
-					serverName,
 					arguments: prompt.arguments?.map((arg) => ({
-						name: arg.name,
 						description: arg.description,
+						name: arg.name,
 						required: arg.required
-					}))
+					})),
+					description: prompt.description,
+					name: prompt.name,
+					serverName,
+					title: prompt.title
 				});
 			}
 		}
@@ -1089,6 +1139,7 @@ class MCPStore {
 		args?: Record<string, string>
 	): Promise<GetPromptResult> {
 		const connection = this.connections.get(serverName);
+
 		if (!connection) throw new Error(`Server "${serverName}" not found for prompt "${promptName}"`);
 
 		return MCPService.getPrompt(connection, promptName, args);
@@ -1096,26 +1147,28 @@ class MCPStore {
 
 	async executeTool(toolCall: MCPToolCall, signal?: AbortSignal): Promise<ToolExecutionResult> {
 		const toolName = toolCall.function.name;
-
 		const serverName = this.toolsIndex.get(toolName);
+
 		if (!serverName) throw new Error(`Unknown tool: ${toolName}`);
 
 		const connection = this.connections.get(serverName);
+
 		if (!connection) throw new Error(`Server "${serverName}" is not connected`);
 
 		const args = this.parseToolArguments(toolCall.function.arguments);
 
 		try {
-			return await MCPService.callTool(connection, { name: toolName, arguments: args }, signal);
+			return await MCPService.callTool(connection, { arguments: args, name: toolName }, signal);
 		} catch (error) {
 			// Session expired (server restarted) - reconnect and retry once
 			if (MCPService.isSessionExpiredError(error)) {
 				await this.reconnectServer(serverName);
 
 				const newConnection = this.connections.get(serverName);
+
 				if (!newConnection) throw new Error(`Failed to reconnect to "${serverName}"`);
 
-				return MCPService.callTool(newConnection, { name: toolName, arguments: args }, signal);
+				return MCPService.callTool(newConnection, { arguments: args, name: toolName }, signal);
 			}
 
 			throw error;
@@ -1128,20 +1181,24 @@ class MCPStore {
 		signal?: AbortSignal
 	): Promise<ToolExecutionResult> {
 		const serverName = this.toolsIndex.get(toolName);
+
 		if (!serverName) throw new Error(`Unknown tool: ${toolName}`);
+
 		const connection = this.connections.get(serverName);
+
 		if (!connection) throw new Error(`Server "${serverName}" is not connected`);
 
 		try {
-			return await MCPService.callTool(connection, { name: toolName, arguments: args }, signal);
+			return await MCPService.callTool(connection, { arguments: args, name: toolName }, signal);
 		} catch (error) {
 			if (MCPService.isSessionExpiredError(error)) {
 				await this.reconnectServer(serverName);
 
 				const newConnection = this.connections.get(serverName);
+
 				if (!newConnection) throw new Error(`Failed to reconnect to "${serverName}"`);
 
-				return MCPService.callTool(newConnection, { name: toolName, arguments: args }, signal);
+				return MCPService.callTool(newConnection, { arguments: args, name: toolName }, signal);
 			}
 
 			throw error;
@@ -1151,12 +1208,14 @@ class MCPStore {
 	private parseToolArguments(args: string | Record<string, unknown>): Record<string, unknown> {
 		if (typeof args === 'string') {
 			const trimmed = args.trim();
+
 			if (trimmed === '') {
 				return {};
 			}
 
 			try {
 				const parsed = JSON.parse(trimmed);
+
 				if (typeof parsed !== 'object' || parsed === null || Array.isArray(parsed))
 					throw new Error(
 						`Tool arguments must be an object, got ${Array.isArray(parsed) ? 'array' : typeof parsed}`
@@ -1182,17 +1241,20 @@ class MCPStore {
 		argumentValue: string
 	): Promise<{ values: string[]; total?: number; hasMore?: boolean } | null> {
 		const connection = this.connections.get(serverName);
+
 		if (!connection) {
 			console.warn(`[MCPStore] Server "${serverName}" is not connected`);
+
 			return null;
 		}
+
 		if (!connection.serverCapabilities?.completions) {
 			return null;
 		}
 
 		return MCPService.complete(
 			connection,
-			{ type: MCPRefType.PROMPT, name: promptName },
+			{ name: promptName, type: MCPRefType.PROMPT },
 			{ name: argumentName, value: argumentValue }
 		);
 	}
@@ -1211,6 +1273,7 @@ class MCPStore {
 
 		if (!connection) {
 			console.warn(`[MCPStore] Server "${serverName}" is not connected`);
+
 			return null;
 		}
 
@@ -1256,6 +1319,7 @@ class MCPStore {
 
 		try {
 			const parsed = JSON.parse(headersJson);
+
 			if (typeof parsed === 'object' && parsed !== null && !Array.isArray(parsed))
 				return parsed as Record<string, string>;
 		} catch {
@@ -1284,8 +1348,10 @@ class MCPStore {
 		}
 
 		const BATCH_SIZE = 5;
+
 		for (let i = 0; i < serversToCheck.length; i += BATCH_SIZE) {
 			const batch = serversToCheck.slice(i, i + BATCH_SIZE);
+
 			await Promise.allSettled(batch.map((server) => this.runHealthCheck(server, promoteToActive)));
 		}
 	}
@@ -1307,6 +1373,7 @@ class MCPStore {
 	async runHealthCheck(server: HealthCheckParams, promoteToActive = false): Promise<void> {
 		// Check if we already have an active connection for this server
 		const existingConnection = this.connections.get(server.id);
+
 		if (existingConnection) {
 			// Reuse existing connection - just refresh tools list
 			try {
@@ -1315,21 +1382,23 @@ class MCPStore {
 					existingConnection.serverCapabilities,
 					existingConnection.clientCapabilities
 				);
+
 				this.updateHealthCheck(server.id, {
+					capabilities,
+					connectionTimeMs: existingConnection.connectionTimeMs,
+					instructions: existingConnection.instructions,
+					logs: [],
+					protocolVersion: existingConnection.protocolVersion,
+					serverInfo: existingConnection.serverInfo,
 					status: HealthCheckStatus.SUCCESS,
 					tools: tools.map((tool) => ({
-						name: tool.name,
 						description: tool.description,
+						name: tool.name,
 						title: tool.title
 					})),
-					serverInfo: existingConnection.serverInfo,
-					capabilities,
-					transportType: existingConnection.transportType,
-					protocolVersion: existingConnection.protocolVersion,
-					instructions: existingConnection.instructions,
-					connectionTimeMs: existingConnection.connectionTimeMs,
-					logs: []
+					transportType: existingConnection.transportType
 				});
+
 				return;
 			} catch (error) {
 				console.warn(
@@ -1343,21 +1412,23 @@ class MCPStore {
 
 		const trimmedUrl = server.url.trim();
 		const logs: MCPConnectionLog[] = [];
+
 		let currentPhase: MCPConnectionPhase = MCPConnectionPhase.IDLE;
 
 		if (!trimmedUrl) {
 			this.updateHealthCheck(server.id, {
-				status: HealthCheckStatus.ERROR,
+				logs: [],
 				message: 'Please enter a server URL first.',
-				logs: []
+				status: HealthCheckStatus.ERROR
 			});
+
 			return;
 		}
 
 		this.updateHealthCheck(server.id, {
-			status: HealthCheckStatus.CONNECTING,
+			logs: [],
 			phase: MCPConnectionPhase.TRANSPORT_CREATING,
-			logs: []
+			status: HealthCheckStatus.CONNECTING
 		});
 
 		const timeoutMs = this.#requestTimeoutMs();
@@ -1365,11 +1436,11 @@ class MCPStore {
 
 		try {
 			const serverConfig: MCPServerConfig = {
-				url: trimmedUrl,
-				transport: detectMcpTransportFromUrl(trimmedUrl),
 				handshakeTimeoutMs: DEFAULT_MCP_CONFIG.connectionTimeoutMs,
-				requestTimeoutMs: timeoutMs,
 				headers,
+				requestTimeoutMs: timeoutMs,
+				transport: detectMcpTransportFromUrl(trimmedUrl),
+				url: trimmedUrl,
 				useProxy: server.useProxy
 			};
 
@@ -1385,9 +1456,9 @@ class MCPStore {
 					currentPhase = phase;
 					logs.push(log);
 					this.updateHealthCheck(server.id, {
-						status: HealthCheckStatus.CONNECTING,
+						logs: [...logs],
 						phase,
-						logs: [...logs]
+						status: HealthCheckStatus.CONNECTING
 					});
 
 					// Handle WebSocket disconnection
@@ -1399,28 +1470,26 @@ class MCPStore {
 					}
 				}
 			);
-
 			const tools = connection.tools.map((tool) => ({
-				name: tool.name,
 				description: tool.description,
+				name: tool.name,
 				title: tool.title
 			}));
-
 			const capabilities = this.#buildCapabilitiesInfo(
 				connection.serverCapabilities,
 				connection.clientCapabilities
 			);
 
 			this.updateHealthCheck(server.id, {
-				status: HealthCheckStatus.SUCCESS,
-				tools,
-				serverInfo: connection.serverInfo,
 				capabilities,
-				transportType: connection.transportType,
-				protocolVersion: connection.protocolVersion,
-				instructions: connection.instructions,
 				connectionTimeMs: connection.connectionTimeMs,
-				logs
+				instructions: connection.instructions,
+				logs,
+				protocolVersion: connection.protocolVersion,
+				serverInfo: connection.serverInfo,
+				status: HealthCheckStatus.SUCCESS,
+				tools,
+				transportType: connection.transportType
 			});
 
 			// Promote to active connection or disconnect
@@ -1434,18 +1503,18 @@ class MCPStore {
 
 			if (logs.at(-1)?.phase !== MCPConnectionPhase.ERROR) {
 				logs.push({
-					timestamp: new Date(),
-					phase: MCPConnectionPhase.ERROR,
+					level: MCPLogLevel.ERROR,
 					message: `Connection failed: ${message}`,
-					level: MCPLogLevel.ERROR
+					phase: MCPConnectionPhase.ERROR,
+					timestamp: new Date()
 				});
 			}
 
 			this.updateHealthCheck(server.id, {
-				status: HealthCheckStatus.ERROR,
+				logs,
 				message,
 				phase: currentPhase,
-				logs
+				status: HealthCheckStatus.ERROR
 			});
 		}
 	}
@@ -1462,6 +1531,7 @@ class MCPStore {
 					`[MCPStore] Tool name conflict during promotion: "${tool.name}" exists in "${this.toolsIndex.get(tool.name)}" and "${serverId}". Using tool from "${serverId}".`
 				);
 			}
+
 			this.toolsIndex.set(tool.name, serverId);
 		}
 
@@ -1470,8 +1540,8 @@ class MCPStore {
 
 		// Update state
 		this.updateState({
-			toolCount: this.toolsIndex.size,
-			connectedServers: Array.from(this.connections.keys())
+			connectedServers: Array.from(this.connections.keys()),
+			toolCount: this.toolsIndex.size
 		});
 	}
 
@@ -1480,10 +1550,10 @@ class MCPStore {
 
 		for (const [name, connection] of this.connections) {
 			statuses.push({
-				name,
+				error: undefined,
 				isConnected: true,
-				toolCount: connection.tools.length,
-				error: undefined
+				name,
+				toolCount: connection.tools.length
 			});
 		}
 
@@ -1504,9 +1574,9 @@ class MCPStore {
 		for (const [serverName, connection] of this.connections) {
 			if (connection.instructions) {
 				results.push({
+					instructions: connection.instructions,
 					serverName,
-					serverTitle: connection.serverInfo?.title || connection.serverInfo?.name,
-					instructions: connection.instructions
+					serverTitle: connection.serverInfo?.title || connection.serverInfo?.name
 				});
 			}
 		}
@@ -1528,9 +1598,9 @@ class MCPStore {
 		for (const [serverId, state] of Object.entries(this._healthChecks)) {
 			if (state.status === HealthCheckStatus.SUCCESS && state.instructions) {
 				results.push({
+					instructions: state.instructions,
 					serverId,
-					serverTitle: state.serverInfo?.title || state.serverInfo?.name,
-					instructions: state.instructions
+					serverTitle: state.serverInfo?.title || state.serverInfo?.name
 				});
 			}
 		}
@@ -1579,12 +1649,14 @@ class MCPStore {
 					.map((s) => s.id)
 			);
 		}
+
 		if (enabledServerIds.size === 0) {
 			return false;
 		}
 
 		for (const [serverId, state] of Object.entries(this._healthChecks)) {
 			if (!enabledServerIds.has(serverId)) continue;
+
 			if (
 				state.status === HealthCheckStatus.SUCCESS &&
 				state.capabilities?.server?.resources !== undefined
@@ -1595,6 +1667,7 @@ class MCPStore {
 
 		for (const [serverName, connection] of this.connections) {
 			if (!enabledServerIds.has(serverName)) continue;
+
 			if (MCPService.supportsResources(connection)) {
 				return true;
 			}
@@ -1618,6 +1691,7 @@ class MCPStore {
 		// Check active connections
 		for (const [name, connection] of this.connections) {
 			if (!enabledServerIds.has(name)) continue;
+
 			if (MCPService.supportsResources(connection) && !servers.includes(name)) {
 				servers.push(name);
 			}
@@ -1626,6 +1700,7 @@ class MCPStore {
 		// Also check health check states for servers not yet connected
 		for (const [serverId, state] of Object.entries(this._healthChecks)) {
 			if (!enabledServerIds.has(serverId)) continue;
+
 			if (
 				!servers.includes(serverId) &&
 				state.status === HealthCheckStatus.SUCCESS &&
@@ -1645,6 +1720,7 @@ class MCPStore {
 	 */
 	async fetchAllResources(forceRefresh: boolean = false): Promise<void> {
 		const serversWithResources = this.getServersWithResources();
+
 		if (serversWithResources.length === 0) {
 			return;
 		}
@@ -1653,6 +1729,7 @@ class MCPStore {
 		if (!forceRefresh) {
 			const allServersCached = serversWithResources.every((serverName) => {
 				const serverRes = mcpResourceStore.getServerResources(serverName);
+
 				if (!serverRes || !serverRes.lastFetched) {
 					return false;
 				}
@@ -1687,8 +1764,10 @@ class MCPStore {
 	 */
 	async fetchServerResources(serverName: string): Promise<void> {
 		const connection = this.connections.get(serverName);
+
 		if (!connection) {
 			console.warn(`[MCPStore] No connection found for server: ${serverName}`);
+
 			return;
 		}
 
@@ -1707,6 +1786,7 @@ class MCPStore {
 			mcpResourceStore.setServerResources(serverName, resources, templates);
 		} catch (error) {
 			const message = error instanceof Error ? error.message : String(error);
+
 			mcpResourceStore.setServerError(serverName, message);
 			console.error(`[MCPStore][${serverName}] Failed to fetch resources:`, error);
 		}
@@ -1719,12 +1799,14 @@ class MCPStore {
 	async readResource(uri: string): Promise<MCPResourceContent[] | null> {
 		// Check cache first
 		const cached = mcpResourceStore.getCachedContent(uri);
+
 		if (cached) {
 			return cached.content;
 		}
 
 		// Find which server has this resource
 		const serverName = mcpResourceStore.findServerForUri(uri);
+
 		if (!serverName) {
 			console.error(`[MCPStore] No server found for resource URI: ${uri}`);
 
@@ -1732,6 +1814,7 @@ class MCPStore {
 		}
 
 		const connection = this.connections.get(serverName);
+
 		if (!connection) {
 			console.error(`[MCPStore] No connection found for server: ${serverName}`);
 
@@ -1759,6 +1842,7 @@ class MCPStore {
 	 */
 	async subscribeToResource(uri: string): Promise<boolean> {
 		const serverName = mcpResourceStore.findServerForUri(uri);
+
 		if (!serverName) {
 			console.error(`[MCPStore] No server found for resource URI: ${uri}`);
 
@@ -1766,6 +1850,7 @@ class MCPStore {
 		}
 
 		const connection = this.connections.get(serverName);
+
 		if (!connection) {
 			console.error(`[MCPStore] No connection found for server: ${serverName}`);
 
@@ -1793,6 +1878,7 @@ class MCPStore {
 	 */
 	async unsubscribeFromResource(uri: string): Promise<boolean> {
 		const serverName = mcpResourceStore.findServerForUri(uri);
+
 		if (!serverName) {
 			console.error(`[MCPStore] No server found for resource URI: ${uri}`);
 
@@ -1800,6 +1886,7 @@ class MCPStore {
 		}
 
 		const connection = this.connections.get(serverName);
+
 		if (!connection) {
 			console.error(`[MCPStore] No connection found for server: ${serverName}`);
 
@@ -1824,6 +1911,7 @@ class MCPStore {
 	 */
 	async attachResource(uri: string): Promise<MCPResourceAttachment | null> {
 		const resourceInfo = mcpResourceStore.findResourceByUri(uri);
+
 		if (!resourceInfo) {
 			console.error(`[MCPStore] Resource not found: ${uri}`);
 
@@ -1849,6 +1937,7 @@ class MCPStore {
 			}
 		} catch (error) {
 			const message = error instanceof Error ? error.message : String(error);
+
 			mcpResourceStore.updateAttachmentError(attachment.id, message);
 		}
 
@@ -1882,9 +1971,11 @@ class MCPStore {
 	 */
 	consumeResourceAttachmentsAsExtras(): DatabaseMessageExtraMcpResource[] {
 		const extras = mcpResourceStore.toMessageExtras();
+
 		if (extras.length > 0) {
 			mcpResourceStore.clearAttachments();
 		}
+
 		return extras;
 	}
 }
diff --git a/tools/ui/src/lib/stores/models.svelte.ts b/tools/ui/src/lib/stores/models.svelte.ts
index 0b4d7b55d..145de119c 100644
--- a/tools/ui/src/lib/stores/models.svelte.ts
+++ b/tools/ui/src/lib/stores/models.svelte.ts
@@ -1,26 +1,30 @@
 import { base } from '$app/paths';
-import { SvelteMap, SvelteSet } from 'svelte/reactivity';
-import { toast } from 'svelte-sonner';
-import { ServerModelStatus, ServerModelsSseEventType, ModelModality } from '$lib/enums';
+import {
+	API_MODELS,
+	FAVORITE_MODELS_LOCALSTORAGE_KEY,
+	MODEL_PROPS_CACHE_MAX_ENTRIES,
+	MODEL_PROPS_CACHE_TTL_MS,
+	SSE_DATA_PREFIX,
+	SSE_LINE_SEPARATOR,
+	SSE_RECORD_SEPARATOR
+} from '$lib/constants';
+import {
+	FileTypeCategory,
+	ModelModality,
+	ServerModelsSseEventType,
+	ServerModelStatus
+} from '$lib/enums';
 import { ModelsService } from '$lib/services/models.service';
 import { PropsService } from '$lib/services/props.service';
-import { serverStore, isRouterMode } from '$lib/stores/server.svelte';
+import { conversationsStore } from '$lib/stores/conversations.svelte';
+import { isRouterMode, serverStore } from '$lib/stores/server.svelte';
+import { getAuthHeaders, TTLCache } from '$lib/utils';
 import {
 	detectThinkingSupport,
 	detectThinkingSupportWithReason
 } from '$lib/utils/chat-template-thinking-detector';
-import { TTLCache, getAuthHeaders } from '$lib/utils';
-import {
-	MODEL_PROPS_CACHE_TTL_MS,
-	MODEL_PROPS_CACHE_MAX_ENTRIES,
-	FAVORITE_MODELS_LOCALSTORAGE_KEY,
-	API_MODELS,
-	SSE_RECORD_SEPARATOR,
-	SSE_LINE_SEPARATOR,
-	SSE_DATA_PREFIX
-} from '$lib/constants';
-
-import { conversationsStore } from '$lib/stores/conversations.svelte';
+import { SvelteMap, SvelteSet } from 'svelte/reactivity';
+import { toast } from 'svelte-sonner';
 
 /**
  * modelsStore - Reactive store for model management in both MODEL and ROUTER modes.
@@ -77,8 +81,8 @@ class ModelsStore {
 	 * TTL: 10 minutes — props don't change frequently.
 	 */
 	private modelPropsCache = new TTLCache<string, ApiLlamaCppServerProps>({
-		ttlMs: MODEL_PROPS_CACHE_TTL_MS,
-		maxEntries: MODEL_PROPS_CACHE_MAX_ENTRIES
+		maxEntries: MODEL_PROPS_CACHE_MAX_ENTRIES,
+		ttlMs: MODEL_PROPS_CACHE_TTL_MS
 	});
 	private modelPropsFetching = $state<Set<string>>(new Set());
 
@@ -97,6 +101,7 @@ class ModelsStore {
 
 	get selectedModel(): ModelOption | null {
 		if (!this.selectedModelId) return null;
+
 		return this.models.find((m) => m.id === this.selectedModelId) ?? null;
 	}
 
@@ -125,7 +130,9 @@ class ModelsStore {
 		if (isRouterMode()) return null;
 
 		const props = serverStore.props;
+
 		if (props?.model_alias) return props.model_alias;
+
 		if (!props?.model_path) return null;
 
 		return props.model_path.split(/(\\|\/)/).pop() || null;
@@ -133,6 +140,7 @@ class ModelsStore {
 
 	get selectedModelContextSize(): number | null {
 		if (!this.selectedModelName) return null;
+
 		return this.getModelContextSize(this.selectedModelName);
 	}
 
@@ -150,11 +158,13 @@ class ModelsStore {
 		}
 
 		const model = this.models.find((m) => m.model === modelId || m.id === modelId);
+
 		if (model?.modalities) {
 			return model.modalities;
 		}
 
 		const props = this.modelPropsCache.get(modelId);
+
 		if (props?.modalities) {
 			return this.buildModalities(props.modalities);
 		}
@@ -176,11 +186,15 @@ class ModelsStore {
 
 	getModelModalitiesArray(modelId: string): ModelModality[] {
 		const modalities = this.getModelModalities(modelId);
+
 		if (!modalities) return [];
 
 		const result: ModelModality[] = [];
+
 		if (modalities.vision) result.push(ModelModality.VISION);
+
 		if (modalities.audio) result.push(ModelModality.AUDIO);
+
 		if (modalities.video) result.push(ModelModality.VIDEO);
 
 		return result;
@@ -256,12 +270,15 @@ class ModelsStore {
 		}
 
 		const modelId = this.selectedModelName;
+
 		if (!modelId) return false;
 
 		if (!this.modelPropsCache.get(modelId)) {
 			this.fetchModelProps(modelId);
 		}
+
 		const props = this.getModelProps(modelId);
+
 		return detectThinkingSupport(props?.chat_template ?? '');
 	}
 
@@ -282,6 +299,7 @@ class ModelsStore {
 		}
 
 		const props = this.getModelProps(modelId);
+
 		return detectThinkingSupport(props?.chat_template ?? '');
 	}
 
@@ -294,14 +312,17 @@ class ModelsStore {
 		}
 
 		const modelId = this.selectedModelName;
+
 		if (!modelId) {
-			return { supported: false, reason: 'No model selected' };
+			return { reason: 'No model selected', supported: false };
 		}
 
 		if (!this.modelPropsCache.get(modelId)) {
 			this.fetchModelProps(modelId);
 		}
+
 		const props = this.getModelProps(modelId);
+
 		return detectThinkingSupportWithReason(props?.chat_template ?? '');
 	}
 
@@ -319,6 +340,7 @@ class ModelsStore {
 	 */
 	async fetch(force = false): Promise<void> {
 		if (this.inflightFetch) return this.inflightFetch;
+
 		if (this.models.length > 0 && !force) return;
 
 		this.inflightFetch = this.runFetch();
@@ -389,15 +411,16 @@ class ModelsStore {
 			const modelId = details?.model || item.id;
 
 			return {
-				id: item.id,
-				name: this.toDisplayName(displayNameSource),
-				model: modelId,
-				description: details?.description,
+				aliases: item.aliases ?? [],
 				capabilities: rawCapabilities.filter((value: unknown): value is string => Boolean(value)),
+				description: details?.description,
 				details: details?.details,
+				id: item.id,
 				meta: item.meta ?? null,
+				modalities: this.buildArchitectureModalities(item.architecture),
+				model: modelId,
+				name: this.toDisplayName(displayNameSource),
 				parsedId: ModelsService.parseModelId(modelId),
-				aliases: item.aliases ?? [],
 				tags: item.tags ?? []
 			};
 		});
@@ -413,10 +436,12 @@ class ModelsStore {
 
 		try {
 			const response = await ModelsService.listRouter();
+
 			this.routerModels = response.data;
 			await this.fetchModalitiesForLoadedModels();
 
 			const visible = this.getVisibleModels();
+
 			if (visible.length === 1 && this.isModelLoaded(visible[0].model)) {
 				this.selectModelById(visible[0].id);
 			}
@@ -438,6 +463,7 @@ class ModelsStore {
 	 */
 	async fetchModelProps(modelId: string): Promise<ApiLlamaCppServerProps | null> {
 		const cached = this.modelPropsCache.get(modelId);
+
 		if (cached) return cached;
 
 		if (serverStore.isRouterMode && !this.isModelLoaded(modelId)) {
@@ -450,11 +476,14 @@ class ModelsStore {
 
 		try {
 			const props = await PropsService.fetchForModel(modelId);
+
 			this.modelPropsCache.set(modelId, props);
 			this.propsCacheVersion++;
+
 			return props;
 		} catch (error) {
 			console.warn(`Failed to fetch props for model ${modelId}:`, error);
+
 			return null;
 		} finally {
 			this.modelPropsFetching.delete(modelId);
@@ -464,6 +493,7 @@ class ModelsStore {
 	/** Fetch modalities for all loaded models from /props endpoint. */
 	async fetchModalitiesForLoadedModels(): Promise<void> {
 		const loadedModelIds = this.loadedModelIds;
+
 		if (loadedModelIds.length === 0) return;
 
 		const propsPromises = loadedModelIds.map((modelId) => this.fetchModelProps(modelId));
@@ -473,9 +503,11 @@ class ModelsStore {
 
 			this.models = this.models.map((model) => {
 				const modelIndex = loadedModelIds.indexOf(model.model);
+
 				if (modelIndex === -1) return model;
 
 				const props = results[modelIndex];
+
 				if (!props?.modalities) return model;
 
 				return { ...model, modalities: this.buildModalities(props.modalities) };
@@ -493,6 +525,7 @@ class ModelsStore {
 	 */
 	async updateModelModalities(modelId: string): Promise<void> {
 		const props = await this.fetchModelProps(modelId);
+
 		if (!props?.modalities) return;
 
 		this.models = this.models.map((model) =>
@@ -517,6 +550,7 @@ class ModelsStore {
 	 */
 	getModelFromLastAssistantResponse(): string | null {
 		const messages = conversationsStore.activeMessages;
+
 		if (!messages || messages.length === 0) return null;
 
 		for (let i = messages.length - 1; i >= 0; i--) {
@@ -534,17 +568,21 @@ class ModelsStore {
 	 */
 	async selectModelFromLastAssistantResponse(): Promise<boolean> {
 		const lastModel = this.getModelFromLastAssistantResponse();
+
 		if (!lastModel || this.selectedModelName === lastModel) return false;
 
 		const matchingModel = this.models.find((option) => option.model === lastModel);
+
 		if (!matchingModel || !this.isModelLoaded(lastModel)) return false;
 
 		try {
 			await this.selectModelById(matchingModel.id);
 			console.log(`[modelsStore] Automatically selected model: ${lastModel} from last message`);
+
 			return true;
 		} catch (error) {
 			console.warn('[modelsStore] Failed to automatically select model from last message:', error);
+
 			return false;
 		}
 	}
@@ -562,33 +600,42 @@ class ModelsStore {
 		if (this.selectedModelName) return;
 
 		const availableModels = this.getVisibleModels();
+
 		if (availableModels.length === 0) return;
 
 		// Try to select model from last assistant response first
 		const lastModel = this.getModelFromLastAssistantResponse();
+
 		if (lastModel) {
 			const lastModelOption = availableModels.find((m) => m.model === lastModel);
+
 			if (lastModelOption) {
 				await this.selectModelById(lastModelOption.id);
+
 				if (this.isModelLoaded(lastModel)) {
 					await this.fetchModelProps(lastModel);
 				}
+
 				return;
 			}
 		}
 
 		// Try a loaded model first
 		const loadedModel = availableModels.find((m) => this.isModelLoaded(m.model));
+
 		if (loadedModel) {
 			await this.selectModelById(loadedModel.id);
 			await this.fetchModelProps(loadedModel.model);
+
 			return;
 		}
 
 		// Try loading a favorite model
 		const favorite = this.favoriteModelIds.values().next()?.value;
+
 		if (favorite) {
 			await this.selectModelById(favorite);
+
 			return;
 		}
 
@@ -606,9 +653,11 @@ class ModelsStore {
 
 	async selectModelById(modelId: string): Promise<void> {
 		if (!modelId || this.updating) return;
+
 		if (this.selectedModelId === modelId) return;
 
 		const option = this.models.find((model) => model.id === modelId);
+
 		if (!option) throw new Error('Selected model is not available');
 
 		this.updating = true;
@@ -627,6 +676,7 @@ class ModelsStore {
 	 */
 	selectModelByName(modelName: string): void {
 		const option = this.models.find((model) => model.model === modelName);
+
 		if (option) {
 			this.selectedModelId = option.id;
 			this.selectedModelName = option.model;
@@ -673,6 +723,7 @@ class ModelsStore {
 	 */
 	subscribeStatus(): void {
 		if (this.statusReaderActive) return;
+
 		if (!isRouterMode()) return;
 
 		this.statusReaderActive = true;
@@ -713,15 +764,18 @@ class ModelsStore {
 
 				if (response.ok && response.body) {
 					const reader = response.body.getReader();
+
 					let buffer = '';
 
 					while (!signal.aborted) {
-						const { value, done } = await reader.read();
+						const { done, value } = await reader.read();
+
 						if (done) break;
 
 						buffer += decoder.decode(value, { stream: true });
 
 						let boundary = buffer.indexOf(SSE_RECORD_SEPARATOR);
+
 						while (boundary !== -1) {
 							this.handleStatusRecord(buffer.slice(0, boundary));
 							buffer = buffer.slice(boundary + SSE_RECORD_SEPARATOR.length);
@@ -753,6 +807,7 @@ class ModelsStore {
 		if (payload.length === 0) return;
 
 		let envelope: ApiModelsSseEvent;
+
 		try {
 			envelope = JSON.parse(payload);
 		} catch {
@@ -773,12 +828,15 @@ class ModelsStore {
 			case ServerModelsSseEventType.MODEL_STATUS:
 			case ServerModelsSseEventType.STATUS_UPDATE:
 				this.applyModelStatus(event);
+
 				break;
 			case ServerModelsSseEventType.MODELS_RELOAD:
 				void this.fetchRouterModels();
+
 				break;
 			case ServerModelsSseEventType.MODEL_REMOVE:
 				this.removeRouterModel(event.model);
+
 				break;
 			case ServerModelsSseEventType.DOWNLOAD_PROGRESS:
 				break;
@@ -792,6 +850,7 @@ class ModelsStore {
 	private applyModelStatus(event: ApiModelsSseEvent): void {
 		const model = event.model;
 		const data = event.data;
+
 		if (!model || !data?.status) return;
 
 		const status = data.status;
@@ -814,6 +873,7 @@ class ModelsStore {
 
 		if (failed) {
 			this.rejectStatus(model, new Error(`Model failed: ${this.toDisplayName(model)}`));
+
 			return;
 		}
 
@@ -836,12 +896,15 @@ class ModelsStore {
 	 */
 	private setRouterModelStatus(modelId: string, status: ServerModelStatus): void {
 		const idx = this.routerModels.findIndex((m) => m.id === modelId);
+
 		if (idx === -1) return;
 
 		const current = this.routerModels[idx];
+
 		if (current.status.value === status) return;
 
 		const next = [...this.routerModels];
+
 		next[idx] = { ...current, status: { ...current.status, value: status } };
 		this.routerModels = next;
 	}
@@ -852,7 +915,7 @@ class ModelsStore {
 	 */
 	private waitForStatus(modelId: string, target: ServerModelStatus): Promise<void> {
 		return new Promise((resolve, reject) => {
-			this.statusWaiters.set(modelId, { target, resolve, reject });
+			this.statusWaiters.set(modelId, { reject, resolve, target });
 		});
 	}
 
@@ -861,6 +924,7 @@ class ModelsStore {
 	 */
 	private settleStatus(modelId: string, status: ServerModelStatus): void {
 		const waiter = this.statusWaiters.get(modelId);
+
 		if (waiter && waiter.target === status) {
 			this.statusWaiters.delete(modelId);
 			waiter.resolve();
@@ -872,6 +936,7 @@ class ModelsStore {
 	 */
 	private rejectStatus(modelId: string, error: Error): void {
 		const waiter = this.statusWaiters.get(modelId);
+
 		if (waiter) {
 			this.statusWaiters.delete(modelId);
 			waiter.reject(error);
@@ -880,6 +945,7 @@ class ModelsStore {
 
 	async loadModel(modelId: string): Promise<void> {
 		if (this.isModelLoaded(modelId)) return;
+
 		if (this.modelLoadingStates.get(modelId)) return;
 
 		this.modelLoadingStates.set(modelId, true);
@@ -889,6 +955,7 @@ class ModelsStore {
 		this.subscribeStatus();
 
 		const reachedLoaded = this.waitForStatus(modelId, ServerModelStatus.LOADED);
+
 		reachedLoaded.catch(() => {});
 
 		try {
@@ -899,6 +966,7 @@ class ModelsStore {
 			this.rejectStatus(modelId, error instanceof Error ? error : new Error('load failed'));
 			this.error = error instanceof Error ? error.message : 'Failed to load model';
 			toast.error(`Failed to load model: ${this.toDisplayName(modelId)}`);
+
 			throw error;
 		} finally {
 			this.modelLoadingStates.set(modelId, false);
@@ -907,6 +975,7 @@ class ModelsStore {
 
 	async unloadModel(modelId: string): Promise<void> {
 		if (!this.isModelLoaded(modelId)) return;
+
 		if (this.modelLoadingStates.get(modelId)) return;
 
 		this.modelLoadingStates.set(modelId, true);
@@ -915,6 +984,7 @@ class ModelsStore {
 		this.subscribeStatus();
 
 		const reachedUnloaded = this.waitForStatus(modelId, ServerModelStatus.UNLOADED);
+
 		reachedUnloaded.catch(() => {});
 
 		try {
@@ -925,6 +995,7 @@ class ModelsStore {
 			this.rejectStatus(modelId, error instanceof Error ? error : new Error('unload failed'));
 			this.error = error instanceof Error ? error.message : 'Failed to unload model';
 			toast.error(`Failed to unload model: ${this.toDisplayName(modelId)}`);
+
 			throw error;
 		} finally {
 			this.modelLoadingStates.set(modelId, false);
@@ -933,6 +1004,7 @@ class ModelsStore {
 
 	async ensureModelLoaded(modelId: string): Promise<void> {
 		if (this.isModelLoaded(modelId)) return;
+
 		await this.loadModel(modelId);
 	}
 
@@ -969,9 +1041,11 @@ class ModelsStore {
 	private loadFavoritesFromStorage(): Set<string> {
 		try {
 			const raw = localStorage.getItem(FAVORITE_MODELS_LOCALSTORAGE_KEY);
+
 			return raw ? new Set(JSON.parse(raw) as string[]) : new Set();
 		} catch {
 			toast.error('Failed to load favorite models from local storage');
+
 			return new Set();
 		}
 	}
@@ -987,6 +1061,7 @@ class ModelsStore {
 	private toDisplayName(id: string): string {
 		const segments = id.split(/\\|\//);
 		const candidate = segments.pop();
+
 		return candidate && candidate.trim().length > 0 ? candidate : id;
 	}
 
@@ -994,9 +1069,24 @@ class ModelsStore {
 		modalities: NonNullable<ApiLlamaCppServerProps['modalities']>
 	): ModelModalities {
 		return {
-			vision: modalities.vision ?? false,
 			audio: modalities.audio ?? false,
-			video: modalities.video ?? false
+			video: modalities.video ?? false,
+			vision: modalities.vision ?? false
+		};
+	}
+
+	/** Map the router modalities, the only source available while a model is not loaded. */
+	private buildArchitectureModalities(
+		architecture: ApiModelDataEntry['architecture']
+	): ModelModalities | undefined {
+		if (!architecture) return undefined;
+
+		const inputs = architecture.input_modalities;
+
+		return {
+			audio: inputs.includes(FileTypeCategory.AUDIO),
+			video: inputs.includes(FileTypeCategory.VIDEO),
+			vision: inputs.includes(FileTypeCategory.IMAGE)
 		};
 	}
 
diff --git a/tools/ui/src/lib/stores/permissions.svelte.ts b/tools/ui/src/lib/stores/permissions.svelte.ts
index c50fbe02d..f013c5b4d 100644
--- a/tools/ui/src/lib/stores/permissions.svelte.ts
+++ b/tools/ui/src/lib/stores/permissions.svelte.ts
@@ -1,5 +1,4 @@
 import { ALWAYS_ALLOWED_TOOLS_LOCALSTORAGE_KEY } from '$lib/constants';
-
 import { SvelteSet } from 'svelte/reactivity';
 
 class PermissionsStore {
@@ -8,6 +7,7 @@ class PermissionsStore {
 	constructor() {
 		try {
 			const stored = localStorage.getItem(ALWAYS_ALLOWED_TOOLS_LOCALSTORAGE_KEY);
+
 			if (stored) {
 				for (const name of JSON.parse(stored) as string[]) {
 					if (typeof name === 'string') this._tools.add(name);
diff --git a/tools/ui/src/lib/stores/persisted.svelte.ts b/tools/ui/src/lib/stores/persisted.svelte.ts
index 1e07f80ed..683ab2365 100644
--- a/tools/ui/src/lib/stores/persisted.svelte.ts
+++ b/tools/ui/src/lib/stores/persisted.svelte.ts
@@ -28,6 +28,7 @@ export function persisted<T>(key: string, initialValue: T): PersistedValue<T> {
 		try {
 			if (next === null || next === undefined) {
 				localStorage.removeItem(key);
+
 				return;
 			}
 
diff --git a/tools/ui/src/lib/stores/server.svelte.ts b/tools/ui/src/lib/stores/server.svelte.ts
index 66ab41119..03b6ddc16 100644
--- a/tools/ui/src/lib/stores/server.svelte.ts
+++ b/tools/ui/src/lib/stores/server.svelte.ts
@@ -1,5 +1,5 @@
-import { PropsService } from '$lib/services/props.service';
 import { ServerRole } from '$lib/enums';
+import { PropsService } from '$lib/services/props.service';
 import { ApiError } from '$lib/utils/api-fetch';
 
 const LOADING_RETRY_INTERVAL_MS = 1000;
@@ -84,9 +84,11 @@ class ServerStore {
 		if (this.fetchPromise) return this.fetchPromise;
 
 		this.clearRetryTimer();
+
 		if (!background) {
 			this.loading = true;
 		}
+
 		// Don't clear an existing "still loading" error before a retry -
 		// doing so would unmount/remount the error banner every second.
 		if (this.status !== 503) {
@@ -96,6 +98,7 @@ class ServerStore {
 		const fetchPromise = (async () => {
 			try {
 				const props = await PropsService.fetch();
+
 				this.props = props;
 				this.error = null;
 				this.status = null;
@@ -112,6 +115,7 @@ class ServerStore {
 				if (!background) {
 					this.loading = false;
 				}
+
 				this.fetchPromise = null;
 			}
 		})();
@@ -132,6 +136,7 @@ class ServerStore {
 
 	private scheduleRetry(): void {
 		if (this.retryTimer) return;
+
 		this.retryTimer = setTimeout(() => {
 			this.retryTimer = null;
 			this.fetch({ background: true });
@@ -155,6 +160,7 @@ class ServerStore {
 
 	private detectRole(props: ApiLlamaCppServerProps): void {
 		const newRole = props?.role === ServerRole.ROUTER ? ServerRole.ROUTER : ServerRole.MODEL;
+
 		if (this.role !== newRole) {
 			this.role = newRole;
 			console.info(`Server running in ${newRole === ServerRole.ROUTER ? 'ROUTER' : 'MODEL'} mode`);
diff --git a/tools/ui/src/lib/stores/settings.svelte.ts b/tools/ui/src/lib/stores/settings.svelte.ts
index df45f0503..c8b9be7a7 100644
--- a/tools/ui/src/lib/stores/settings.svelte.ts
+++ b/tools/ui/src/lib/stores/settings.svelte.ts
@@ -32,24 +32,24 @@
  */
 
 import { browser } from '$app/environment';
-import { ColorMode } from '$lib/enums';
-import type { SettingsExportType } from '$lib/types';
-import { setMode } from 'mode-watcher';
 import {
 	CONFIG_LOCALSTORAGE_KEY,
 	SETTING_CONFIG_DEFAULT,
 	SETTINGS_KEYS,
 	USER_OVERRIDES_LOCALSTORAGE_KEY
 } from '$lib/constants';
-import { isMobile } from '$lib/stores/viewport.svelte';
+import { ColorMode } from '$lib/enums';
 import { ParameterSyncService } from '$lib/services/parameter-sync.service';
 import { serverStore } from '$lib/stores/server.svelte';
+import { isMobile } from '$lib/stores/viewport.svelte';
+import type { SettingsExportType } from '$lib/types';
 import {
 	configToParameterRecord,
-	normalizeFloatingPoint,
 	getConfigValue,
+	normalizeFloatingPoint,
 	setConfigValue
 } from '$lib/utils';
+import { setMode } from 'mode-watcher';
 
 class SettingsStore {
 	/**
@@ -146,6 +146,7 @@ class SettingsStore {
 			const savedOverrides = JSON.parse(
 				localStorage.getItem(USER_OVERRIDES_LOCALSTORAGE_KEY) || '[]'
 			);
+
 			this.userOverrides = new Set(savedOverrides);
 		} catch (error) {
 			console.warn('Failed to parse config from localStorage, using defaults:', error);
@@ -164,6 +165,7 @@ class SettingsStore {
 		if (!browser) return;
 
 		const legacyTheme = localStorage.getItem('theme');
+
 		if (legacyTheme) {
 			this.config[SETTINGS_KEYS.THEME] = legacyTheme;
 			localStorage.removeItem('theme');
@@ -334,6 +336,7 @@ class SettingsStore {
 	 */
 	syncWithServerDefaults(): void {
 		const propsDefaults = this.getServerDefaults();
+
 		if (Object.keys(propsDefaults).length === 0) return;
 
 		const uiSettings = serverStore.uiSettings;
@@ -341,7 +344,6 @@ class SettingsStore {
 
 		for (const [key, propsValue] of Object.entries(propsDefaults)) {
 			const currentValue = getConfigValue(this.config, key);
-
 			const normalizedCurrent = normalizeFloatingPoint(currentValue);
 			const normalizedDefault = normalizeFloatingPoint(propsValue);
 
@@ -473,6 +475,7 @@ class SettingsStore {
 	 */
 	getParameterDiff() {
 		const serverDefaults = this.getServerDefaults();
+
 		if (Object.keys(serverDefaults).length === 0) return {};
 
 		const configAsRecord = configToParameterRecord(
@@ -521,8 +524,10 @@ class SettingsStore {
 				>;
 				const safeServers = mcpServers.map((server) => {
 					delete server.headers;
+
 					return server;
 				});
+
 				configToExport.mcpServers = JSON.stringify(safeServers);
 			} catch {
 				// If parsing fails, just exclude the entire mcpServers field
@@ -531,10 +536,10 @@ class SettingsStore {
 		}
 
 		return {
-			version: 1,
-			timestamp: Date.now(),
 			config: configToExport,
-			userOverrides: Array.from(this.userOverrides)
+			timestamp: Date.now(),
+			userOverrides: Array.from(this.userOverrides),
+			version: 1
 		};
 	}
 
diff --git a/tools/ui/src/lib/stores/tools.svelte.ts b/tools/ui/src/lib/stores/tools.svelte.ts
index 66e61ab4d..b1a946391 100644
--- a/tools/ui/src/lib/stores/tools.svelte.ts
+++ b/tools/ui/src/lib/stores/tools.svelte.ts
@@ -1,15 +1,22 @@
-import type { OpenAIToolDefinition, ToolEntry, ToolGroup } from '$lib/types';
-import { ToolsService } from '$lib/services/tools.service';
-import { mcpStore } from '$lib/stores/mcp.svelte';
-import { HealthCheckStatus, JsonSchemaType, ToolCallType, ToolSource } from '$lib/enums';
-import { config } from '$lib/stores/settings.svelte';
 import {
-	DISABLED_TOOL_KEYS_LOCALSTORAGE_KEY,
 	buildSandboxToolDefinition,
+	DISABLED_TOOL_KEYS_LOCALSTORAGE_KEY,
+	HOME_TILDE,
 	TOOL_GROUP_LABELS,
 	TOOL_SERVER_LABELS
 } from '$lib/constants';
-
+import {
+	BuiltInTool,
+	GlobSearchType,
+	HealthCheckStatus,
+	JsonSchemaType,
+	ToolCallType,
+	ToolSource
+} from '$lib/enums';
+import { ToolsService } from '$lib/services/tools.service';
+import { mcpStore } from '$lib/stores/mcp.svelte';
+import { config } from '$lib/stores/settings.svelte';
+import type { OpenAIToolDefinition, ToolEntry, ToolGroup } from '$lib/types';
 import { SvelteMap, SvelteSet } from 'svelte/reactivity';
 
 /** Stable selection identity for a tool, shared by the disabled set and the permission store */
@@ -19,13 +26,19 @@ class ToolsStore {
 	private _loading = $state(false);
 	private _error = $state<string | null>(null);
 	private _disabledTools = $state(new SvelteSet<string>());
+	// builtin tools that resolve their paths against the working directory,
+	// as declared by the server in its `/tools` listing
+	private _cwdAwareTools = $state(new SvelteSet<string>());
 	private _toolsEndpointUnreachable = $state(false);
+	private _serverHome = $state<string | null | undefined>(undefined);
 
 	constructor() {
 		try {
 			const stored = localStorage.getItem(DISABLED_TOOL_KEYS_LOCALSTORAGE_KEY);
+
 			if (stored) {
 				const parsed = JSON.parse(stored);
+
 				if (Array.isArray(parsed)) {
 					for (const key of parsed) {
 						if (typeof key === 'string') this._disabledTools.add(key);
@@ -65,10 +78,15 @@ class ToolsStore {
 
 	private inferTypeFromDefault(value: unknown): string | undefined {
 		if (typeof value === 'string') return 'string';
+
 		if (typeof value === 'boolean') return 'boolean';
+
 		if (typeof value === 'number') return Number.isInteger(value) ? 'integer' : 'number';
+
 		if (Array.isArray(value)) return 'array';
+
 		if (value !== null && typeof value === 'object') return 'object';
+
 		return undefined;
 	}
 
@@ -85,9 +103,11 @@ class ToolsStore {
 		if (normalized.properties && typeof normalized.properties === 'object') {
 			const props = normalized.properties as Record<string, Record<string, unknown>>;
 			const normalizedProps: Record<string, Record<string, unknown>> = {};
+
 			for (const [key, prop] of Object.entries(props)) {
 				if (!prop || typeof prop !== 'object') {
 					normalizedProps[key] = prop;
+
 					continue;
 				}
 
@@ -95,6 +115,7 @@ class ToolsStore {
 
 				if (!normalizedProp.type && normalizedProp.default !== undefined) {
 					const inferred = this.inferTypeFromDefault(normalizedProp.default);
+
 					if (inferred) normalizedProp.type = inferred;
 				}
 
@@ -125,12 +146,12 @@ class ToolsStore {
 		schema?: Record<string, unknown>
 	): OpenAIToolDefinition {
 		return {
-			type: ToolCallType.FUNCTION,
 			function: {
-				name,
 				description,
-				parameters: schema ?? { type: JsonSchemaType.OBJECT, properties: {}, required: [] }
-			}
+				name,
+				parameters: schema ?? { properties: {}, required: [], type: JsonSchemaType.OBJECT }
+			},
+			type: ToolCallType.FUNCTION
 		};
 	}
 
@@ -138,6 +159,10 @@ class ToolsStore {
 		return this._builtinTools;
 	}
 
+	get serverHome(): string | null {
+		return this._serverHome ?? null;
+	}
+
 	get mcpTools(): OpenAIToolDefinition[] {
 		return this.mcpEntries().map((e) => e.definition);
 	}
@@ -150,10 +175,12 @@ class ToolsStore {
 
 	get customTools(): OpenAIToolDefinition[] {
 		const raw = config().customJson;
+
 		if (!raw || typeof raw !== 'string') return [];
 
 		try {
 			const parsed = JSON.parse(raw);
+
 			if (!Array.isArray(parsed)) return [];
 
 			return parsed.filter(
@@ -177,28 +204,30 @@ class ToolsStore {
 		definition: OpenAIToolDefinition;
 	}[] {
 		const out: { serverId: string; serverName: string; definition: OpenAIToolDefinition }[] = [];
-
 		const connections = mcpStore.getConnections();
+
 		if (connections.size > 0) {
 			for (const [serverId, connection] of connections) {
 				const serverName = mcpStore.getServerDisplayName(serverId);
+
 				for (const tool of connection.tools) {
 					const rawSchema = (tool.inputSchema as Record<string, unknown>) ?? {
-						type: JsonSchemaType.OBJECT,
 						properties: {},
-						required: []
+						required: [],
+						type: JsonSchemaType.OBJECT
 					};
+
 					out.push({
-						serverId,
-						serverName,
 						definition: {
-							type: ToolCallType.FUNCTION,
 							function: {
-								name: tool.name,
 								description: tool.description,
+								name: tool.name,
 								parameters: this.normalizeJsonSchema(rawSchema)
-							}
-						}
+							},
+							type: ToolCallType.FUNCTION
+						},
+						serverId,
+						serverName
 					});
 				}
 			}
@@ -206,9 +235,9 @@ class ToolsStore {
 			for (const { serverId, serverName, tools } of this.getMcpToolsFromHealthChecks()) {
 				for (const tool of tools) {
 					out.push({
+						definition: this.mcpDefinition(tool.name, tool.description),
 						serverId,
-						serverName,
-						definition: this.mcpDefinition(tool.name, tool.description)
+						serverName
 					});
 				}
 			}
@@ -221,48 +250,52 @@ class ToolsStore {
 	get allTools(): ToolEntry[] {
 		const entries: ToolEntry[] = [];
 		const seen = new SvelteSet<string>();
-
 		const push = (entry: ToolEntry) => {
 			if (seen.has(entry.key)) return;
+
 			seen.add(entry.key);
 			entries.push(entry);
 		};
 
 		for (const def of this._builtinTools) {
 			const name = def.function.name;
+
 			push({
-				source: ToolSource.BUILTIN,
+				definition: def,
 				key: this.toolKey(ToolSource.BUILTIN, name),
-				definition: def
+				source: ToolSource.BUILTIN
 			});
 		}
 
 		for (const def of this.frontendTools) {
 			const name = def.function.name;
+
 			push({
-				source: ToolSource.FRONTEND,
+				definition: def,
 				key: this.toolKey(ToolSource.FRONTEND, name),
-				definition: def
+				source: ToolSource.FRONTEND
 			});
 		}
 
-		for (const { serverId, serverName, definition } of this.mcpEntries()) {
+		for (const { definition, serverId, serverName } of this.mcpEntries()) {
 			const name = definition.function.name;
+
 			push({
-				source: ToolSource.MCP,
+				definition,
+				key: this.toolKey(ToolSource.MCP, name, serverId),
 				serverId,
 				serverName,
-				key: this.toolKey(ToolSource.MCP, name, serverId),
-				definition
+				source: ToolSource.MCP
 			});
 		}
 
 		for (const def of this.customTools) {
 			const name = def.function.name;
+
 			push({
-				source: ToolSource.CUSTOM,
+				definition: def,
 				key: this.toolKey(ToolSource.CUSTOM, name),
-				definition: def
+				source: ToolSource.CUSTOM
 			});
 		}
 
@@ -279,12 +312,13 @@ class ToolsStore {
 				entry.source === ToolSource.MCP ? `mcp:${entry.serverId ?? ''}` : entry.source;
 
 			let group = byKey.get(groupKey);
+
 			if (!group) {
 				group = {
-					source: entry.source,
 					key: groupKey,
 					label: this.groupLabel(entry),
 					serverId: entry.serverId,
+					source: entry.source,
 					tools: []
 				};
 				byKey.set(groupKey, group);
@@ -318,6 +352,7 @@ class ToolsStore {
 	 */
 	getEnabledToolsForLLM(): OpenAIToolDefinition[] {
 		const enabledNames = new SvelteSet<string>();
+
 		for (const entry of this.allTools) {
 			if (!this._disabledTools.has(entry.key)) {
 				enabledNames.add(entry.definition.function.name);
@@ -326,10 +361,11 @@ class ToolsStore {
 
 		const result: OpenAIToolDefinition[] = [];
 		const seen = new SvelteSet<string>();
-
 		const take = (def: OpenAIToolDefinition) => {
 			const name = def.function.name;
+
 			if (!enabledNames.has(name) || seen.has(name)) return;
+
 			seen.add(name);
 			result.push(def);
 		};
@@ -373,6 +409,7 @@ class ToolsStore {
 		} else {
 			this._disabledTools.add(key);
 		}
+
 		this.persistDisabledTools();
 	}
 
@@ -387,7 +424,9 @@ class ToolsStore {
 	/** Enable all tools belonging to a specific MCP server */
 	enableAllToolsForServer(serverId: string): void {
 		const connection = mcpStore.getConnections().get(serverId);
+
 		if (!connection) return;
+
 		for (const tool of connection.tools) {
 			this._disabledTools.delete(this.toolKey(ToolSource.MCP, tool.name, serverId));
 		}
@@ -397,6 +436,7 @@ class ToolsStore {
 	toggleGroup(group: ToolGroup): void {
 		const allEnabled = group.tools.every((t) => this.isToolEnabled(t.key));
 		const target = !allEnabled;
+
 		for (const tool of group.tools) {
 			if (target) this._disabledTools.delete(tool.key);
 			else this._disabledTools.add(tool.key);
@@ -415,9 +455,12 @@ class ToolsStore {
 		tools: { name: string; description?: string }[];
 	}[] {
 		const result: ReturnType<ToolsStore['getMcpToolsFromHealthChecks']> = [];
+
 		for (const server of mcpStore.getServers()) {
 			if (!server.enabled) continue;
+
 			const health = mcpStore.getHealthCheckState(server.id);
+
 			if (health.status === HealthCheckStatus.SUCCESS && health.tools.length > 0) {
 				result.push({
 					serverId: server.id,
@@ -426,6 +469,7 @@ class ToolsStore {
 				});
 			}
 		}
+
 		return result;
 	}
 
@@ -434,6 +478,7 @@ class ToolsStore {
 		for (const entry of this.allTools) {
 			if (entry.definition.function.name === toolName) return entry;
 		}
+
 		return null;
 	}
 
@@ -445,11 +490,17 @@ class ToolsStore {
 	/** Get the display label for the server that owns a given tool */
 	getToolServerLabel(toolName: string): string {
 		const entry = this.findEntryByName(toolName);
+
 		if (!entry) return '';
+
 		if (entry.serverName) return mcpStore.getServerDisplayName(entry.serverName);
+
 		if (entry.source === ToolSource.BUILTIN) return TOOL_SERVER_LABELS[ToolSource.BUILTIN];
+
 		if (entry.source === ToolSource.CUSTOM) return TOOL_SERVER_LABELS[ToolSource.CUSTOM];
+
 		if (entry.source === ToolSource.FRONTEND) return TOOL_SERVER_LABELS[ToolSource.FRONTEND];
+
 		return '';
 	}
 
@@ -463,6 +514,21 @@ class ToolsStore {
 		return this.getEnabledToolsForLLM().length > 0;
 	}
 
+	/**
+	 * Check if a working directory is worth setting: at least one builtin tool
+	 * that reads it is both served and left enabled by the user.
+	 */
+	get hasEnabledCwdTools(): boolean {
+		return this._builtinTools.some((def) => {
+			const name = def.function.name;
+
+			return (
+				this._cwdAwareTools.has(name) &&
+				!this._disabledTools.has(this.toolKey(ToolSource.BUILTIN, name))
+			);
+		});
+	}
+
 	async fetchBuiltinTools(): Promise<void> {
 		if (this._loading) return;
 
@@ -472,10 +538,16 @@ class ToolsStore {
 
 		try {
 			const toolInfos = await ToolsService.list();
+
 			this._builtinTools = toolInfos.map((info) => info.definition);
+			this._cwdAwareTools = new SvelteSet(
+				toolInfos.filter((info) => info.uses_cwd).map((info) => info.tool)
+			);
 		} catch (err) {
 			const errorMessage = err instanceof Error ? err.message : String(err);
+
 			this._error = errorMessage;
+
 			// 403 from /tools means the server was started without --tools
 			// TODO: check status code instead of relying on message
 			if (errorMessage.includes('this feature is disabled')) {
@@ -488,6 +560,32 @@ class ToolsStore {
 			this._loading = false;
 		}
 	}
+
+	/**
+	 * Absolute home directory on the server, resolved once per session via
+	 * file_glob_search's `base` field (the server expands `~`). Anchors the
+	 * directory picker's search scope and the `~` abbreviation of cwd
+	 * displays. Returns null when tools are unavailable.
+	 */
+	async resolveServerHome(): Promise<string | null> {
+		if (this._serverHome !== undefined) return this._serverHome;
+
+		try {
+			const res = await ToolsService.executeToolRaw(BuiltInTool.FILE_GLOB_SEARCH, {
+				limit: 1,
+				max_depth: 1,
+				path: HOME_TILDE,
+				type: GlobSearchType.DIR
+			});
+
+			this._serverHome = typeof res.base === 'string' ? res.base : null;
+		} catch {
+			// searches still work via a literal `~`, only `~` abbreviation degrades
+			this._serverHome = null;
+		}
+
+		return this._serverHome;
+	}
 }
 
 export const toolsStore = new ToolsStore();
diff --git a/tools/ui/src/lib/stores/version.svelte.ts b/tools/ui/src/lib/stores/version.svelte.ts
index d8248a6dc..64a210673 100644
--- a/tools/ui/src/lib/stores/version.svelte.ts
+++ b/tools/ui/src/lib/stores/version.svelte.ts
@@ -18,13 +18,16 @@ async function loadVersion() {
 
 	if (import.meta.env.DEV) {
 		version = 'dev';
+
 		return;
 	}
 
 	try {
 		const res = await fetch(`${base}/_app/version.json`, { cache: 'no-store' });
+
 		if (res.ok) {
 			const data = await res.json();
+
 			version = data.version ?? '';
 		}
 	} catch {
diff --git a/tools/ui/src/lib/types/agentic.d.ts b/tools/ui/src/lib/types/agentic.d.ts
index e235db78b..e4ab61035 100644
--- a/tools/ui/src/lib/types/agentic.d.ts
+++ b/tools/ui/src/lib/types/agentic.d.ts
@@ -1,13 +1,13 @@
-import type { MessageRole } from '$lib/enums';
-import { ToolCallType } from '$lib/enums';
 import type {
 	ApiChatCompletionRequest,
 	ApiChatCompletionToolCall,
 	ApiChatMessageContentPart,
 	ApiChatMessageData
 } from './api';
-import type { ChatMessageTimings, ChatMessagePromptProgress } from './chat';
+import type { ChatMessagePromptProgress, ChatMessageTimings } from './chat';
 import type { DatabaseMessage, DatabaseMessageExtra, McpServerOverride } from './database';
+import type { MessageRole } from '$lib/enums';
+import { ToolCallType } from '$lib/enums';
 
 /**
  * Agentic orchestration configuration.
@@ -109,7 +109,8 @@ export interface AgenticFlowCallbacks {
 	createToolResultMessage?: (
 		toolCallId: string,
 		content: string,
-		extras?: DatabaseMessageExtra[]
+		extras?: DatabaseMessageExtra[],
+		toolCwd?: string
 	) => Promise<DatabaseMessage>;
 	/** Update an already-created tool result message. Used while a streaming
 	 *  tool (e.g. exec_shell_command) accumulates output chunks before its
diff --git a/tools/ui/src/lib/types/api.d.ts b/tools/ui/src/lib/types/api.d.ts
index 5421f8b7f..ebf0a2a48 100644
--- a/tools/ui/src/lib/types/api.d.ts
+++ b/tools/ui/src/lib/types/api.d.ts
@@ -1,11 +1,11 @@
+import type { ChatMessagePromptProgress, ChatRole } from './chat';
 import type {
 	ContentPartType,
 	FileTypeAudio,
-	ServerModelStatus,
 	ServerModelsSseEventType,
+	ServerModelStatus,
 	ServerRole
 } from '$lib/enums';
-import type { ChatMessagePromptProgress, ChatRole } from './chat';
 
 export type AudioInputFormat = FileTypeAudio.WAV | FileTypeAudio.MP3;
 
@@ -98,10 +98,21 @@ export interface ApiModelDataEntry {
 	aliases?: string[];
 	/** Informational tags for this model */
 	tags?: string[];
+	/** Modality capabilities, reported by the router for every model regardless of load state */
+	architecture?: ApiModelArchitecture;
 	/** Legacy meta field (may be present in older responses) */
 	meta?: Record<string, unknown> | null;
 }
 
+/**
+ * Modality capabilities of a model, as advertised by the ROUTER /models endpoint.
+ * Read from the model manifest, so it is available before the model is loaded.
+ */
+export interface ApiModelArchitecture {
+	/** Accepted input modalities, always contains "text" */
+	input_modalities: string[];
+}
+
 /**
  * Load stage reported by the /models/sse feed, in load order.
  */
diff --git a/tools/ui/src/lib/types/chat.d.ts b/tools/ui/src/lib/types/chat.d.ts
index 0d6063519..2da043905 100644
--- a/tools/ui/src/lib/types/chat.d.ts
+++ b/tools/ui/src/lib/types/chat.d.ts
@@ -1,6 +1,6 @@
-import type { ErrorDialogType } from '$lib/enums';
 import type { ApiChatCompletionToolCall } from './api';
 import type { DatabaseMessage, DatabaseMessageExtra } from './database';
+import type { ChatFormCommandAction, ErrorDialogType, FileMentionEntryType } from '$lib/enums';
 
 export interface ChatUploadedFile {
 	id: string;
@@ -108,7 +108,8 @@ export interface ChatStreamCallbacks {
 	createToolResultMessage?: (
 		toolCallId: string,
 		content: string,
-		extras?: DatabaseMessageExtra[]
+		extras?: DatabaseMessageExtra[],
+		toolCwd?: string
 	) => Promise<DatabaseMessage>;
 	updateToolResultMessage?: (
 		messageId: string,
@@ -165,3 +166,27 @@ export interface FileProcessingResult {
 	extras: DatabaseMessageExtra[];
 	emptyFiles: string[];
 }
+
+/**
+ * A file or folder picked in the @-mention picker. `path` is the absolute
+ * server-side path; `name` is the basename.
+ */
+export interface FileMentionEntry {
+	path: string;
+	name: string;
+	type: FileMentionEntryType;
+}
+
+/**
+ * A slash command surfaced by the `/` command picker. `disabled` marks a
+ * command whose backing capability is unavailable (e.g. `/prompt` when no
+ * MCP server exposes prompts): visible but greyed out and not selectable.
+ */
+export interface ChatFormCommand {
+	name: string;
+	description: string;
+	/** Extra search terms that should match this command in the picker. */
+	keywords?: string[];
+	action: ChatFormCommandAction;
+	disabled: boolean;
+}
diff --git a/tools/ui/src/lib/types/database.d.ts b/tools/ui/src/lib/types/database.d.ts
index b01a7b964..b239aa025 100644
--- a/tools/ui/src/lib/types/database.d.ts
+++ b/tools/ui/src/lib/types/database.d.ts
@@ -1,5 +1,5 @@
-import type { ChatMessageTimings, ChatRole, ChatMessageType } from '$lib/types/chat';
 import { AttachmentType, ReasoningEffort } from '$lib/enums';
+import type { ChatMessageTimings, ChatMessageType, ChatRole } from '$lib/types/chat';
 
 export interface McpServerOverride {
 	serverId: string;
@@ -14,6 +14,7 @@ export interface DatabaseConversation {
 	mcpServerOverrides?: McpServerOverride[];
 	thinkingEnabled?: boolean;
 	reasoningEffort?: ReasoningEffort;
+	cwd?: string;
 	forkedFromConversationId?: string;
 	pinned?: boolean;
 }
@@ -119,6 +120,10 @@ export interface DatabaseMessage {
 	completionId?: string;
 	/** Tool call ID for tool result messages (role: 'tool') */
 	toolCallId?: string;
+	/** Working directory the tool call ran with (sent via the x-tool-cwd header), stored per call so the UI can show it accurately even after the conversation cwd changes */
+	toolCwd?: string;
+	/** Internal flag marking a UI-generated message (e.g. a cwd change). The row is sent to the model as a "user" turn so chat templates accept it; the flag is only read by the renderer. */
+	isSynthetic?: boolean;
 	children: string[];
 	extra?: DatabaseMessageExtra[];
 	timings?: ChatMessageTimings;
diff --git a/tools/ui/src/lib/types/index.ts b/tools/ui/src/lib/types/index.ts
index 408ac0cbd..dbe0fa823 100644
--- a/tools/ui/src/lib/types/index.ts
+++ b/tools/ui/src/lib/types/index.ts
@@ -53,7 +53,9 @@ export type {
 	LiveProcessingStats,
 	LiveGenerationStats,
 	AttachmentDisplayItemsOptions,
-	FileProcessingResult
+	FileProcessingResult,
+	FileMentionEntry,
+	ChatFormCommand
 } from './chat.d';
 
 // Database types
diff --git a/tools/ui/src/lib/types/mcp.d.ts b/tools/ui/src/lib/types/mcp.d.ts
index b567c20c9..d01bbac00 100644
--- a/tools/ui/src/lib/types/mcp.d.ts
+++ b/tools/ui/src/lib/types/mcp.d.ts
@@ -1,19 +1,19 @@
-import type { MCPConnectionPhase, MCPLogLevel, HealthCheckStatus } from '$lib/enums/mcp.enums';
-import type { ToolSource } from '$lib/enums/tools.enums';
+import type { MimeTypeUnion } from './common';
 import type {
+	CallToolResult,
 	Client,
 	ClientCapabilities as SDKClientCapabilities,
-	ServerCapabilities as SDKServerCapabilities,
+	GetPromptResult,
 	Implementation as SDKImplementation,
-	Tool,
-	CallToolResult,
 	Prompt,
-	GetPromptResult,
 	PromptMessage,
+	ServerCapabilities as SDKServerCapabilities,
+	Tool,
 	Transport
 } from '@modelcontextprotocol/sdk';
-import type { MimeTypeUnion } from './common';
 import type { ColorMode } from '$lib/enums';
+import type { HealthCheckStatus, MCPConnectionPhase, MCPLogLevel } from '$lib/enums/mcp.enums';
+import type { ToolSource } from '$lib/enums/tools.enums';
 
 export type { Tool, CallToolResult, Prompt, GetPromptResult, PromptMessage };
 export type ClientCapabilities = SDKClientCapabilities;
@@ -292,6 +292,7 @@ export interface ServerBuiltinToolInfo {
 	permissions: {
 		write: boolean;
 	};
+	uses_cwd: boolean;
 	definition: OpenAIToolDefinition;
 }
 
diff --git a/tools/ui/src/lib/types/settings.d.ts b/tools/ui/src/lib/types/settings.d.ts
index c38665de7..55f304ea2 100644
--- a/tools/ui/src/lib/types/settings.d.ts
+++ b/tools/ui/src/lib/types/settings.d.ts
@@ -1,15 +1,15 @@
-import type { SETTING_CONFIG_DEFAULT, SETTINGS_SECTION_TITLES } from '$lib/constants';
 import type { ChatMessagePromptProgress, ChatMessageTimings } from './chat';
-import type { OpenAIToolDefinition } from './mcp';
 import type { DatabaseMessageExtra } from './database';
+import type { OpenAIToolDefinition } from './mcp';
+import type { Icon } from '@lucide/svelte';
+import type { SETTING_CONFIG_DEFAULT, SETTINGS_SECTION_TITLES } from '$lib/constants';
 import type {
 	ParameterSource,
-	SyncableParameterType,
+	ReasoningEffort,
 	SettingsFieldType,
 	StreamConnectionState,
-	ReasoningEffort
+	SyncableParameterType
 } from '$lib/enums';
-import type { Icon } from '@lucide/svelte';
 import type { Component } from 'svelte';
 
 export type SettingsConfigValue = string | number | boolean | undefined;
@@ -31,6 +31,9 @@ export interface SettingsEntry {
 	radioOptions?: Array<{ value: string; label: string; key: string; isExperimental?: boolean }>;
 	isExperimental?: boolean;
 	isPositiveInteger?: boolean;
+	placeholder?: string;
+	min?: number;
+	max?: number;
 	dependsOn?: string;
 	sync?: {
 		serverKey: string;
@@ -52,6 +55,9 @@ export interface SettingsFieldConfig {
 	type: SettingsFieldType;
 	isExperimental?: boolean;
 	isPositiveInteger?: boolean;
+	placeholder?: string;
+	min?: number;
+	max?: number;
 	dependsOn?: string;
 	help?: string;
 	options?: Array<{ value: string; label: string; icon?: typeof Icon }>;
diff --git a/tools/ui/src/lib/types/tools.d.ts b/tools/ui/src/lib/types/tools.d.ts
index f9bbf3785..95b6256a5 100644
--- a/tools/ui/src/lib/types/tools.d.ts
+++ b/tools/ui/src/lib/types/tools.d.ts
@@ -1,5 +1,5 @@
-import type { ToolSource } from '$lib/enums';
 import type { OpenAIToolDefinition } from './mcp';
+import type { ToolSource } from '$lib/enums';
 
 export interface ToolEntry {
 	source: ToolSource;
diff --git a/tools/ui/src/lib/utils/abort.ts b/tools/ui/src/lib/utils/abort.ts
index 135ef087a..9626de751 100644
--- a/tools/ui/src/lib/utils/abort.ts
+++ b/tools/ui/src/lib/utils/abort.ts
@@ -8,7 +8,6 @@
 
 // the standard DOMException name for a cancelled operation
 const ABORT_ERROR_NAME = 'AbortError';
-
 // browser specific TypeError messages emitted when a fetch reader is cut by page unload,
 // navigation, or a transient network drop. functionally aborts, not actionable errors
 const ABORT_LIKE_MESSAGE_PATTERNS = [
@@ -62,16 +61,20 @@ export function isAbortError(error: unknown): boolean {
 	if (error instanceof DOMException && error.name === ABORT_ERROR_NAME) {
 		return true;
 	}
+
 	if (error instanceof Error) {
 		if (error.name === ABORT_ERROR_NAME) {
 			return true;
 		}
+
 		// these patterns are functionally aborts, keep them out of the red console
 		if (error instanceof TypeError) {
 			const msg = error.message ?? '';
+
 			if (ABORT_LIKE_MESSAGE_PATTERNS.some((re) => re.test(msg))) return true;
 		}
 	}
+
 	return false;
 }
 
@@ -101,6 +104,7 @@ export function createLinkedController(...signals: (AbortSignal | undefined)[]):
 		// If already aborted, abort immediately
 		if (signal.aborted) {
 			controller.abort(signal.reason);
+
 			return controller;
 		}
 
diff --git a/tools/ui/src/lib/utils/agentic.ts b/tools/ui/src/lib/utils/agentic.ts
index e67036751..9c92a42d4 100644
--- a/tools/ui/src/lib/utils/agentic.ts
+++ b/tools/ui/src/lib/utils/agentic.ts
@@ -1,15 +1,8 @@
-import {
-	AgenticSectionType,
-	AttachmentType,
-	ContinueIntentKind,
-	MessageRole,
-	ToolResultKind
-} from '$lib/enums';
 import {
 	ATTACHMENT_SAVED_REGEX,
 	MARKDOWN_ATX_HEADING_REGEX,
-	MARKDOWN_BOLD_REGEX,
 	MARKDOWN_BLOCKQUOTE_REGEX,
+	MARKDOWN_BOLD_REGEX,
 	MARKDOWN_CODE_FENCE_REGEX,
 	MARKDOWN_LINK_REGEX,
 	MARKDOWN_LIST_BULLET_REGEX,
@@ -21,6 +14,13 @@ import {
 	SEARCH_SUMMARY_TOTAL_REGEX,
 	TOOL_RESULT_JSON_OPEN_REGEX
 } from '$lib/constants';
+import {
+	AgenticSectionType,
+	AttachmentType,
+	ContinueIntentKind,
+	MessageRole,
+	ToolResultKind
+} from '$lib/enums';
 import type { ApiChatCompletionToolCall } from '$lib/types/api';
 import type {
 	DatabaseMessage,
@@ -38,6 +38,9 @@ export interface AgenticSection {
 	toolArgs?: string;
 	toolResult?: string;
 	toolResultExtras?: DatabaseMessageExtra[];
+	/** Working directory the tool call ran with (from the tool result
+	 *  message), shown by the exec_shell_command renderer. */
+	toolCwd?: string;
 	/** ID of the model-side tool call (matches tool_calls[i].id). Lets
 	 *  downstream consumers correlate a section with the agentic loop's
 	 *  currently-executing tool, e.g. to drive live-streaming UI state
@@ -75,9 +78,10 @@ function deriveSingleTurnSections(
 		const hasContentAfterReasoning =
 			!!message.content?.trim() || toolCalls.length > 0 || streamingToolCalls.length > 0;
 		const isPending = isStreaming && !hasContentAfterReasoning;
+
 		sections.push({
-			type: isPending ? AgenticSectionType.REASONING_PENDING : AgenticSectionType.REASONING,
 			content: message.reasoningContent,
+			type: isPending ? AgenticSectionType.REASONING_PENDING : AgenticSectionType.REASONING,
 			wasInterrupted: !isStreaming && !hasContentAfterReasoning
 		});
 	}
@@ -85,16 +89,16 @@ function deriveSingleTurnSections(
 	// 2. Text content
 	if (message.content?.trim()) {
 		sections.push({
-			type: AgenticSectionType.TEXT,
-			content: message.content
+			content: message.content,
+			type: AgenticSectionType.TEXT
 		});
 	}
 
 	// 3. Persisted tool calls (from message.toolCalls field)
 	const toolCalls = parseToolCalls(message.toolCalls);
-
 	// Index tool messages by toolCallId for O(1) lookup instead of O(n) find()
 	const toolMsgById = new Map<string, DatabaseMessage>();
+
 	for (const tm of toolMessages) {
 		if (tm.toolCallId && !toolMsgById.has(tm.toolCallId)) {
 			toolMsgById.set(tm.toolCallId, tm);
@@ -109,28 +113,32 @@ function deriveSingleTurnSections(
 			: isStreaming
 				? AgenticSectionType.TOOL_CALL_PENDING
 				: AgenticSectionType.TOOL_CALL;
+
 		sections.push({
-			type,
 			content: resultMsg?.content || '',
-			toolName: tc.function?.name,
 			toolArgs: tc.function?.arguments,
+			toolCallId: tc.id,
+			toolCwd: resultMsg?.toolCwd,
+			toolName: tc.function?.name,
 			toolResult: resultMsg?.content,
 			toolResultExtras: resultMsg?.extra,
-			toolCallId: tc.id
+			type
 		});
 	}
 
 	// 4. Streaming tool calls (not yet persisted - currently being received)
 	const persistedIds = new Set(toolCalls.map((t) => t.id).filter(Boolean));
+
 	for (const tc of streamingToolCalls) {
 		// Skip if already in persisted tool calls
 		if (tc.id && persistedIds.has(tc.id)) continue;
+
 		sections.push({
-			type: AgenticSectionType.TOOL_CALL_STREAMING,
 			content: '',
-			toolName: tc.function?.name,
 			toolArgs: tc.function?.arguments,
-			toolCallId: tc.id
+			toolCallId: tc.id,
+			toolName: tc.function?.name,
+			type: AgenticSectionType.TOOL_CALL_STREAMING
 		});
 	}
 
@@ -164,8 +172,8 @@ export function deriveAgenticSections(
 	}
 
 	const sections: AgenticSection[] = [];
-
 	const firstTurnToolMsgs = collectToolMessages(toolMessages, 0);
+
 	sections.push(...deriveSingleTurnSections(message, firstTurnToolMsgs));
 
 	let i = firstTurnToolMsgs.length;
@@ -208,10 +216,12 @@ export function buildAssistantRawOutput(sections: AgenticSection[]): string {
 			case AgenticSectionType.REASONING:
 			case AgenticSectionType.REASONING_PENDING:
 				parts.push(`${REASONING_TAGS.START}${NEWLINE}${section.content}${REASONING_TAGS.END}`);
+
 				break;
 
 			case AgenticSectionType.TEXT:
 				parts.push(section.content);
+
 				break;
 
 			case AgenticSectionType.TOOL_CALL:
@@ -277,8 +287,8 @@ export function splitSearchSummaryList(
 	const matchesText = separatorIndex === -1 ? text : text.slice(0, separatorIndex);
 	const summaryText =
 		separatorIndex === -1 ? '' : text.slice(separatorIndex + SEARCH_SUMMARY_SEPARATOR.length);
-
 	const totalMatch = summaryText.match(SEARCH_SUMMARY_TOTAL_REGEX);
+
 	if (totalMatch) {
 		captureTotal(parseInt(totalMatch[1], 10));
 	}
@@ -312,11 +322,13 @@ export function parseToolResultWithImages(
 		.join(NEWLINE);
 	const cacheKey = `${imageNames}:${toolResult}`;
 	const cached = toolResultLinesCache.get(cacheKey);
+
 	if (cached !== undefined) return cached;
 
 	const lines = toolResult.split(NEWLINE);
 	const result = lines.map((line) => {
 		const match = line.match(ATTACHMENT_SAVED_REGEX);
+
 		if (!match || !extras) return { text: line };
 
 		const attachmentName = match[1];
@@ -325,12 +337,13 @@ export function parseToolResultWithImages(
 				e.type === AttachmentType.IMAGE && e.name === attachmentName
 		);
 
-		return { text: line, image };
+		return { image, text: line };
 	});
 
 	if (toolResultLinesCache.size >= TOOL_RESULT_LINES_CACHE_MAX_SIZE) {
 		toolResultLinesCache.delete(toolResultLinesCache.keys().next().value!);
 	}
+
 	toolResultLinesCache.set(cacheKey, result);
 
 	return result;
@@ -355,9 +368,11 @@ export function classifyToolResult(content: string | undefined): ToolResultKind
 	if (!content) return ToolResultKind.TEXT;
 
 	const cached = classifyCache.get(content);
+
 	if (cached !== undefined) return cached;
 
 	const trimmed = content.trim();
+
 	if (!trimmed) return ToolResultKind.TEXT;
 
 	let result: ToolResultKind = ToolResultKind.TEXT;
@@ -379,6 +394,7 @@ export function classifyToolResult(content: string | undefined): ToolResultKind
 	if (classifyCache.size >= CLASSIFY_CACHE_MAX_SIZE) {
 		classifyCache.delete(classifyCache.keys().next().value!);
 	}
+
 	classifyCache.set(content, result);
 
 	return result;
@@ -401,13 +417,17 @@ function looksLikeMarkdown(content: string): boolean {
 
 	for (const line of lines) {
 		if (MARKDOWN_ATX_HEADING_REGEX.test(line)) return true;
+
 		if (MARKDOWN_BLOCKQUOTE_REGEX.test(line)) return true;
+
 		if (MARKDOWN_LIST_BULLET_REGEX.test(line)) return true;
+
 		if (MARKDOWN_LIST_NUMBERED_REGEX.test(line)) return true;
 	}
 
 	// Inline structural markers anywhere in the body.
 	if (MARKDOWN_LINK_REGEX.test(content)) return true;
+
 	if (MARKDOWN_BOLD_REGEX.test(content)) return true;
 
 	// Tables: a pipe-bearing header line followed by a separator row.
@@ -434,11 +454,14 @@ function parseToolCalls(toolCallsJson?: string): ApiChatCompletionToolCall[] {
 	if (!toolCallsJson) return [];
 
 	const cached = toolCallsParseCache.get(toolCallsJson);
+
 	if (cached) return cached;
 
 	let result: ApiChatCompletionToolCall[];
+
 	try {
 		const parsed = JSON.parse(toolCallsJson);
+
 		result = Array.isArray(parsed) ? parsed : [];
 	} catch {
 		result = [];
@@ -447,6 +470,7 @@ function parseToolCalls(toolCallsJson?: string): ApiChatCompletionToolCall[] {
 	if (toolCallsParseCache.size >= TOOL_CALLS_CACHE_MAX_SIZE) {
 		toolCallsParseCache.delete(toolCallsParseCache.keys().next().value!);
 	}
+
 	toolCallsParseCache.set(toolCallsJson, result);
 
 	return result;
@@ -504,6 +528,7 @@ export function classifyContinueIntent(messages: DatabaseMessage[], idx: number)
 	}
 
 	const hasToolCalls = parseToolCalls(target.toolCalls).length > 0;
+
 	if (!hasToolCalls) {
 		return { kind: ContinueIntentKind.APPEND_TEXT };
 	}
@@ -512,6 +537,7 @@ export function classifyContinueIntent(messages: DatabaseMessage[], idx: number)
 	// messages directly after the assistant turn that owns them, so the first
 	// non tool message marks the boundary.
 	let lastTrailingTool = idx;
+
 	for (let i = idx + 1; i < messages.length; i++) {
 		if (messages[i].role === MessageRole.TOOL) {
 			lastTrailingTool = i;
diff --git a/tools/ui/src/lib/utils/api-fetch.ts b/tools/ui/src/lib/utils/api-fetch.ts
index e9d906258..7c3b9a9d2 100644
--- a/tools/ui/src/lib/utils/api-fetch.ts
+++ b/tools/ui/src/lib/utils/api-fetch.ts
@@ -1,7 +1,7 @@
+import { getAuthHeaders, getJsonHeaders } from './api-headers';
 import { base } from '$app/paths';
-import { getJsonHeaders, getAuthHeaders } from './api-headers';
-import { UrlProtocol } from '$lib/enums';
 import { ERROR_MESSAGES, HTTP_CODE_TO_STRING } from '$lib/constants/error';
+import { UrlProtocol } from '$lib/enums';
 
 /**
  * API Fetch Utilities
@@ -61,16 +61,15 @@ export interface ApiFetchOptions extends Omit<RequestInit, 'headers'> {
  */
 export async function apiFetch<T>(path: string, options: ApiFetchOptions = {}): Promise<T> {
 	const { authOnly = false, headers: customHeaders, ...fetchOptions } = options;
-
 	const baseHeaders = authOnly ? getAuthHeaders() : getJsonHeaders();
 	const headers = { ...baseHeaders, ...customHeaders };
-
 	const url =
 		path.startsWith(UrlProtocol.HTTP) || path.startsWith(UrlProtocol.HTTPS)
 			? path
 			: `${base}${path}`;
 
 	let response;
+
 	try {
 		response = await fetch(url, {
 			...fetchOptions,
@@ -82,6 +81,7 @@ export async function apiFetch<T>(path: string, options: ApiFetchOptions = {}):
 
 	if (!response.ok) {
 		const errorMessage = await parseErrorMessage(response);
+
 		throw new ApiError(errorMessage, response.status);
 	}
 
@@ -118,11 +118,11 @@ export async function apiFetchWithParams<T>(
 	}
 
 	const { authOnly = false, headers: customHeaders, ...fetchOptions } = options;
-
 	const baseHeaders = authOnly ? getAuthHeaders() : getJsonHeaders();
 	const headers = { ...baseHeaders, ...customHeaders };
 
 	let response;
+
 	try {
 		response = await fetch(url.toString(), {
 			...fetchOptions,
@@ -134,6 +134,7 @@ export async function apiFetchWithParams<T>(
 
 	if (!response.ok) {
 		const errorMessage = await parseErrorMessage(response);
+
 		throw new ApiError(errorMessage, response.status);
 	}
 
@@ -154,8 +155,8 @@ export async function apiPost<T, B = unknown>(
 	options: ApiFetchOptions = {}
 ): Promise<T> {
 	return apiFetch<T>(path, {
-		method: 'POST',
 		body: JSON.stringify(body),
+		method: 'POST',
 		...options
 	});
 }
@@ -167,12 +168,15 @@ export async function apiPost<T, B = unknown>(
 async function parseErrorMessage(response: Response): Promise<string> {
 	try {
 		const errorData = await response.json();
+
 		if (errorData?.error?.message) {
 			return errorData.error.message;
 		}
+
 		if (errorData?.error && typeof errorData.error === 'string') {
 			return errorData.error;
 		}
+
 		if (errorData?.message) {
 			return errorData.message;
 		}
@@ -181,6 +185,7 @@ async function parseErrorMessage(response: Response): Promise<string> {
 	}
 
 	const httpErrorStr = HTTP_CODE_TO_STRING[response.status];
+
 	if (httpErrorStr) {
 		return httpErrorStr;
 	}
@@ -195,8 +200,10 @@ async function parseErrorMessage(response: Response): Promise<string> {
  */
 function beautifyNetworkError(throwable: unknown): string {
 	let message;
+
 	if (throwable instanceof Error) {
 		message = throwable.message;
+
 		if (throwable.name === 'TypeError' && message.includes('fetch')) {
 			return ERROR_MESSAGES.NETWORK.UNREACHABLE;
 		}
diff --git a/tools/ui/src/lib/utils/api-headers.ts b/tools/ui/src/lib/utils/api-headers.ts
index da0ec9db5..16823de01 100644
--- a/tools/ui/src/lib/utils/api-headers.ts
+++ b/tools/ui/src/lib/utils/api-headers.ts
@@ -1,4 +1,4 @@
-import { config } from '$lib/stores/settings.svelte';
+import { redactValue } from './redact';
 import {
 	AUTHORIZATION_HEADER,
 	BEARER_PREFIX,
@@ -7,7 +7,7 @@ import {
 	REDACTED_HEADERS
 } from '$lib/constants';
 import { MimeTypeApplication } from '$lib/enums';
-import { redactValue } from './redact';
+import { config } from '$lib/stores/settings.svelte';
 
 /**
  * Get authorization headers for API requests
diff --git a/tools/ui/src/lib/utils/api-key-validation.ts b/tools/ui/src/lib/utils/api-key-validation.ts
index 5f5986f9c..7b087ba9a 100644
--- a/tools/ui/src/lib/utils/api-key-validation.ts
+++ b/tools/ui/src/lib/utils/api-key-validation.ts
@@ -1,6 +1,6 @@
-import { base } from '$app/paths';
 import { error } from '@sveltejs/kit';
 import { browser } from '$app/environment';
+import { base } from '$app/paths';
 import { AUTHORIZATION_HEADER, BEARER_PREFIX, CONTENT_TYPE_HEADER } from '$lib/constants';
 import { MimeTypeApplication } from '$lib/enums';
 import { config } from '$lib/stores/settings.svelte';
@@ -36,6 +36,7 @@ export async function validateApiKey(fetch: typeof globalThis.fetch): Promise<vo
 			}
 
 			console.warn(`Server responded with status ${response.status} during API key validation`);
+
 			return;
 		}
 	} catch (err) {
diff --git a/tools/ui/src/lib/utils/attachment-display.ts b/tools/ui/src/lib/utils/attachment-display.ts
index 30c7043bf..0ec7cf40d 100644
--- a/tools/ui/src/lib/utils/attachment-display.ts
+++ b/tools/ui/src/lib/utils/attachment-display.ts
@@ -1,10 +1,10 @@
 import { AttachmentType, FileTypeCategory, SpecialFileType } from '$lib/enums';
-import { getFileTypeCategory, getFileTypeCategoryByExtension, isImageFile } from '$lib/utils';
 import type {
 	AttachmentDisplayItemsOptions,
 	ChatAttachmentDisplayItem,
 	ChatUploadedFile
 } from '$lib/types';
+import { getFileTypeCategory, getFileTypeCategoryByExtension, isImageFile } from '$lib/utils';
 
 /**
  * Check if a display item represents an MCP prompt
@@ -14,9 +14,11 @@ export function isMcpPrompt(item: ChatAttachmentDisplayItem): boolean {
 	if (item.attachment?.type === AttachmentType.MCP_PROMPT) {
 		return true;
 	}
+
 	if (item.uploadedFile?.type === SpecialFileType.MCP_PROMPT && item.uploadedFile.mcpPrompt) {
 		return true;
 	}
+
 	return false;
 }
 
@@ -47,21 +49,21 @@ function getUploadedFileCategory(file: ChatUploadedFile): FileTypeCategory | nul
 export function getAttachmentDisplayItems(
 	options: AttachmentDisplayItemsOptions
 ): ChatAttachmentDisplayItem[] {
-	const { uploadedFiles = [], attachments = [] } = options;
+	const { attachments = [], uploadedFiles = [] } = options;
 	const items: ChatAttachmentDisplayItem[] = [];
 
 	// Add uploaded files (ChatForm)
 	for (const file of uploadedFiles) {
 		items.push({
 			id: file.id,
-			name: file.name,
-			size: file.size,
-			preview: file.preview,
 			isImage: getUploadedFileCategory(file) === FileTypeCategory.IMAGE,
 			isLoading: file.isLoading,
 			loadError: file.loadError,
-			uploadedFile: file,
-			textContent: file.textContent
+			name: file.name,
+			preview: file.preview,
+			size: file.size,
+			textContent: file.textContent,
+			uploadedFile: file
 		});
 	}
 
@@ -70,13 +72,13 @@ export function getAttachmentDisplayItems(
 		const isImage = isImageFile(attachment);
 
 		items.push({
+			attachment,
+			attachmentIndex: index,
 			id: `attachment-${index}`,
+			isImage,
 			name: attachment.name,
-			size: 'size' in attachment ? attachment.size : undefined,
 			preview: isImage && 'base64Url' in attachment ? attachment.base64Url : undefined,
-			isImage,
-			attachment,
-			attachmentIndex: index,
+			size: 'size' in attachment ? attachment.size : undefined,
 			textContent: 'content' in attachment ? attachment.content : undefined
 		});
 	}
diff --git a/tools/ui/src/lib/utils/audio-recording.ts b/tools/ui/src/lib/utils/audio-recording.ts
index ab207b7a4..1241d6e05 100644
--- a/tools/ui/src/lib/utils/audio-recording.ts
+++ b/tools/ui/src/lib/utils/audio-recording.ts
@@ -23,9 +23,9 @@ export class AudioRecorder {
 		try {
 			this.stream = await navigator.mediaDevices.getUserMedia({
 				audio: {
+					autoGainControl: true,
 					echoCancellation: true,
-					noiseSuppression: true,
-					autoGainControl: true
+					noiseSuppression: true
 				}
 			});
 
@@ -37,6 +37,7 @@ export class AudioRecorder {
 			this.recordingState = true;
 		} catch (error) {
 			console.error('Failed to start recording:', error);
+
 			throw new Error('Failed to access microphone. Please check permissions.');
 		}
 	}
@@ -49,6 +50,7 @@ export class AudioRecorder {
 
 			if (!recorder || recorder.state === 'inactive') {
 				reject(new Error('No active recording to stop'));
+
 				return;
 			}
 
@@ -156,18 +158,19 @@ export async function convertToWav(audioBlob: Blob): Promise<Blob> {
 		}
 
 		const arrayBuffer = await audioBlob.arrayBuffer();
-
 		// eslint-disable-next-line @typescript-eslint/no-explicit-any
 		const audioContext = new (window.AudioContext || (window as any).webkitAudioContext)();
 
 		try {
 			const audioBuffer = await audioContext.decodeAudioData(arrayBuffer);
+
 			return audioBufferToWav(audioBuffer);
 		} finally {
 			audioContext.close();
 		}
 	} catch (error) {
 		console.error('Failed to convert audio to WAV:', error);
+
 		return audioBlob;
 	}
 }
@@ -181,10 +184,8 @@ function audioBufferToWav(buffer: AudioBuffer): Blob {
 	const byteRate = sampleRate * blockAlign;
 	const dataSize = length * blockAlign;
 	const bufferSize = 44 + dataSize;
-
 	const arrayBuffer = new ArrayBuffer(bufferSize);
 	const view = new DataView(arrayBuffer);
-
 	const writeString = (offset: number, string: string) => {
 		for (let i = 0; i < string.length; i++) {
 			view.setUint8(offset + i, string.charCodeAt(i));
@@ -207,17 +208,22 @@ function audioBufferToWav(buffer: AudioBuffer): Blob {
 
 	// Cache channel arrays, write PCM via Int16Array (native little-endian, matches WAV)
 	const channels: Float32Array[] = new Array(numberOfChannels);
+
 	for (let c = 0; c < numberOfChannels; c++) {
 		channels[c] = buffer.getChannelData(c);
 	}
 
 	const pcm = new Int16Array(arrayBuffer, 44, length * numberOfChannels);
+
 	let p = 0;
+
 	for (let i = 0; i < length; i++) {
 		for (let c = 0; c < numberOfChannels; c++) {
 			let s = channels[c][i];
+
 			if (s > 1) s = 1;
 			else if (s < -1) s = -1;
+
 			pcm[p++] = s * 0x7fff;
 		}
 	}
@@ -237,8 +243,8 @@ export function createAudioFile(audioBlob: Blob, filename?: string): File {
 	const defaultFilename = `recording-${timestamp}.${extension}`;
 
 	return new File([audioBlob], filename || defaultFilename, {
-		type: audioBlob.type,
-		lastModified: Date.now()
+		lastModified: Date.now(),
+		type: audioBlob.type
 	});
 }
 
diff --git a/tools/ui/src/lib/utils/branching.ts b/tools/ui/src/lib/utils/branching.ts
index 6ff701318..6c2c895cb 100644
--- a/tools/ui/src/lib/utils/branching.ts
+++ b/tools/ui/src/lib/utils/branching.ts
@@ -25,6 +25,7 @@ export function findMessageById(
 	id: string | null | undefined
 ): DatabaseMessage | undefined {
 	if (!id) return undefined;
+
 	return messages.find((m) => m.id === id);
 }
 
@@ -52,9 +53,11 @@ export function filterByLeafNodeId(
 
 	// Find the starting node (leaf node or latest if not found)
 	let startNode: DatabaseMessage | undefined = nodeMap.get(leafNodeId);
+
 	if (!startNode) {
 		// If leaf node not found, use the message with latest timestamp
 		let latestTime = -1;
+
 		for (const msg of messages) {
 			if (msg.timestamp > latestTime) {
 				startNode = msg;
@@ -65,6 +68,7 @@ export function filterByLeafNodeId(
 
 	// Traverse from leaf to root, collecting messages
 	let currentNode: DatabaseMessage | undefined = startNode;
+
 	while (currentNode) {
 		// Include message if it's not root, or if we want to include root
 		if (currentNode.type !== 'root' || includeRoot) {
@@ -75,16 +79,19 @@ export function filterByLeafNodeId(
 		if (currentNode.parent === null) {
 			break;
 		}
+
 		currentNode = nodeMap.get(currentNode.parent);
 	}
 
 	// Sort: system messages first, then by timestamp
 	result.sort((a, b) => {
 		if (a.role === MessageRole.SYSTEM && b.role !== MessageRole.SYSTEM) return -1;
+
 		if (a.role !== MessageRole.SYSTEM && b.role === MessageRole.SYSTEM) return 1;
 
 		return a.timestamp - b.timestamp;
 	});
+
 	return result;
 }
 
@@ -101,9 +108,11 @@ function findLeafNodeInMap(
 	messageId: string
 ): string {
 	let currentNode: DatabaseMessage | undefined = nodeMap.get(messageId);
+
 	while (currentNode && currentNode.children.length > 0) {
 		// Follow the last child (most recent branch)
 		const lastChildId = currentNode.children[currentNode.children.length - 1];
+
 		currentNode = nodeMap.get(lastChildId);
 	}
 
@@ -115,6 +124,7 @@ function findLeafNodeInMap(
  */
 export function findLeafNode(messages: readonly DatabaseMessage[], messageId: string): string {
 	const nodeMap = new Map(messages.map((msg) => [msg.id, msg] as const));
+
 	return findLeafNodeInMap(nodeMap, messageId);
 }
 
@@ -169,6 +179,7 @@ export function getMessageSiblings(
 	messageId: string
 ): ChatMessageSiblingInfo | null {
 	const message = nodeMap.get(messageId);
+
 	if (!message) {
 		return null;
 	}
@@ -177,40 +188,39 @@ export function getMessageSiblings(
 	if (message.parent === null) {
 		// No parent means this is likely a root node with no siblings
 		return {
+			currentIndex: 0,
 			message,
 			siblingIds: [messageId],
-			currentIndex: 0,
 			totalSiblings: 1
 		};
 	}
 
 	const parentNode = nodeMap.get(message.parent);
+
 	if (!parentNode) {
 		// Parent not found - treat as single message
 		return {
+			currentIndex: 0,
 			message,
 			siblingIds: [messageId],
-			currentIndex: 0,
 			totalSiblings: 1
 		};
 	}
 
 	// Get all sibling IDs (including self)
 	const siblingIds = parentNode.children;
-
 	// Convert sibling message IDs to their corresponding leaf node IDs
 	// This allows navigation between different conversation branches
 	const siblingLeafIds = siblingIds.map((siblingId: string) =>
 		findLeafNodeInMap(nodeMap, siblingId)
 	);
-
 	// Find current message's position among siblings
 	const currentIndex = siblingIds.indexOf(messageId);
 
 	return {
+		currentIndex,
 		message,
 		siblingIds: siblingLeafIds,
-		currentIndex,
 		totalSiblings: siblingIds.length
 	};
 }
@@ -226,11 +236,14 @@ export function buildSiblingInfoMap(
 ): Map<string, ChatMessageSiblingInfo> {
 	const nodeMap = new Map(messages.map((msg) => [msg.id, msg] as const));
 	const siblingMap = new Map<string, ChatMessageSiblingInfo>();
+
 	for (const msg of messages) {
 		const info = getMessageSiblings(nodeMap, msg.id);
+
 		if (info) {
 			siblingMap.set(msg.id, info);
 		}
 	}
+
 	return siblingMap;
 }
diff --git a/tools/ui/src/lib/utils/cache-ttl.ts b/tools/ui/src/lib/utils/cache-ttl.ts
index 4e414dd54..2f5b2494d 100644
--- a/tools/ui/src/lib/utils/cache-ttl.ts
+++ b/tools/ui/src/lib/utils/cache-ttl.ts
@@ -1,4 +1,4 @@
-import { DEFAULT_CACHE_TTL_MS, DEFAULT_CACHE_MAX_ENTRIES } from '$lib/constants';
+import { DEFAULT_CACHE_MAX_ENTRIES, DEFAULT_CACHE_TTL_MS } from '$lib/constants';
 
 /**
  * TTL Cache - Time-To-Live cache implementation for memory optimization
@@ -46,15 +46,18 @@ export class TTLCache<K extends string, V> {
 	 */
 	get(key: K): V | null {
 		const entry = this.cache.get(key);
+
 		if (!entry) return null;
 
 		if (Date.now() > entry.expiresAt) {
 			this.delete(key);
+
 			return null;
 		}
 
 		// Update last accessed time for LRU-like behavior
 		entry.lastAccessed = Date.now();
+
 		return entry.value;
 	}
 
@@ -71,9 +74,9 @@ export class TTLCache<K extends string, V> {
 		const now = Date.now();
 
 		this.cache.set(key, {
-			value,
 			expiresAt: now + ttl,
-			lastAccessed: now
+			lastAccessed: now,
+			value
 		});
 	}
 
@@ -82,10 +85,12 @@ export class TTLCache<K extends string, V> {
 	 */
 	has(key: K): boolean {
 		const entry = this.cache.get(key);
+
 		if (!entry) return false;
 
 		if (Date.now() > entry.expiresAt) {
 			this.delete(key);
+
 			return false;
 		}
 
@@ -97,9 +102,11 @@ export class TTLCache<K extends string, V> {
 	 */
 	delete(key: K): boolean {
 		const entry = this.cache.get(key);
+
 		if (entry && this.onEvict) {
 			this.onEvict(key, entry.value);
 		}
+
 		return this.cache.delete(key);
 	}
 
@@ -112,6 +119,7 @@ export class TTLCache<K extends string, V> {
 				this.onEvict(key, entry.value);
 			}
 		}
+
 		this.cache.clear();
 	}
 
@@ -128,6 +136,7 @@ export class TTLCache<K extends string, V> {
 	 */
 	prune(): number {
 		const now = Date.now();
+
 		let pruned = 0;
 
 		for (const [key, entry] of this.cache) {
@@ -180,16 +189,20 @@ export class TTLCache<K extends string, V> {
 	 */
 	touch(key: K): boolean {
 		const entry = this.cache.get(key);
+
 		if (!entry) return false;
 
 		const now = Date.now();
+
 		if (now > entry.expiresAt) {
 			this.delete(key);
+
 			return false;
 		}
 
 		entry.expiresAt = now + this.ttlMs;
 		entry.lastAccessed = now;
+
 		return true;
 	}
 }
@@ -210,14 +223,17 @@ export class ReactiveTTLMap<K extends string, V> {
 
 	get(key: K): V | null {
 		const entry = this.entries.get(key);
+
 		if (!entry) return null;
 
 		if (Date.now() > entry.expiresAt) {
 			this.entries.delete(key);
+
 			return null;
 		}
 
 		entry.lastAccessed = Date.now();
+
 		return entry.value;
 	}
 
@@ -230,18 +246,20 @@ export class ReactiveTTLMap<K extends string, V> {
 		const now = Date.now();
 
 		this.entries.set(key, {
-			value,
 			expiresAt: now + ttl,
-			lastAccessed: now
+			lastAccessed: now,
+			value
 		});
 	}
 
 	has(key: K): boolean {
 		const entry = this.entries.get(key);
+
 		if (!entry) return false;
 
 		if (Date.now() > entry.expiresAt) {
 			this.entries.delete(key);
+
 			return false;
 		}
 
@@ -262,6 +280,7 @@ export class ReactiveTTLMap<K extends string, V> {
 
 	prune(): number {
 		const now = Date.now();
+
 		let pruned = 0;
 
 		for (const [key, entry] of this.entries) {
diff --git a/tools/ui/src/lib/utils/cap-img-size.ts b/tools/ui/src/lib/utils/cap-img-size.ts
index c5d9b7306..c4aa4d597 100644
--- a/tools/ui/src/lib/utils/cap-img-size.ts
+++ b/tools/ui/src/lib/utils/cap-img-size.ts
@@ -1,6 +1,6 @@
+import { getJpegOrientationFromDataURL, isJpegMimeType } from './jpeg-orientation';
 import { MEGAPIXELS_TO_PIXELS } from '$lib/constants/image-size';
 import { BASE64_IMAGE_URI_REGEX } from '$lib/constants/uri-template';
-import { getJpegOrientationFromDataURL, isJpegMimeType } from './jpeg-orientation';
 import { MimeTypeImage } from '$lib/enums';
 
 /**
@@ -37,7 +37,6 @@ export function capImageDataURLSize(
 			const orientation = isJpegMimeType(mimeType)
 				? getJpegOrientationFromDataURL(base64UrlImage)
 				: 1;
-
 			const img = new Image();
 
 			img.onload = () => {
@@ -56,6 +55,7 @@ export function capImageDataURLSize(
 
 					if (maxPixels > 0 && totalPixels > maxPixels) {
 						const scaleFactor = Math.sqrt(maxPixels / totalPixels);
+
 						canvas.width = Math.floor(targetWidth * scaleFactor);
 						canvas.height = Math.floor(targetHeight * scaleFactor);
 					} else if (orientation > 1) {
@@ -81,6 +81,7 @@ export function capImageDataURLSize(
 		} catch (error) {
 			const message = error instanceof Error ? error.message : String(error);
 			const errorMessage = `Error resizing image: ${message}`;
+
 			console.error(errorMessage, error);
 			reject(new Error(errorMessage));
 		}
diff --git a/tools/ui/src/lib/utils/chat-template-thinking-detector.ts b/tools/ui/src/lib/utils/chat-template-thinking-detector.ts
index da6382f5c..33e9b4fb5 100644
--- a/tools/ui/src/lib/utils/chat-template-thinking-detector.ts
+++ b/tools/ui/src/lib/utils/chat-template-thinking-detector.ts
@@ -12,7 +12,6 @@
  */
 
 const THINKING_KWARG_VARS = ['enable_thinking', 'reasoning_effort', 'thinking_budget'];
-
 /**
  * Paired thinking-content tag patterns.
  *
@@ -30,7 +29,6 @@ const THINKING_TAG_PATTERNS: Array<[string, string | null]> = [
 	['<seed:think|>', '</seed:think|>'],
 	['<think></think>', null]
 ];
-
 const JINJA_THINKING_CONDITIONALS: RegExp[] = [
 	// Matches: {% if enable thinking %}, {% if enable_thinking %}, {% if (enable_thinking is defined) %}
 	// Handles: underscore-separated (enable_thinking), space-separated (enable thinking),
@@ -47,11 +45,13 @@ const JINJA_THINKING_CONDITIONALS: RegExp[] = [
  */
 export function detectThinkingSupport(t: string): boolean {
 	if (!t) return false;
+
 	for (const kwarg of THINKING_KWARG_VARS) {
 		const regex = new RegExp(
 			`(\\{\\{[^{}]*\\b${kwarg}\\b[^{}]*\\}\\}|\\{%[^{}]*\\b${kwarg}\\b[^{}]*%\\})`,
 			'i'
 		);
+
 		if (regex.test(t)) return true;
 	}
 	for (const p of JINJA_THINKING_CONDITIONALS) {
@@ -60,27 +60,31 @@ export function detectThinkingSupport(t: string): boolean {
 	for (const [s, e] of THINKING_TAG_PATTERNS) {
 		if (t.includes(s) && (!e || t.includes(e))) return true;
 	}
+
 	return false;
 }
 
 export function detectThinkingSupportWithReason(t: string): { supported: boolean; reason: string } {
-	if (!t) return { supported: false, reason: 'No chat template available' };
+	if (!t) return { reason: 'No chat template available', supported: false };
+
 	for (const kwarg of THINKING_KWARG_VARS) {
 		const regex = new RegExp(
 			`(\\{\\{[^{}]*\\b${kwarg}\\b[^{}]*\\}\\}|\\{%[^{}]*\\b${kwarg}\\b[^{}]*%\\})`,
 			'i'
 		);
+
 		if (regex.test(t)) {
-			return { supported: true, reason: 'Found: ' + kwarg };
+			return { reason: 'Found: ' + kwarg, supported: true };
 		}
 	}
 	for (const p of JINJA_THINKING_CONDITIONALS) {
-		if (p.test(t)) return { supported: true, reason: 'Found: thinking conditional' };
+		if (p.test(t)) return { reason: 'Found: thinking conditional', supported: true };
 	}
 	for (const [s, e] of THINKING_TAG_PATTERNS) {
 		if (t.includes(s) && (!e || t.includes(e))) {
-			return { supported: true, reason: 'Found: ' + s + (e ? ' .. ' + e : ' (self)') };
+			return { reason: 'Found: ' + s + (e ? ' .. ' + e : ' (self)'), supported: true };
 		}
 	}
-	return { supported: false, reason: 'No thinking patterns found' };
+
+	return { reason: 'No thinking patterns found', supported: false };
 }
diff --git a/tools/ui/src/lib/utils/clipboard.ts b/tools/ui/src/lib/utils/clipboard.ts
index 8fcb554b1..96a20858a 100644
--- a/tools/ui/src/lib/utils/clipboard.ts
+++ b/tools/ui/src/lib/utils/clipboard.ts
@@ -1,16 +1,16 @@
-import { toast } from 'svelte-sonner';
 import { AttachmentType } from '$lib/enums';
 import type {
+	ClipboardAttachment,
+	ClipboardMcpPromptAttachment,
+	ClipboardTextAttachment,
 	DatabaseMessageExtra,
-	DatabaseMessageExtraTextFile,
 	DatabaseMessageExtraLegacyContext,
 	DatabaseMessageExtraMcpPrompt,
 	DatabaseMessageExtraMcpResource,
-	ClipboardTextAttachment,
-	ClipboardMcpPromptAttachment,
-	ClipboardAttachment,
+	DatabaseMessageExtraTextFile,
 	ParsedClipboardContent
 } from '$lib/types';
+import { toast } from 'svelte-sonner';
 
 /**
  * Copy text to clipboard with toast notification
@@ -30,11 +30,13 @@ export async function copyToClipboard(
 		if (navigator.clipboard && navigator.clipboard.writeText) {
 			await navigator.clipboard.writeText(text);
 			toast.success(successMessage);
+
 			return true;
 		}
 
 		// Fallback for non-secure contexts
 		const textArea = document.createElement('textarea');
+
 		textArea.value = text;
 		textArea.style.position = 'fixed';
 		textArea.style.left = '-999999px';
@@ -44,10 +46,12 @@ export async function copyToClipboard(
 		textArea.select();
 
 		const successful = document.execCommand('copy');
+
 		document.body.removeChild(textArea);
 
 		if (successful) {
 			toast.success(successMessage);
+
 			return true;
 		} else {
 			throw new Error('execCommand failed');
@@ -55,6 +59,7 @@ export async function copyToClipboard(
 	} catch (error) {
 		console.error('Failed to copy to clipboard:', error);
 		toast.error(errorMessage);
+
 		return false;
 	}
 }
@@ -127,28 +132,32 @@ export function formatMessageForClipboard(
 
 	if (asPlainText) {
 		const parts = [content];
+
 		for (const att of textAttachments) {
 			parts.push(att.content);
 		}
+
 		return parts.join('\n\n');
 	}
 
 	const clipboardAttachments: ClipboardAttachment[] = textAttachments.map((att) => {
 		if (att.type === AttachmentType.MCP_PROMPT) {
 			const mcpAtt = att as DatabaseMessageExtraMcpPrompt;
+
 			return {
-				type: AttachmentType.MCP_PROMPT,
+				arguments: mcpAtt.arguments,
+				content: mcpAtt.content,
 				name: mcpAtt.name,
-				serverName: mcpAtt.serverName,
 				promptName: mcpAtt.promptName,
-				content: mcpAtt.content,
-				arguments: mcpAtt.arguments
+				serverName: mcpAtt.serverName,
+				type: AttachmentType.MCP_PROMPT
 			} as ClipboardMcpPromptAttachment;
 		}
+
 		return {
-			type: AttachmentType.TEXT,
+			content: att.content,
 			name: att.name,
-			content: att.content
+			type: AttachmentType.TEXT
 		} as ClipboardTextAttachment;
 	});
 
@@ -164,9 +173,9 @@ export function formatMessageForClipboard(
  */
 export function parseClipboardContent(clipboardText: string): ParsedClipboardContent {
 	const defaultResult: ParsedClipboardContent = {
+		mcpPromptAttachments: [],
 		message: clipboardText,
-		textAttachments: [],
-		mcpPromptAttachments: []
+		textAttachments: []
 	};
 
 	if (!clipboardText.startsWith('"')) {
@@ -182,16 +191,19 @@ export function parseClipboardContent(clipboardText: string): ParsedClipboardCon
 
 			if (escaped) {
 				escaped = false;
+
 				continue;
 			}
 
 			if (char === '\\') {
 				escaped = true;
+
 				continue;
 			}
 
 			if (char === '"') {
 				stringEndIndex = i;
+
 				break;
 			}
 		}
@@ -202,45 +214,43 @@ export function parseClipboardContent(clipboardText: string): ParsedClipboardCon
 
 		const jsonStringPart = clipboardText.substring(0, stringEndIndex + 1);
 		const remainingPart = clipboardText.substring(stringEndIndex + 1).trim();
-
 		const message = JSON.parse(jsonStringPart) as string;
 
 		if (!remainingPart || !remainingPart.startsWith('[')) {
 			return {
+				mcpPromptAttachments: [],
 				message,
-				textAttachments: [],
-				mcpPromptAttachments: []
+				textAttachments: []
 			};
 		}
 
 		const attachments = JSON.parse(remainingPart) as unknown[];
-
 		const validTextAttachments: ClipboardTextAttachment[] = [];
 		const validMcpPromptAttachments: ClipboardMcpPromptAttachment[] = [];
 
 		for (const att of attachments) {
 			if (isValidMcpPromptAttachment(att)) {
 				validMcpPromptAttachments.push({
-					type: AttachmentType.MCP_PROMPT,
+					arguments: att.arguments,
+					content: att.content,
 					name: att.name,
-					serverName: att.serverName,
 					promptName: att.promptName,
-					content: att.content,
-					arguments: att.arguments
+					serverName: att.serverName,
+					type: AttachmentType.MCP_PROMPT
 				});
 			} else if (isValidTextAttachment(att)) {
 				validTextAttachments.push({
-					type: AttachmentType.TEXT,
+					content: att.content,
 					name: att.name,
-					content: att.content
+					type: AttachmentType.TEXT
 				});
 			}
 		}
 
 		return {
+			mcpPromptAttachments: validMcpPromptAttachments,
 			message,
-			textAttachments: validTextAttachments,
-			mcpPromptAttachments: validMcpPromptAttachments
+			textAttachments: validTextAttachments
 		};
 	} catch {
 		return defaultResult;
@@ -307,5 +317,6 @@ export function hasClipboardAttachments(clipboardText: string): boolean {
 	}
 
 	const parsed = parseClipboardContent(clipboardText);
+
 	return parsed.textAttachments.length > 0 || parsed.mcpPromptAttachments.length > 0;
 }
diff --git a/tools/ui/src/lib/utils/code.ts b/tools/ui/src/lib/utils/code.ts
index 35f3877f4..9ce1fc9f3 100644
--- a/tools/ui/src/lib/utils/code.ts
+++ b/tools/ui/src/lib/utils/code.ts
@@ -1,15 +1,15 @@
-import hljs from 'highlight.js';
 import {
-	NEWLINE,
+	AMPERSAND_REGEX,
 	DEFAULT_LANGUAGE,
+	FENCE_PATTERN,
+	GT_REGEX,
 	LANG_PATTERN,
-	AMPERSAND_REGEX,
 	LT_REGEX,
-	GT_REGEX,
-	FENCE_PATTERN,
+	NEWLINE,
 	TRIM_LEADING_PADDING_REGEX,
 	TRIM_TRAILING_PADDING_REGEX
 } from '$lib/constants';
+import hljs from 'highlight.js';
 
 export interface IncompleteCodeBlock {
 	language: string;
@@ -17,6 +17,60 @@ export interface IncompleteCodeBlock {
 	openingIndex: number;
 }
 
+// A fence line: up to 3 leading spaces (CommonMark), 3+ backticks, then
+// whatever trails on the same line.
+const FENCE_LINE_REGEX = /^ {0,3}(`{3,})(.*)$/;
+
+/**
+ * Splits text glued to a closing code fence onto its own line:
+ *
+ *     ```ts
+ *     let foo = 'bar';
+ *     ```create this file on ...
+ *
+ * A closing fence with trailing text is not a fence to the markdown
+ * parser, so the block would swallow the text as code. The chat form
+ * normally keeps the fence on its own line, but older messages and
+ * hand-pasted content can carry the glued form.
+ *
+ * Only trailing text containing whitespace is split: a single word
+ * after the backticks inside a fenced block is more likely nested
+ * markdown (a ```python example inside a ```md block) than glued prose.
+ */
+export function splitGluedClosingCodeFences(markdown: string): string {
+	if (!markdown.includes('```')) return markdown;
+
+	const lines = markdown.split(NEWLINE);
+
+	let inside = false;
+	let changed = false;
+
+	for (let i = 0; i < lines.length; i++) {
+		const match = FENCE_LINE_REGEX.exec(lines[i]);
+
+		if (!match) continue;
+
+		if (!inside) {
+			inside = true;
+
+			continue;
+		}
+
+		inside = false;
+
+		const trailing = match[2];
+
+		if (trailing.includes('`') || !/\s/.test(trailing)) continue;
+
+		lines[i] = lines[i].slice(0, lines[i].length - trailing.length);
+		lines.splice(i + 1, 0, trailing.trim());
+		i++;
+		changed = true;
+	}
+
+	return changed ? lines.join(NEWLINE) : markdown;
+}
+
 /**
  * Strips empty lines (whitespace-only) from the start and end of code.
  *
@@ -56,9 +110,11 @@ export function highlightCode(code: string, language: string, autoDetect = true)
 	// (e.g., when text after a code block changes but the code itself doesn't).
 	const cacheKey = `${language}:${autoDetect}:${code}`;
 	const cached = highlightCache.get(cacheKey);
+
 	if (cached) return cached;
 
 	const trimmed = trimCodePadding(code);
+
 	let result: string;
 
 	try {
@@ -79,6 +135,7 @@ export function highlightCode(code: string, language: string, autoDetect = true)
 	if (highlightCache.size >= HIGHLIGHT_CACHE_MAX_SIZE) {
 		highlightCache.delete(highlightCache.keys().next().value!);
 	}
+
 	highlightCache.set(cacheKey, result);
 
 	return result;
@@ -97,11 +154,13 @@ export function detectIncompleteCodeBlock(markdown: string): IncompleteCodeBlock
 	// A code block is incomplete if there's an odd number of ``` fences
 	const fencePattern = new RegExp(FENCE_PATTERN.source, FENCE_PATTERN.flags);
 	const fences: number[] = [];
+
 	let fenceMatch;
 
 	while ((fenceMatch = fencePattern.exec(markdown)) !== null) {
 		// Store the position after the ```
 		const pos = fenceMatch[0].startsWith(NEWLINE) ? fenceMatch.index + 1 : fenceMatch.index;
+
 		fences.push(pos);
 	}
 
@@ -114,7 +173,6 @@ export function detectIncompleteCodeBlock(markdown: string): IncompleteCodeBlock
 	// The last fence is the opening of the incomplete block
 	const openingIndex = fences[fences.length - 1];
 	const afterOpening = markdown.slice(openingIndex + 3);
-
 	// Extract language and code content
 	const langMatch = afterOpening.match(LANG_PATTERN);
 	const language = langMatch?.[1] || DEFAULT_LANGUAGE;
@@ -122,8 +180,8 @@ export function detectIncompleteCodeBlock(markdown: string): IncompleteCodeBlock
 	const code = markdown.slice(codeStartIndex);
 
 	return {
-		language,
 		code,
+		language,
 		openingIndex
 	};
 }
diff --git a/tools/ui/src/lib/utils/command-token.ts b/tools/ui/src/lib/utils/command-token.ts
new file mode 100644
index 000000000..de1db3057
--- /dev/null
+++ b/tools/ui/src/lib/utils/command-token.ts
@@ -0,0 +1,33 @@
+/**
+ * Slash-command token detection for the chat form. Valid only at offset 0.
+ */
+export function findCommandToken(
+	value: string
+): { name: string; args: string; end: number } | null {
+	if (!value.startsWith('/')) return null;
+
+	const rest = value.slice(1);
+	const spaceIdx = rest.search(/\s/);
+	const name = spaceIdx === -1 ? rest : rest.slice(0, spaceIdx);
+	const args = spaceIdx === -1 ? '' : rest.slice(spaceIdx + 1);
+
+	return { args, end: value.length, name };
+}
+
+/**
+ * Stable signature of a slash-command token for use as a "dismissed"
+ * marker: while the picker is closed and this exact token is still intact,
+ * the picker does not re-open on in-token edits.
+ */
+export interface CommandDismissSnapshot {
+	name: string;
+	args: string;
+}
+
+export function takeCommandDismissSnapshot(value: string): CommandDismissSnapshot | null {
+	const token = findCommandToken(value);
+
+	if (!token) return null;
+
+	return { args: token.args, name: token.name };
+}
diff --git a/tools/ui/src/lib/utils/compute-line-diff.ts b/tools/ui/src/lib/utils/compute-line-diff.ts
index cbfc68c67..6dfe327a4 100644
--- a/tools/ui/src/lib/utils/compute-line-diff.ts
+++ b/tools/ui/src/lib/utils/compute-line-diff.ts
@@ -27,16 +27,18 @@ export interface DiffLine {
 export function computeLineDiff(oldText: string, newText: string): DiffLine[] {
 	const oldLines = splitLines(oldText);
 	const newLines = splitLines(newText);
-
 	const m = oldLines.length;
 	const n = newLines.length;
 
 	if (m === 0 && n === 0) return [];
-	if (m === 0) return newLines.map((t, k) => ({ kind: DiffLineKind.ADD, text: t, newLine: k + 1 }));
+
+	if (m === 0) return newLines.map((t, k) => ({ kind: DiffLineKind.ADD, newLine: k + 1, text: t }));
+
 	if (n === 0)
-		return oldLines.map((t, k) => ({ kind: DiffLineKind.REMOVE, text: t, oldLine: k + 1 }));
+		return oldLines.map((t, k) => ({ kind: DiffLineKind.REMOVE, oldLine: k + 1, text: t }));
 
 	const lcs: number[][] = Array.from({ length: m + 1 }, () => new Array(n + 1).fill(0));
+
 	for (let i = 1; i <= m; i++) {
 		for (let j = 1; j <= n; j++) {
 			if (oldLines[i - 1] === newLines[j - 1]) {
@@ -48,36 +50,39 @@ export function computeLineDiff(oldText: string, newText: string): DiffLine[] {
 	}
 
 	const result: DiffLine[] = [];
+
 	let i = m;
 	let j = n;
+
 	while (i > 0 && j > 0) {
 		if (oldLines[i - 1] === newLines[j - 1]) {
 			result.push({
 				kind: DiffLineKind.CONTEXT,
-				text: oldLines[i - 1],
+				newLine: j,
 				oldLine: i,
-				newLine: j
+				text: oldLines[i - 1]
 			});
 			i--;
 			j--;
 		} else if (lcs[i - 1][j] >= lcs[i][j - 1]) {
-			result.push({ kind: DiffLineKind.REMOVE, text: oldLines[i - 1], oldLine: i });
+			result.push({ kind: DiffLineKind.REMOVE, oldLine: i, text: oldLines[i - 1] });
 			i--;
 		} else {
-			result.push({ kind: DiffLineKind.ADD, text: newLines[j - 1], newLine: j });
+			result.push({ kind: DiffLineKind.ADD, newLine: j, text: newLines[j - 1] });
 			j--;
 		}
 	}
 	while (i > 0) {
-		result.push({ kind: DiffLineKind.REMOVE, text: oldLines[i - 1], oldLine: i });
+		result.push({ kind: DiffLineKind.REMOVE, oldLine: i, text: oldLines[i - 1] });
 		i--;
 	}
 	while (j > 0) {
-		result.push({ kind: DiffLineKind.ADD, text: newLines[j - 1], newLine: j });
+		result.push({ kind: DiffLineKind.ADD, newLine: j, text: newLines[j - 1] });
 		j--;
 	}
 
 	result.reverse();
+
 	return result;
 }
 
@@ -87,19 +92,25 @@ export function computeLineDiff(oldText: string, newText: string): DiffLine[] {
  */
 export function renderUnifiedDiff(lines: DiffLine[]): string {
 	if (lines.length === 0) return '';
+
 	return lines.map((l) => prefixFor(l.kind) + l.text).join('\n');
 }
 
 /** Column-1 marker for a `DiffLine`: ` `, `+`, or `-`. */
 export function prefixFor(kind: DiffLineKind): string {
 	if (kind === DiffLineKind.ADD) return '+';
+
 	if (kind === DiffLineKind.REMOVE) return '-';
+
 	return ' ';
 }
 
 function splitLines(text: string): string[] {
 	if (text === '') return [];
+
 	const parts = text.split('\n');
+
 	if (parts[parts.length - 1] === '') parts.pop();
+
 	return parts.map((l) => (l.endsWith('\r') ? l.slice(0, -1) : l));
 }
diff --git a/tools/ui/src/lib/utils/config-helpers.ts b/tools/ui/src/lib/utils/config-helpers.ts
index b85242d85..8a774c6d1 100644
--- a/tools/ui/src/lib/utils/config-helpers.ts
+++ b/tools/ui/src/lib/utils/config-helpers.ts
@@ -27,6 +27,7 @@ export function getConfigValue<T extends SettingsConfigType>(
 	key: string
 ): string | number | boolean | undefined {
 	const value = (config as Record<string, unknown>)[key];
+
 	return value as string | number | boolean | undefined;
 }
 
@@ -42,6 +43,7 @@ export function configToParameterRecord<T extends SettingsConfigType>(
 
 	for (const key of keys) {
 		const value = getConfigValue(config, key);
+
 		if (value !== undefined) {
 			record[key] = value;
 		}
diff --git a/tools/ui/src/lib/utils/contenteditable-tokenizer.ts b/tools/ui/src/lib/utils/contenteditable-tokenizer.ts
new file mode 100644
index 000000000..114fdab64
--- /dev/null
+++ b/tools/ui/src/lib/utils/contenteditable-tokenizer.ts
@@ -0,0 +1,1046 @@
+/**
+ * Maps between the chat-form contenteditable's markdown source and the
+ * badge/code/text token stream the DOM is built from. A badge is one
+ * opaque source contribution (`[name](file://path)`); its own subtree
+ * is never walked, and the caret cannot land inside it, so offsets
+ * resolve to the nearest badge edge. Code spans (`<code data-code-token>`)
+ * are EDITABLE, unlike badges: they carry the full source segment
+ * (backtick fences included) as their text, so their textContent
+ * serializes verbatim and source offsets map 1:1 to text offsets.
+ *
+ * The tokenizer emits a flat DOM (text nodes + badges + code spans),
+ * but browsers restructure it on Enter (`<div>` line wrappers, `<br>`
+ * shapes). Serialization folds those back into `\n` so the source
+ * never diverges from what is on screen; both offset mappers
+ * understand the same shapes.
+ *
+ * The newline separating a fenced block from adjacent content is a
+ * SOURCE-level concept, never stored in the DOM: the block is
+ * display:block, so a leading `\n` in the following text node would
+ * render as a phantom empty line. Serialization synthesizes exactly
+ * one `\n` at every block boundary and `buildFragment` strips it from
+ * text tokens. A text node's own leading/trailing `\n` next to a
+ * block is an ADDITIONAL blank line.
+ */
+
+import {
+	decodeFileLinkPath,
+	fileMentionLinkRe,
+	getMentionBadgeIconPaths,
+	getMentionBadgeLabel
+} from './mention-badge';
+import {
+	MENTION_BADGE_CLASSNAME,
+	MENTION_BADGE_ICON_CLASSNAME,
+	MENTION_BADGE_SVG_ATTRIBUTES,
+	SETTINGS_KEYS
+} from '$lib/constants';
+import { settingsStore } from '$lib/stores/settings.svelte';
+import { toolsStore } from '$lib/stores/tools.svelte';
+
+export type ContentToken =
+	| { kind: 'text'; text: string }
+	| { kind: 'badge'; name: string; path: string }
+	| { kind: 'inlineCode'; text: string }
+	| { kind: 'codeBlock'; text: string };
+
+// Block wrappers browsers insert for newlines; each folds back into a
+// single `\n` during serialization.
+const BLOCK_TAG_NAMES = new Set(['DIV', 'P']);
+// `file://` is required so plain URLs stay as text; `)` terminates only
+// when not followed by whitespace or `[` (adjacent badges keep working).
+const MENTION_BADGE_RE = fileMentionLinkRe('g');
+
+function badgeSourceLength(name: string, path: string): number {
+	if (!name || !path) return 0;
+
+	return `[${name}](file://${path})`.length;
+}
+
+/**
+ * Recognize complete code spans. Fenced blocks (triple backticks,
+ * optional language, possibly multiline) take priority over inline
+ * spans (single backticks, single line, non-empty). Only CLOSED
+ * spans match: an unclosed fence stays plain text until the closing
+ * backticks land. The match includes the fences so the token's
+ * source length equals its rendered text length.
+ */
+const CODE_SPAN_RE = /(```[\s\S]*?```)|(`[^`\n]+`)/g;
+
+/**
+ * Cheap gate check for `ChatForm`: does the buffer contain a
+ * complete code span (inline or fenced)? Used to promote the plain
+ * textarea to the contenteditable renderer.
+ */
+export function containsCodeSpan(value: string): boolean {
+	CODE_SPAN_RE.lastIndex = 0;
+
+	return CODE_SPAN_RE.test(value);
+}
+
+const CODE_FENCE_RE = /```/g;
+
+/**
+ * Is `offset` inside a fenced code block region? Toggle-based: an
+ * odd number of ``` fences before the offset means the position
+ * sits in block content. Unlike `containsCodeSpan` this also
+ * counts the still-OPEN fence while the user is typing a block
+ * (no closing ``` yet), so Enter can add a line instead of
+ * submitting the message.
+ */
+export function isOffsetInCodeBlock(source: string, offset: number): boolean {
+	let inside = false;
+
+	CODE_FENCE_RE.lastIndex = 0;
+
+	let match: RegExpExecArray | null;
+
+	while ((match = CODE_FENCE_RE.exec(source)) !== null) {
+		if (match.index + match[0].length > offset) break;
+
+		inside = !inside;
+	}
+
+	return inside;
+}
+
+/**
+ * Tokenize a markdown source value into the segments the
+ * contenteditable will render. Code spans are carved out first
+ * (their content is literal - a `file://` link inside backticks
+ * must NOT render as a badge), then plain text and badges
+ * interleave in the remaining gaps. Any whitespace after a badge
+ * stays in a plain text token so the round trip is byte-exact.
+ */
+export function tokenizeContent(input: string): ContentToken[] {
+	const tokens: ContentToken[] = [];
+
+	let cursor = 0;
+
+	CODE_SPAN_RE.lastIndex = 0;
+
+	let match: RegExpExecArray | null;
+
+	while ((match = CODE_SPAN_RE.exec(input)) !== null) {
+		const start = match.index;
+
+		if (start > cursor) {
+			pushTextAndBadgeTokens(input.slice(cursor, start), tokens);
+		}
+
+		tokens.push(
+			match[1] !== undefined
+				? { kind: 'codeBlock', text: match[1] }
+				: { kind: 'inlineCode', text: match[2] }
+		);
+		cursor = start + match[0].length;
+	}
+
+	if (cursor < input.length) {
+		pushTextAndBadgeTokens(input.slice(cursor), tokens);
+	}
+
+	return tokens;
+}
+
+/**
+ * Tokenize a code-free segment into text and badge tokens.
+ */
+function pushTextAndBadgeTokens(input: string, tokens: ContentToken[]) {
+	let cursor = 0;
+
+	MENTION_BADGE_RE.lastIndex = 0;
+
+	let match: RegExpExecArray | null;
+
+	while ((match = MENTION_BADGE_RE.exec(input)) !== null) {
+		const [whole, name, path] = match;
+		const start = match.index;
+
+		if (start > cursor) {
+			tokens.push({ kind: 'text', text: input.slice(cursor, start) });
+		}
+
+		tokens.push({ kind: 'badge', name, path });
+		cursor = start + whole.length;
+	}
+
+	if (cursor < input.length) {
+		tokens.push({ kind: 'text', text: input.slice(cursor) });
+	}
+}
+
+function isCodeBlockElement(node: Node | null): node is HTMLElement {
+	return node instanceof HTMLElement && node.dataset.codeToken === 'block';
+}
+
+/**
+ * Serialize a contenteditable subtree back to source. `<br>` and block
+ * wrappers the browser inserted for newlines fold back into `\n` (a
+ * trailing `<br>` is the browser's caret placeholder, not a newline);
+ * any other element is transparent. Code spans serialize their
+ * textContent verbatim (fences included). One separator `\n` is
+ * synthesized at every fenced-block boundary (the DOM never stores
+ * it), and a `<br>` adjacent to a code block is an escape hatch, not
+ * a newline.
+ */
+export function serializeContent(root: HTMLElement): string {
+	let out = '';
+	let pendingBlockBoundary = false;
+
+	const walk = (parent: Node) => {
+		let first = true; // no source-contributing sibling seen yet
+
+		for (const child of Array.from(parent.childNodes)) {
+			if (child.nodeType === Node.TEXT_NODE) {
+				const text = child.textContent ?? '';
+
+				if (text.length > 0) {
+					if (pendingBlockBoundary) {
+						out += '\n';
+						pendingBlockBoundary = false;
+					}
+
+					out += text;
+					first = false;
+				}
+
+				continue;
+			}
+
+			if (child.nodeType !== Node.ELEMENT_NODE) continue;
+
+			const el = child as HTMLElement;
+
+			if (el.dataset.mentionBadge === 'true') {
+				const name = el.dataset.mentionName ?? '';
+				const path = el.dataset.mentionPath ?? '';
+
+				if (name && path) {
+					if (pendingBlockBoundary) {
+						out += '\n';
+						pendingBlockBoundary = false;
+					}
+
+					out += `[${name}](file://${path})`;
+					first = false;
+				}
+
+				continue;
+			}
+
+			if (el.dataset.codeToken !== undefined) {
+				const isBlock = el.dataset.codeToken === 'block';
+
+				if (isBlock && (pendingBlockBoundary || !first)) out += '\n';
+
+				pendingBlockBoundary = false;
+				walk(el);
+				first = false;
+
+				if (isBlock) pendingBlockBoundary = true;
+
+				continue;
+			}
+
+			if (el.tagName === 'BR') {
+				const isHatch =
+					isCodeBlockElement(el.previousSibling) || isCodeBlockElement(el.nextSibling);
+
+				if (!isHatch && el.nextSibling) {
+					if (pendingBlockBoundary) {
+						out += '\n';
+						pendingBlockBoundary = false;
+					}
+
+					out += '\n';
+					first = false;
+				}
+
+				continue;
+			}
+
+			if (BLOCK_TAG_NAMES.has(el.tagName)) {
+				if (pendingBlockBoundary || !first) out += '\n';
+
+				pendingBlockBoundary = false;
+				walk(el);
+				first = false;
+
+				continue;
+			}
+
+			walk(el);
+
+			if (pendingBlockBoundary) first = false;
+		}
+	};
+
+	walk(root);
+
+	return out;
+}
+
+/**
+ * Compare the live DOM's non-text structure against a token stream.
+ * Only element contributions are compared (badges by name/path, code
+ * spans by kind and source segment): text nodes are owned by the
+ * browser between rebuilds, so their split/merge state is irrelevant.
+ * A mismatch means token boundaries shifted (a code span was just
+ * completed or broken) and the DOM needs a rebuild to restyle.
+ */
+export function domMatchesTokens(root: HTMLElement, tokens: ContentToken[]): boolean {
+	const expected = tokens.filter((token) => token.kind !== 'text');
+
+	let index = 0;
+
+	const walk = (parent: Node): boolean => {
+		for (const child of Array.from(parent.childNodes)) {
+			if (child.nodeType !== Node.ELEMENT_NODE) continue;
+
+			const el = child as HTMLElement;
+			const isBadge = el.dataset.mentionBadge === 'true';
+			const isCode = el.dataset.codeToken !== undefined;
+
+			if (!isBadge && !isCode) {
+				if (!walk(el)) return false;
+
+				continue;
+			}
+
+			const token = expected[index++];
+
+			if (!token) return false;
+
+			if (isBadge) {
+				if (token.kind !== 'badge') return false;
+
+				if (token.name !== (el.dataset.mentionName ?? '')) return false;
+
+				if (token.path !== (el.dataset.mentionPath ?? '')) return false;
+
+				continue;
+			}
+
+			const codeKind = el.dataset.codeToken === 'block' ? 'codeBlock' : 'inlineCode';
+
+			if (token.kind !== codeKind) return false;
+
+			if (
+				(token.kind === 'inlineCode' || token.kind === 'codeBlock') &&
+				token.text !== (el.textContent ?? '')
+			) {
+				return false;
+			}
+		}
+
+		return true;
+	};
+
+	return walk(root) && index === expected.length;
+}
+
+/**
+ * Plain-text offset of a `Range` in the root; null range (selection
+ * lost) falls back to buffer length. Walked against the live DOM (not
+ * a clone) so a `<br>` keeps its trailing/not-trailing context. Code
+ * spans count their full textContent (fences included) and the caret
+ * may land inside them; synthesized block boundaries count one `\n`
+ * once the caret is past them.
+ */
+export function rangeToTextOffset(root: HTMLElement, range: Range | null): number {
+	if (!range) return serializeContent(root).length;
+
+	// A point is at/before the caret iff it falls inside [root start, caret].
+	const pre = range.cloneRange();
+
+	pre.selectNodeContents(root);
+	pre.setEnd(range.endContainer, range.endOffset);
+	const atOrBeforeCaret = (node: Node, offset: number) => pre.comparePoint(node, offset) !== 1;
+
+	let total = 0;
+	let done = false;
+	// DOM position of a code block's synthesized after-boundary, set
+	// when walking past a block and consumed by the next contributing
+	// sibling (counts one `\n` once the caret is past it).
+	let pendingPoint: { node: Node; index: number } | null = null;
+
+	const walk = (parent: Node) => {
+		let first = true;
+
+		for (const child of Array.from(parent.childNodes)) {
+			if (done) return;
+
+			if (child.nodeType === Node.TEXT_NODE) {
+				const text = child.textContent ?? '';
+
+				if (text.length === 0) continue;
+
+				if (pendingPoint) {
+					const { index, node } = pendingPoint;
+
+					pendingPoint = null;
+
+					if (!atOrBeforeCaret(node, index)) {
+						done = true;
+
+						return;
+					}
+
+					total += 1;
+				}
+
+				if (!atOrBeforeCaret(child, 0)) {
+					done = true;
+
+					return;
+				}
+
+				if (range.endContainer === child) {
+					total += range.endOffset;
+					done = true;
+
+					return;
+				}
+
+				total += text.length;
+				first = false;
+
+				continue;
+			}
+
+			if (child.nodeType !== Node.ELEMENT_NODE) continue;
+
+			const el = child as HTMLElement;
+			const parentNode = el.parentNode as Node;
+			const elIndex = Array.prototype.indexOf.call(parentNode.childNodes, el);
+
+			if (pendingPoint) {
+				const { index, node } = pendingPoint;
+
+				pendingPoint = null;
+
+				if (!atOrBeforeCaret(node, index)) {
+					done = true;
+
+					return;
+				}
+
+				total += 1;
+			}
+
+			if (el.dataset.mentionBadge === 'true') {
+				const len = badgeSourceLength(el.dataset.mentionName ?? '', el.dataset.mentionPath ?? '');
+
+				if (len === 0) continue;
+
+				if (!atOrBeforeCaret(parentNode, elIndex + 1)) {
+					done = true;
+
+					return;
+				}
+
+				total += len;
+				first = false;
+
+				continue;
+			}
+
+			if (el.dataset.codeToken !== undefined) {
+				const isBlock = el.dataset.codeToken === 'block';
+
+				if (isBlock && !first) {
+					if (!atOrBeforeCaret(el, 0)) {
+						done = true;
+
+						return;
+					}
+
+					total += 1;
+				}
+
+				walk(el);
+				first = false;
+
+				if (isBlock) pendingPoint = { index: elIndex + 1, node: parentNode };
+
+				continue;
+			}
+
+			if (el.tagName === 'BR') {
+				const isHatch =
+					isCodeBlockElement(el.previousSibling) || isCodeBlockElement(el.nextSibling);
+
+				if (isHatch || !el.nextSibling) continue;
+
+				if (!atOrBeforeCaret(parentNode, elIndex + 1)) {
+					done = true;
+
+					return;
+				}
+
+				total += 1;
+				first = false;
+
+				continue;
+			}
+
+			if (BLOCK_TAG_NAMES.has(el.tagName)) {
+				if (!first) {
+					if (!atOrBeforeCaret(el, 0)) {
+						done = true;
+
+						return;
+					}
+
+					total += 1;
+				}
+
+				walk(el);
+				first = false;
+
+				continue;
+			}
+
+			const before = total;
+
+			walk(el);
+
+			if (total > before) first = false;
+		}
+	};
+
+	walk(root);
+
+	return total;
+}
+
+/**
+ * Materialize a token stream into a DOM subtree: text nodes for text
+ * tokens, `<span data-mention-badge="true">` elements for badges,
+ * `<code data-code-token>` elements for code spans. The badge's class
+ * string + inline SVG are shared with the rehype plugin via
+ * `$lib/constants/mention-badge`.
+ */
+export function buildFragment(tokens: ContentToken[]): DocumentFragment {
+	const fragment = document.createDocumentFragment();
+
+	for (let index = 0; index < tokens.length; index++) {
+		const token = tokens[index];
+
+		if (token.kind === 'text') {
+			let text = token.text;
+
+			// The separator \n at a fenced-block boundary is synthesized
+			// at serialization time; keeping it in the DOM would render a
+			// phantom empty line next to the block.
+			if (tokens[index - 1]?.kind === 'codeBlock' && text.startsWith('\n')) {
+				text = text.slice(1);
+			}
+
+			if (tokens[index + 1]?.kind === 'codeBlock' && text.endsWith('\n')) {
+				text = text.slice(0, -1);
+			}
+
+			if (text.length === 0) continue;
+
+			fragment.appendChild(document.createTextNode(text));
+
+			continue;
+		}
+
+		if (token.kind === 'inlineCode' || token.kind === 'codeBlock') {
+			const code = document.createElement('code');
+
+			code.dataset.codeToken = token.kind === 'codeBlock' ? 'block' : 'inline';
+			code.textContent = token.text;
+			fragment.appendChild(code);
+
+			continue;
+		}
+
+		// A leading badge gets an empty text node prepended: without a real
+		// text position at the buffer start, the spot before the badge is
+		// unreachable via keyboard (ArrowLeft/Home).
+		if (!fragment.lastChild) {
+			fragment.appendChild(document.createTextNode(''));
+		}
+
+		const badge = document.createElement('span');
+
+		badge.dataset.mentionBadge = 'true';
+		badge.dataset.mentionName = token.name;
+		badge.dataset.mentionPath = token.path;
+		badge.title = decodeFileLinkPath(token.path);
+		badge.className = MENTION_BADGE_CLASSNAME;
+		badge.contentEditable = 'false';
+
+		const svg = document.createElementNS(MENTION_BADGE_SVG_ATTRIBUTES['xmlns'], 'svg');
+
+		for (const [attr, value] of Object.entries(MENTION_BADGE_SVG_ATTRIBUTES)) {
+			svg.setAttribute(attr, value);
+		}
+		for (const cls of MENTION_BADGE_ICON_CLASSNAME.split(/\s+/).filter(Boolean)) {
+			svg.classList.add(cls);
+		}
+
+		for (const d of getMentionBadgeIconPaths(token.path)) {
+			const path = document.createElementNS(MENTION_BADGE_SVG_ATTRIBUTES['xmlns'], 'path');
+
+			path.setAttribute('d', d);
+			svg.appendChild(path);
+		}
+
+		const label = document.createElement('span');
+
+		label.classList.add('shrink-0', 'truncate');
+		label.textContent = getMentionBadgeLabel(
+			token.name,
+			decodeFileLinkPath(token.path),
+			settingsStore.getConfig(SETTINGS_KEYS.SHOW_FULL_PATH_IN_MENTIONS),
+			toolsStore.serverHome
+		);
+
+		badge.appendChild(svg);
+		badge.appendChild(label);
+		fragment.appendChild(badge);
+	}
+
+	return fragment;
+}
+
+// A sibling provides a reachable caret line when it is an element
+// (badge, another block, an existing hatch) or a non-empty text node.
+function hasLineBeside(node: Node | null): boolean {
+	if (!node) return false;
+
+	if (node.nodeType === Node.ELEMENT_NODE) return true;
+
+	return (node.textContent ?? '') !== '';
+}
+
+/**
+ * A code block at the END of the buffer needs an editable line after
+ * it: without one the caret cannot leave the block with
+ * ArrowDown/ArrowRight. A trailing `<br>` provides that line while
+ * staying transparent to serialization (skipped as a hatch), and is
+ * removed again once real content takes its place.
+ *
+ * No hatch is added BEFORE a leading block: the empty line above it
+ * is transient and managed by the component (created when the caret
+ * arrows onto it, removed when the caret leaves). A transient
+ * leading hatch found here is kept; the browser's lone placeholder
+ * `<br>` in an empty root is left untouched.
+ */
+export function syncCodeBlockHatches(root: HTMLElement) {
+	for (const child of Array.from(root.childNodes)) {
+		if (child.nodeName !== 'BR') continue;
+
+		const isPlaceholder = root.childNodes.length === 1;
+		const isLeadingHatch = !child.previousSibling && isCodeBlockElement(child.nextSibling);
+		const isTrailingHatch = !child.nextSibling && isCodeBlockElement(child.previousSibling);
+
+		// A hatch goes stale once real content takes over its line:
+		// content before a leading hatch, content after a trailing one,
+		// or a text node after the block already providing the line.
+		// A `<br>` with no code block around is a real newline (browser
+		// Shift+Enter shape) and stays.
+		let prevElement = child.previousSibling;
+
+		while (prevElement && prevElement.nodeType !== Node.ELEMENT_NODE) {
+			prevElement = prevElement.previousSibling;
+		}
+		const nearBlock =
+			isCodeBlockElement(child.nextSibling) ||
+			isCodeBlockElement(child.previousSibling) ||
+			isCodeBlockElement(prevElement);
+
+		if (!isPlaceholder && !isLeadingHatch && !isTrailingHatch && nearBlock) {
+			child.remove();
+		}
+	}
+
+	for (const child of Array.from(root.childNodes)) {
+		if (!isCodeBlockElement(child)) continue;
+
+		if (!hasLineBeside(child.nextSibling)) {
+			child.after(document.createElement('br'));
+		}
+	}
+}
+
+/**
+ * Strip the separator and artificial newlines from an all-newline text
+ * node directly after a fenced block. Chromium's line break at the
+ * buffer end inserts an extra artificial `\n` so the new line has
+ * height, and the first `\n` after a block doubles as the fence's
+ * separator line (synthesized at serialization time). Removing both
+ * makes Shift+Enter after a block land the caret on the line directly
+ * below the block, like a plain textarea would.
+ *
+ * Only all-newline text nodes are touched: a node with real content
+ * carries intentional blank lines and is left alone. Returns true when
+ * the DOM changed.
+ */
+export function stripBlockBoundaryLineBreaks(root: HTMLElement): boolean {
+	let changed = false;
+
+	for (const child of Array.from(root.childNodes)) {
+		if (child.nodeType !== Node.TEXT_NODE) continue;
+
+		if (!isCodeBlockElement(child.previousSibling)) continue;
+
+		let text = child.textContent ?? '';
+
+		if (!/^\n{2,}$/.test(text)) continue;
+
+		text = text.slice(1);
+
+		const atBufferEnd = !child.nextSibling || child.nextSibling.nodeName === 'BR';
+
+		if (atBufferEnd) {
+			text = text.slice(0, -1);
+		}
+
+		child.textContent = text;
+		changed = true;
+	}
+
+	return changed;
+}
+
+const WORD_CHAR_RE = /[\p{L}\p{N}_]/u;
+
+/**
+ * Word-jump target (Option+Arrow / Ctrl+Arrow) in source offsets, or null
+ * when the jump crosses no badge and native word movement should handle
+ * it. Badge spans are masked to word characters, so a badge counts as
+ * exactly one word.
+ */
+export function badgeAwareWordJump(
+	source: string,
+	offset: number,
+	direction: 'forward' | 'backward'
+): number | null {
+	let masked = '';
+
+	const badgeSpans: Array<[number, number]> = [];
+
+	for (const token of tokenizeContent(source)) {
+		const len =
+			token.kind === 'badge' ? badgeSourceLength(token.name, token.path) : token.text.length;
+
+		if (token.kind === 'badge') badgeSpans.push([masked.length, masked.length + len]);
+
+		masked += token.kind === 'badge' ? 'a'.repeat(len) : token.text;
+	}
+
+	if (badgeSpans.length === 0) return null;
+
+	const isWord = (index: number) => WORD_CHAR_RE.test(masked[index]);
+	const spanStartingAt = (index: number) => badgeSpans.find(([start]) => start === index);
+	const spanEndingAt = (index: number) => badgeSpans.find(([, end]) => end === index);
+	const n = masked.length;
+
+	let i = offset;
+
+	if (direction === 'forward') {
+		// Entering a badge completes the word phase at the badge's end edge.
+		if (!(i < n && isWord(i))) {
+			while (i < n && !isWord(i)) i++;
+		}
+
+		while (i < n && isWord(i)) {
+			const span = spanStartingAt(i);
+
+			if (span) {
+				i = span[1];
+
+				break;
+			}
+
+			i++;
+		}
+	} else {
+		if (!(i > 0 && isWord(i - 1))) {
+			while (i > 0 && !isWord(i - 1)) i--;
+		}
+
+		while (i > 0 && isWord(i - 1)) {
+			const span = spanEndingAt(i);
+
+			if (span) {
+				i = span[0];
+
+				break;
+			}
+
+			i--;
+		}
+	}
+
+	if (i === offset) return null;
+
+	const lo = Math.min(offset, i);
+	const hi = Math.max(offset, i);
+
+	return badgeSpans.some(([start, end]) => start < hi && end > lo) ? i : null;
+}
+
+/**
+ * 0 when `caret` sits exactly at a leading badge's end edge, null
+ * otherwise. Plain ArrowLeft there has no native previous position, so
+ * the host snaps the caret to the buffer start manually.
+ */
+export function leadingBadgeEdgeOffset(source: string, caret: number): number | null {
+	const [first] = tokenizeContent(source);
+
+	if (!first || first.kind !== 'badge') return null;
+
+	return caret === badgeSourceLength(first.name, first.path) ? 0 : null;
+}
+
+/**
+ * Translate a plain-text offset into a degenerate `Range` at that
+ * position in the DOM; out-of-range offsets clamp to buffer end (before
+ * a trailing escape hatch, not after it). Zero offset lands BEFORE a
+ * badge or code span, and an offset exactly at a code span's end lands
+ * AFTER it, so typing at a code span's edge extends the surrounding
+ * text. Interior code-span offsets land in the element's text.
+ * Understands the same block/`<br>` newline shapes as
+ * `serializeContent`.
+ */
+export function textOffsetToRange(root: HTMLElement, offset: number): Range {
+	const range = document.createRange();
+
+	let remaining = offset;
+	let landed = false;
+	let pendingBlockBoundary = false;
+
+	const land = (node: Node, nodeOffset: number) => {
+		range.setStart(node, nodeOffset);
+		range.setEnd(node, nodeOffset);
+		landed = true;
+	};
+	const walk = (parent: Node) => {
+		let first = true;
+
+		for (const child of Array.from(parent.childNodes)) {
+			if (landed) return;
+
+			if (child.nodeType === Node.TEXT_NODE) {
+				const text = child.textContent ?? '';
+
+				if (text.length === 0) continue;
+
+				if (pendingBlockBoundary) {
+					// The synthesized separator maps to the near edge of the
+					// content that follows the block.
+					pendingBlockBoundary = false;
+
+					if (remaining === 0) {
+						land(child, 0);
+
+						return;
+					}
+
+					remaining -= 1;
+				}
+
+				if (remaining <= text.length) {
+					land(child, remaining);
+
+					return;
+				}
+
+				remaining -= text.length;
+				first = false;
+
+				continue;
+			}
+
+			if (child.nodeType !== Node.ELEMENT_NODE) continue;
+
+			const el = child as HTMLElement;
+
+			if (el.dataset.mentionBadge === 'true') {
+				const len = badgeSourceLength(el.dataset.mentionName ?? '', el.dataset.mentionPath ?? '');
+
+				if (len === 0) continue;
+
+				if (pendingBlockBoundary) {
+					pendingBlockBoundary = false;
+
+					if (remaining === 0) {
+						range.setStartBefore(el);
+						range.setEndBefore(el);
+						landed = true;
+
+						return;
+					}
+
+					remaining -= 1;
+				}
+
+				if (remaining <= len) {
+					if (remaining === 0) {
+						range.setStartBefore(el);
+						range.setEndBefore(el);
+					} else {
+						range.setStartAfter(el);
+						range.setEndAfter(el);
+					}
+
+					landed = true;
+
+					return;
+				}
+
+				remaining -= len;
+				first = false;
+
+				continue;
+			}
+
+			if (el.dataset.codeToken !== undefined) {
+				const isBlock = el.dataset.codeToken === 'block';
+
+				if (isBlock && (pendingBlockBoundary || !first)) {
+					pendingBlockBoundary = false;
+
+					if (remaining === 0) {
+						range.setStartBefore(el);
+						range.setEndBefore(el);
+						landed = true;
+
+						return;
+					}
+
+					remaining -= 1;
+				}
+
+				const len = (el.textContent ?? '').length;
+
+				if (remaining === 0) {
+					range.setStartBefore(el);
+					range.setEndBefore(el);
+					landed = true;
+
+					return;
+				}
+
+				if (remaining === len) {
+					range.setStartAfter(el);
+					range.setEndAfter(el);
+					landed = true;
+
+					return;
+				}
+
+				if (remaining < len) {
+					walk(el);
+
+					return;
+				}
+
+				remaining -= len;
+
+				if (isBlock) remaining -= 1;
+
+				first = false;
+
+				continue;
+			}
+
+			if (el.tagName === 'BR') {
+				const isHatch =
+					isCodeBlockElement(el.previousSibling) || isCodeBlockElement(el.nextSibling);
+
+				if (isHatch) {
+					// Escape hatch: no source length; offset 0 lands before it
+					// so text typed there takes its place.
+					if (remaining === 0) {
+						range.setStartBefore(el);
+						range.setEndBefore(el);
+						landed = true;
+					}
+
+					continue;
+				}
+
+				if (!el.nextSibling) continue;
+
+				if (pendingBlockBoundary) {
+					pendingBlockBoundary = false;
+
+					if (remaining === 0) {
+						range.setStartBefore(el);
+						range.setEndBefore(el);
+						landed = true;
+
+						return;
+					}
+
+					remaining -= 1;
+				}
+
+				if (remaining === 0) {
+					range.setStartBefore(el);
+					range.setEndBefore(el);
+					landed = true;
+
+					return;
+				}
+
+				remaining -= 1;
+				first = false;
+
+				continue;
+			}
+
+			if (BLOCK_TAG_NAMES.has(el.tagName)) {
+				if (pendingBlockBoundary || !first) {
+					pendingBlockBoundary = false;
+
+					if (remaining === 0) {
+						// The boundary newline belongs to the previous line.
+						range.setStartBefore(el);
+						range.setEndBefore(el);
+						landed = true;
+
+						return;
+					}
+
+					remaining -= 1;
+				}
+
+				walk(el);
+				first = false;
+
+				continue;
+			}
+
+			const before = remaining;
+
+			walk(el);
+
+			if (remaining < before) first = false;
+		}
+	};
+
+	walk(root);
+
+	if (!landed) {
+		const last = root.lastChild;
+
+		if (last && last.nodeName === 'BR') {
+			range.setStartBefore(last);
+			range.setEndBefore(last);
+		} else {
+			range.selectNodeContents(root);
+			range.collapse(false);
+		}
+	}
+
+	return range;
+}
diff --git a/tools/ui/src/lib/utils/convert-files-to-extra.ts b/tools/ui/src/lib/utils/convert-files-to-extra.ts
index af404445f..449ebcba6 100644
--- a/tools/ui/src/lib/utils/convert-files-to-extra.ts
+++ b/tools/ui/src/lib/utils/convert-files-to-extra.ts
@@ -1,14 +1,14 @@
 import { convertPDFToImage, convertPDFToText } from './pdf-processing';
 import { isSvgMimeType, svgBase64UrlToPngDataURL } from './svg-to-png';
+import { isLikelyTextFile, readFileAsText } from './text-files';
 import { isWebpMimeType, webpBase64UrlToPngDataURL } from './webp-to-png';
-import { FileTypeCategory, AttachmentType, SpecialFileType } from '$lib/enums';
 import { SETTINGS_KEYS } from '$lib/constants';
-import { config, settingsStore } from '$lib/stores/settings.svelte';
+import { AttachmentType, FileTypeCategory, SpecialFileType } from '$lib/enums';
 import { modelsStore } from '$lib/stores/models.svelte';
+import { config, settingsStore } from '$lib/stores/settings.svelte';
+import type { ChatUploadedFile, DatabaseMessageExtra, FileProcessingResult } from '$lib/types';
 import { getFileTypeCategory } from '$lib/utils';
-import { readFileAsText, isLikelyTextFile } from './text-files';
 import { toast } from 'svelte-sonner';
-import type { FileProcessingResult, ChatUploadedFile, DatabaseMessageExtra } from '$lib/types';
 
 function readFileAsBase64(file: File): Promise<string> {
 	return new Promise((resolve, reject) => {
@@ -18,6 +18,7 @@ function readFileAsBase64(file: File): Promise<string> {
 			// Extract base64 data without the data URL prefix
 			const dataUrl = reader.result as string;
 			const base64 = dataUrl.split(',')[1];
+
 			resolve(base64);
 		};
 
@@ -37,13 +38,13 @@ export async function parseFilesToMessageExtras(
 	for (const file of files) {
 		if (file.type === SpecialFileType.MCP_PROMPT && file.mcpPrompt) {
 			extras.push({
-				type: AttachmentType.MCP_PROMPT,
+				arguments: file.mcpPrompt.arguments,
+				content: file.textContent ?? '',
 				name: file.name,
-				size: file.size,
-				serverName: file.mcpPrompt.serverName,
 				promptName: file.mcpPrompt.promptName,
-				content: file.textContent ?? '',
-				arguments: file.mcpPrompt.arguments
+				serverName: file.mcpPrompt.serverName,
+				size: file.size,
+				type: AttachmentType.MCP_PROMPT
 			});
 
 			continue;
@@ -68,10 +69,10 @@ export async function parseFilesToMessageExtras(
 				}
 
 				extras.push({
-					type: AttachmentType.IMAGE,
+					base64Url,
 					name: file.name,
 					size: file.size,
-					base64Url
+					type: AttachmentType.IMAGE
 				});
 			}
 		} else if (getFileTypeCategory(file.type) === FileTypeCategory.AUDIO) {
@@ -80,11 +81,11 @@ export async function parseFilesToMessageExtras(
 				const base64Data = await readFileAsBase64(file.file);
 
 				extras.push({
-					type: AttachmentType.AUDIO,
+					base64Data: base64Data,
+					mimeType: file.type,
 					name: file.name,
 					size: file.size,
-					base64Data: base64Data,
-					mimeType: file.type
+					type: AttachmentType.AUDIO
 				});
 			} catch (error) {
 				console.error(`Failed to process audio file ${file.name}:`, error);
@@ -95,11 +96,11 @@ export async function parseFilesToMessageExtras(
 				const base64Data = await readFileAsBase64(file.file);
 
 				extras.push({
-					type: AttachmentType.VIDEO,
+					base64Data: base64Data,
+					mimeType: file.type,
 					name: file.name,
 					size: file.size,
-					base64Data: base64Data,
-					mimeType: file.type
+					type: AttachmentType.VIDEO
 				});
 			} catch (error) {
 				console.error(`Failed to process video file ${file.name}:`, error);
@@ -149,13 +150,13 @@ export async function parseFilesToMessageExtras(
 						);
 
 						extras.push({
-							type: AttachmentType.PDF,
-							name: file.name,
-							size: file.size,
+							base64Data: base64Data,
 							content: `PDF file with ${images.length} pages`,
 							images: images,
+							name: file.name,
 							processedAsImages: true,
-							base64Data: base64Data
+							size: file.size,
+							type: AttachmentType.PDF
 						});
 					} catch (imageError) {
 						console.warn(
@@ -167,12 +168,12 @@ export async function parseFilesToMessageExtras(
 						const content = await convertPDFToText(file.file);
 
 						extras.push({
-							type: AttachmentType.PDF,
-							name: file.name,
-							size: file.size,
+							base64Data: base64Data,
 							content: content,
+							name: file.name,
 							processedAsImages: false,
-							base64Data: base64Data
+							size: file.size,
+							type: AttachmentType.PDF
 						});
 					}
 				} else {
@@ -185,12 +186,12 @@ export async function parseFilesToMessageExtras(
 					});
 
 					extras.push({
-						type: AttachmentType.PDF,
-						name: file.name,
-						size: file.size,
+						base64Data: base64Data,
 						content: content,
+						name: file.name,
 						processedAsImages: false,
-						base64Data: base64Data
+						size: file.size,
+						type: AttachmentType.PDF
 					});
 				}
 			} catch (error) {
@@ -206,10 +207,10 @@ export async function parseFilesToMessageExtras(
 					emptyFiles.push(file.name);
 				} else if (isLikelyTextFile(content)) {
 					extras.push({
-						type: AttachmentType.TEXT,
+						content: content,
 						name: file.name,
 						size: file.size,
-						content: content
+						type: AttachmentType.TEXT
 					});
 				} else {
 					console.warn(`File ${file.name} appears to be binary and will be skipped`);
@@ -220,5 +221,5 @@ export async function parseFilesToMessageExtras(
 		}
 	}
 
-	return { extras, emptyFiles };
+	return { emptyFiles, extras };
 }
diff --git a/tools/ui/src/lib/utils/file-preview.ts b/tools/ui/src/lib/utils/file-preview.ts
index 26a60533a..c03b5f061 100644
--- a/tools/ui/src/lib/utils/file-preview.ts
+++ b/tools/ui/src/lib/utils/file-preview.ts
@@ -16,11 +16,13 @@ export function getFileTypeLabel(input: string | undefined): string {
 	// Handle MIME types (contains '/')
 	if (input.includes('/')) {
 		const subtype = input.split('/').pop();
+
 		if (subtype) {
 			// Handle special cases like 'vnd.ms-excel' → 'EXCEL'
 			if (subtype.includes('.')) {
 				return subtype.split('.').pop()?.toUpperCase() || 'FILE';
 			}
+
 			return subtype.toUpperCase();
 		}
 	}
@@ -28,6 +30,7 @@ export function getFileTypeLabel(input: string | undefined): string {
 	// Handle file names (contains '.')
 	if (input.includes('.')) {
 		const ext = input.split('.').pop();
+
 		if (ext) return ext.toUpperCase();
 	}
 
diff --git a/tools/ui/src/lib/utils/file-type.ts b/tools/ui/src/lib/utils/file-type.ts
index e61564174..fd8828fc1 100644
--- a/tools/ui/src/lib/utils/file-type.ts
+++ b/tools/ui/src/lib/utils/file-type.ts
@@ -1,9 +1,9 @@
 import {
 	AUDIO_FILE_TYPES,
-	VIDEO_FILE_TYPES,
 	IMAGE_FILE_TYPES,
 	PDF_FILE_TYPES,
-	TEXT_FILE_TYPES
+	TEXT_FILE_TYPES,
+	VIDEO_FILE_TYPES
 } from '$lib/constants';
 import {
 	FileExtensionAudio,
@@ -13,9 +13,9 @@ import {
 	FileTypeCategory,
 	MimeTypeApplication,
 	MimeTypeAudio,
-	MimeTypeVideo,
 	MimeTypeImage,
-	MimeTypeText
+	MimeTypeText,
+	MimeTypeVideo
 } from '$lib/enums';
 
 function normalizeMimeType(mimeType: string): string {
@@ -224,6 +224,7 @@ export function isFileTypeSupported(filename: string, mimeType?: string): boolea
 	// Images are detected and handled separately for vision models
 	if (mimeType) {
 		const category = getFileTypeCategory(mimeType);
+
 		if (
 			category === FileTypeCategory.IMAGE ||
 			category === FileTypeCategory.AUDIO ||
@@ -235,6 +236,7 @@ export function isFileTypeSupported(filename: string, mimeType?: string): boolea
 
 	// Check extension for known types (especially images without MIME)
 	const extCategory = getFileTypeCategoryByExtension(filename);
+
 	if (
 		extCategory === FileTypeCategory.IMAGE ||
 		extCategory === FileTypeCategory.AUDIO ||
diff --git a/tools/ui/src/lib/utils/formatters.ts b/tools/ui/src/lib/utils/formatters.ts
index 24a2c1c94..27555a47b 100644
--- a/tools/ui/src/lib/utils/formatters.ts
+++ b/tools/ui/src/lib/utils/formatters.ts
@@ -1,9 +1,9 @@
 import {
+	MEDIUM_DURATION_THRESHOLD,
 	MS_PER_SECOND,
-	SECONDS_PER_MINUTE,
 	SECONDS_PER_HOUR,
-	SHORT_DURATION_THRESHOLD,
-	MEDIUM_DURATION_THRESHOLD
+	SECONDS_PER_MINUTE,
+	SHORT_DURATION_THRESHOLD
 } from '$lib/constants';
 
 /**
@@ -15,6 +15,7 @@ import {
  */
 export function formatFileSize(bytes: number | unknown): string {
 	if (typeof bytes !== 'number') return 'Unknown';
+
 	if (bytes === 0) return '0 Bytes';
 
 	const k = 1024;
@@ -70,6 +71,7 @@ export function formatNumber(num: number | unknown): string {
 export function formatJsonPretty(jsonString: string): string {
 	try {
 		const parsed = JSON.parse(jsonString);
+
 		return JSON.stringify(parsed, null, 2);
 	} catch {
 		return jsonString;
@@ -84,8 +86,8 @@ export function formatJsonPretty(jsonString: string): string {
  */
 export function formatTime(date: Date): string {
 	return date.toLocaleTimeString('en-US', {
-		hour12: false,
 		hour: '2-digit',
+		hour12: false,
 		minute: '2-digit',
 		second: '2-digit'
 	});
@@ -114,7 +116,6 @@ export function formatPerformanceTime(ms: number): string {
 	const hours = Math.floor(totalSeconds / SECONDS_PER_HOUR);
 	const minutes = Math.floor((totalSeconds % SECONDS_PER_HOUR) / SECONDS_PER_MINUTE);
 	const seconds = Math.floor(totalSeconds % SECONDS_PER_MINUTE);
-
 	const parts: string[] = [];
 
 	if (hours > 0) {
@@ -149,5 +150,6 @@ export function formatAttachmentText(
 	extra?: string
 ): string {
 	const header = extra ? `${name} (${extra})` : name;
+
 	return `\n\n--- ${label}: ${header} ---\n${content}`;
 }
diff --git a/tools/ui/src/lib/utils/glob-search.ts b/tools/ui/src/lib/utils/glob-search.ts
new file mode 100644
index 000000000..c7d5bca79
--- /dev/null
+++ b/tools/ui/src/lib/utils/glob-search.ts
@@ -0,0 +1,157 @@
+/**
+ * Shared `file_glob_search` runners with a short-lived result cache, so a
+ * repeated query for the same (type, path, glob, depth) reuses the last
+ * result instead of re-walking the tree.
+ */
+
+import { lastPathSegment } from './path-display';
+import {
+	buildGlobSearchArgs,
+	type GlobEntry,
+	type GlobSearchArgs,
+	joinPath,
+	rankEntries
+} from './working-directory';
+import {
+	GLOB_WILDCARD,
+	PATH_NAV_MAX_DEPTH,
+	PATH_SEPARATOR,
+	WINDOWS_SEPARATOR
+} from '$lib/constants';
+import { BuiltInTool, GlobSearchType } from '$lib/enums';
+import { ToolsService } from '$lib/services/tools.service';
+
+const SEARCH_CACHE_TTL_MS = 2000;
+
+interface CacheEntry {
+	results: GlobEntry[];
+	base: string;
+	at: number;
+}
+
+const searchCache = new Map<string, CacheEntry>();
+
+export interface GlobSearchResult {
+	base: string;
+	entries: GlobEntry[];
+	error?: string;
+}
+
+export async function runGlobSearch(
+	args: GlobSearchArgs,
+	type: GlobSearchType,
+	limit: number,
+	signal: AbortSignal
+): Promise<GlobSearchResult> {
+	const key = `${type}\u0000${args.path}\u0000${args.include}\u0000${args.maxDepth}\u0000${limit}`;
+	const cached = searchCache.get(key);
+
+	if (cached && Date.now() - cached.at < SEARCH_CACHE_TTL_MS) {
+		return { base: cached.base, entries: cached.results };
+	}
+
+	const res = await ToolsService.executeToolRaw(
+		BuiltInTool.FILE_GLOB_SEARCH,
+		{ include: args.include, limit, max_depth: args.maxDepth, path: args.path, type },
+		signal
+	);
+
+	if (typeof res.error === 'string') return { base: '', entries: [], error: res.error };
+
+	const base = typeof res.base === 'string' ? res.base : '';
+	const entries = Array.isArray(res.entries) ? (res.entries as GlobEntry[]) : [];
+	const now = Date.now();
+
+	// prune stale entries so the short-lived cache cannot grow unbounded
+	for (const [k, v] of searchCache) {
+		if (now - v.at >= SEARCH_CACHE_TTL_MS) searchCache.delete(k);
+	}
+	searchCache.set(key, { at: now, base, results: entries });
+
+	return { base, entries };
+}
+
+export interface GlobEntryResult {
+	path: string;
+	name: string;
+	type: string;
+}
+
+export interface GlobSearchChildOptions {
+	type?: GlobSearchType;
+	/** Descend only on a trailing path separator (mention picker); off for
+	 * the WD picker, which descends on any exact match. */
+	descendOnTrailingSeparator?: boolean;
+	childMaxDepth?: number;
+}
+
+export interface GlobSearchChildResult {
+	base: string;
+	args: GlobSearchArgs;
+	/** Outer ranked entries plus the walked directory's children (absolute). */
+	entries: GlobEntryResult[];
+	/** Absolute path of the directory whose children were appended. */
+	exactDir?: string;
+	error?: string;
+}
+
+function toEntryResult(e: GlobEntry, base: string): GlobEntryResult {
+	return { name: lastPathSegment(e.path), path: joinPath(base, e.path), type: e.type };
+}
+
+/**
+ * One ranked glob search that may also list the matched directory's
+ * children, shared by the WD picker (descend on exact match) and the
+ * mention picker (descend on a trailing `/` or `\`).
+ */
+export async function runGlobSearchWithChildren(
+	query: string,
+	scopePath: string,
+	searchDepth: number,
+	limit: number,
+	signal: AbortSignal,
+	options: GlobSearchChildOptions = {}
+): Promise<GlobSearchChildResult> {
+	const {
+		childMaxDepth = PATH_NAV_MAX_DEPTH,
+		descendOnTrailingSeparator = false,
+		type = GlobSearchType.ALL
+	} = options;
+	const args = buildGlobSearchArgs(query, scopePath, searchDepth);
+	const res = await runGlobSearch(args, type, limit, signal);
+
+	if (res.error) return { args, base: res.base, entries: [], error: res.error };
+
+	const ranked = rankEntries(res.entries, args.rankQuery);
+	const entries = ranked.map((e) => toEntryResult(e, res.base));
+	const last = args.last;
+
+	if (last) {
+		const wantsDescend = descendOnTrailingSeparator
+			? query.endsWith(PATH_SEPARATOR) || query.endsWith(WINDOWS_SEPARATOR)
+			: true;
+		const exact = ranked.find(
+			(e) => e.type === 'dir' && lastPathSegment(e.path).toLowerCase() === last.toLowerCase()
+		);
+
+		if (wantsDescend && exact) {
+			const exactDir = joinPath(res.base, exact.path);
+			const childRes = await runGlobSearch(
+				{ include: GLOB_WILDCARD, maxDepth: childMaxDepth, path: exactDir, rankQuery: '' },
+				type,
+				limit,
+				signal
+			);
+
+			if (!childRes.error) {
+				const children = childRes.entries
+					.map((e) => toEntryResult(e, childRes.base))
+					.sort((a, b) => a.path.localeCompare(b.path));
+
+				return { args, base: res.base, entries: [...entries, ...children], exactDir };
+			}
+		}
+	}
+
+	return { args, base: res.base, entries };
+}
diff --git a/tools/ui/src/lib/utils/headers.ts b/tools/ui/src/lib/utils/headers.ts
index 0b907b830..ec54ca2e7 100644
--- a/tools/ui/src/lib/utils/headers.ts
+++ b/tools/ui/src/lib/utils/headers.ts
@@ -12,6 +12,7 @@ export function parseHeadersToArray(headersJson: string): { key: string; value:
 
 	try {
 		const parsed = JSON.parse(headersJson);
+
 		if (typeof parsed === 'object' && parsed !== null && !Array.isArray(parsed)) {
 			return Object.entries(parsed).map(([key, value]) => ({
 				key,
diff --git a/tools/ui/src/lib/utils/heic-to-jpeg.ts b/tools/ui/src/lib/utils/heic-to-jpeg.ts
index 4ccb992a3..143b713bf 100644
--- a/tools/ui/src/lib/utils/heic-to-jpeg.ts
+++ b/tools/ui/src/lib/utils/heic-to-jpeg.ts
@@ -1,5 +1,5 @@
-import { MimeTypeImage } from '$lib/enums';
 import { HEIC_JPEG_QUALITY } from '$lib/constants/image-size';
+import { MimeTypeImage } from '$lib/enums';
 
 // heic requires a relatively large decoder, in order to reduce primary bundle size
 // we lazily load this decoder from a CDN when needed, and cache it for future conversions
@@ -32,12 +32,13 @@ export async function heicFileToJpegDataURL(file: File | Blob): Promise<string>
 	const { heicTo } = await getHeicTo();
 	const jpegBlob = await heicTo({
 		blob: file,
-		type: MimeTypeImage.JPEG,
-		quality: HEIC_JPEG_QUALITY
+		quality: HEIC_JPEG_QUALITY,
+		type: MimeTypeImage.JPEG
 	});
 
 	return new Promise((resolve, reject) => {
 		const reader = new FileReader();
+
 		reader.onload = () => resolve(reader.result as string);
 		reader.onerror = () => reject(reader.error);
 		reader.readAsDataURL(jpegBlob);
diff --git a/tools/ui/src/lib/utils/index.ts b/tools/ui/src/lib/utils/index.ts
index f829793f1..5762e8e4b 100644
--- a/tools/ui/src/lib/utils/index.ts
+++ b/tools/ui/src/lib/utils/index.ts
@@ -33,6 +33,7 @@ export {
 export {
 	highlightCode,
 	detectIncompleteCodeBlock,
+	splitGluedClosingCodeFences,
 	trimCodePadding,
 	type IncompleteCodeBlock
 } from './code';
@@ -158,6 +159,91 @@ export { createBase64DataUrl } from './data-url';
 // Header utilities
 export { parseHeadersToArray, serializeHeaders } from './headers';
 
+// Working-directory display helpers (HOME-style tilde abbreviation)
+export {
+	abbreviateWorkingDir,
+	abbreviateHome,
+	lastPathSegment,
+	formatCwdMessage,
+	parseCwdMessage,
+	CWD_CHANGED_PREFIX,
+	CWD_CLEARED_TEXT,
+	type CwdMessageInfo
+} from './path-display';
+
+// Working-directory picker search helpers
+export {
+	splitPathQuery,
+	buildCaseInsensitiveGlob,
+	buildGlobSearchArgs,
+	rankEntries,
+	joinPath,
+	highlightMatch,
+	type GlobEntry,
+	type GlobSearchArgs,
+	type PathQuery
+} from './working-directory';
+
+// Shared `file_glob_search` runner with a short-lived result cache
+export {
+	runGlobSearch,
+	runGlobSearchWithChildren,
+	type GlobEntryResult,
+	type GlobSearchResult
+} from './glob-search';
+
+// Mention-token detection (for the `@`-triggered file/folder mention picker)
+export {
+	findMentionToken,
+	takeMentionDismissSnapshot,
+	type MentionDismissSnapshot
+} from './mention-token';
+
+// Slash-command token detection (for the `/`-triggered command picker)
+export {
+	findCommandToken,
+	takeCommandDismissSnapshot,
+	type CommandDismissSnapshot
+} from './command-token';
+
+// Tokenization for the chat-form contenteditable (mention links + code spans <-> chip DOM)
+export {
+	tokenizeContent,
+	containsCodeSpan,
+	isOffsetInCodeBlock,
+	domMatchesTokens,
+	syncCodeBlockHatches,
+	stripBlockBoundaryLineBreaks,
+	serializeContent,
+	buildFragment,
+	rangeToTextOffset,
+	textOffsetToRange,
+	badgeAwareWordJump,
+	leadingBadgeEdgeOffset,
+	type ContentToken
+} from './contenteditable-tokenizer';
+
+// Source-space undo/redo history for the chat-form contenteditable
+export { SourceHistory, type SourceHistoryEntry } from './source-history';
+
+// Mention-badge visual contract (used by the contenteditable / rehype
+// DOM paths that build the same chip without a Svelte mount)
+export {
+	containsFileMentionLink,
+	fileMentionLinkRe,
+	encodeFileLinkPath,
+	decodeFileLinkPath,
+	MENTION_BADGE_CLASSNAME,
+	MENTION_BADGE_ICON_CLASSNAME,
+	MENTION_BADGE_SVG_ATTRIBUTES,
+	MENTION_BADGE_FILE_ICON_PATHS,
+	MENTION_BADGE_FOLDER_ICON_PATHS,
+	getMentionBadgeIconPaths,
+	getMentionBadgeLabel,
+	splitMentionSegments,
+	buildMentionInsertion
+} from './mention-badge';
+
 // Agentic content utilities (structured section derivation)
 export {
 	deriveAgenticSections,
diff --git a/tools/ui/src/lib/utils/jpeg-orientation.ts b/tools/ui/src/lib/utils/jpeg-orientation.ts
index 15c21017a..d0dfb9271 100644
--- a/tools/ui/src/lib/utils/jpeg-orientation.ts
+++ b/tools/ui/src/lib/utils/jpeg-orientation.ts
@@ -1,13 +1,13 @@
 import {
+	APP1_MARKER,
+	EXIF_ORIENTATION_TAG,
 	EXIF_SCAN_BYTE_LIMIT,
+	EXIF_SIGNATURE,
+	IFD_ENTRY_SIZE,
 	JPEG_SOI_MARKER,
-	APP1_MARKER,
 	SOS_MARKER,
-	EXIF_SIGNATURE,
 	TIFF_LITTLE_ENDIAN,
-	TIFF_MAGIC,
-	EXIF_ORIENTATION_TAG,
-	IFD_ENTRY_SIZE
+	TIFF_MAGIC
 } from '$lib/constants/jpeg-exif';
 import { MimeTypeImage } from '$lib/enums';
 
diff --git a/tools/ui/src/lib/utils/latex-protection.ts b/tools/ui/src/lib/utils/latex-protection.ts
index bbeed8250..acf4d4a70 100644
--- a/tools/ui/src/lib/utils/latex-protection.ts
+++ b/tools/ui/src/lib/utils/latex-protection.ts
@@ -15,10 +15,10 @@ import {
 	LATEX_INLINE_CONVERT_REGEXP,
 	LATEX_INLINE_DELIMITER,
 	LATEX_INLINE_OPEN,
+	LATEX_LINEBREAK_REGEXP,
 	LATEX_MATH_AND_CODE_PATTERN,
 	LATEX_MHCHEM_CE,
 	LATEX_MHCHEM_PU,
-	LATEX_LINEBREAK_REGEXP,
 	LATEX_NEIGHBOR_CHAR_REGEXP,
 	LATEX_NON_WHITESPACE_REGEXP,
 	LATEX_PLACEHOLDER_REGEXP,
@@ -45,6 +45,7 @@ export function maskInlineLaTeX(content: string, latexExpressions: string[]): st
 	if (!content.includes(LATEX_INLINE_DELIMITER)) {
 		return content;
 	}
+
 	return content
 		.split(NEWLINE)
 		.map((line) => {
@@ -60,6 +61,7 @@ export function maskInlineLaTeX(content: string, latexExpressions: string[]): st
 
 				if (openDollarIndex == -1) {
 					processedLine += line.slice(currentPosition);
+
 					break;
 				}
 
@@ -68,6 +70,7 @@ export function maskInlineLaTeX(content: string, latexExpressions: string[]): st
 
 				if (closeDollarIndex == -1) {
 					processedLine += line.slice(currentPosition);
+
 					break;
 				}
 
@@ -107,6 +110,7 @@ export function maskInlineLaTeX(content: string, latexExpressions: string[]): st
 				// Treat as LaTeX
 				processedLine += line.slice(currentPosition, openDollarIndex);
 				const latexContent = line.slice(openDollarIndex, closeDollarIndex + 1);
+
 				latexExpressions.push(latexContent);
 				processedLine += `<<LATEX_${latexExpressions.length - 1}>>`;
 				currentPosition = closeDollarIndex + 1;
@@ -147,7 +151,6 @@ function escapeMhchem(text: string): string {
 }
 
 const doEscapeMhchem = false;
-
 /**
  * Preprocesses markdown content to safely handle LaTeX math expressions while protecting
  * against false positives (e.g., dollar amounts like $5.99) and ensuring proper rendering.
@@ -179,6 +182,7 @@ export function preprocessLaTeX(content: string): string {
 	// incomplete code block stays the same across multiple tokens, so the
 	// full protect/restore pipeline would re-run unnecessarily.
 	const cached = latexCache.get(content);
+
 	if (cached !== undefined) return cached;
 
 	// Save original before the function mutates `content` through steps 0-8
@@ -193,7 +197,9 @@ export function preprocessLaTeX(content: string): string {
 		if (latexCache.size >= LATEX_CACHE_MAX_SIZE) {
 			latexCache.delete(latexCache.keys().next().value!);
 		}
+
 		latexCache.set(originalContent, content);
+
 		return content;
 	}
 
@@ -203,12 +209,16 @@ export function preprocessLaTeX(content: string): string {
 	const lines = content.split(NEWLINE);
 	const processedLines = lines.map((line, index) => {
 		const match = line.match(LATEX_BLOCKQUOTE_PREFIX_REGEXP);
+
 		if (match) {
 			blockquoteMarkers.set(index, match[1]);
+
 			return line.slice(match[1].length);
 		}
+
 		return line;
 	});
+
 	content = processedLines.join(NEWLINE);
 
 	// Step 1: Protect code blocks
@@ -232,7 +242,9 @@ export function preprocessLaTeX(content: string): string {
 			if (group1.endsWith(LATEX_BACKSLASH)) {
 				return match; // Backslash before \[, do nothing.
 			}
+
 			const hasSuffix = LATEX_NON_WHITESPACE_REGEXP.test(group3);
+
 			let optBreak;
 
 			if (hasSuffix) {
@@ -264,15 +276,19 @@ export function preprocessLaTeX(content: string): string {
 	// Step 4: Restore protected LaTeX expressions (they are valid)
 	content = content.replace(LATEX_PLACEHOLDER_REGEXP, (_, index) => {
 		let expr = latexExpressions[parseInt(index)];
+
 		const match = expr.match(LATEX_LINEBREAK_REGEXP);
+
 		if (match) {
 			// Katex: The $$-delimiters should be in their own line
 			// if there are \\-line-breaks.
 			const formula = match[1];
 			const prefix = formula.startsWith(NEWLINE) ? '' : NEWLINE;
 			const suffix = formula.endsWith(NEWLINE) ? '' : NEWLINE;
+
 			expr = LATEX_DISPLAY_DELIMITER + prefix + formula + suffix + LATEX_DISPLAY_DELIMITER;
 		}
+
 		return expr;
 	});
 
@@ -313,14 +329,17 @@ export function preprocessLaTeX(content: string): string {
 		const finalLines = content.split(NEWLINE);
 		const restoredLines = finalLines.map((line, index) => {
 			const marker = blockquoteMarkers.get(index);
+
 			return marker ? marker + line : line;
 		});
+
 		content = restoredLines.join(NEWLINE);
 	}
 
 	if (latexCache.size >= LATEX_CACHE_MAX_SIZE) {
 		latexCache.delete(latexCache.keys().next().value!);
 	}
+
 	latexCache.set(originalContent, content);
 
 	return content;
diff --git a/tools/ui/src/lib/utils/mcp.ts b/tools/ui/src/lib/utils/mcp.ts
index c5a98d1e0..c4493d870 100644
--- a/tools/ui/src/lib/utils/mcp.ts
+++ b/tools/ui/src/lib/utils/mcp.ts
@@ -1,40 +1,40 @@
-import type { MCPServerSettingsEntry, MCPResourceContent, MCPResourceInfo } from '$lib/types';
-import {
-	MCPTransportType,
-	MCPLogLevel,
-	UrlProtocol,
-	MimeTypePrefix,
-	MimeTypeIncludes,
-	UriPattern,
-	MimeTypeText
-} from '$lib/enums';
-import {
-	MCP_SERVER_ID_PREFIX,
-	IMAGE_FILE_EXTENSION_REGEX,
-	CODE_FILE_EXTENSION_REGEX,
-	TEXT_FILE_EXTENSION_REGEX,
-	PROTOCOL_PREFIX_REGEX,
-	FILE_EXTENSION_REGEX,
-	DISPLAY_NAME_SEPARATOR_REGEX,
-	PATH_SEPARATOR,
-	RESOURCE_TEXT_CONTENT_SEPARATOR,
-	DEFAULT_RESOURCE_FILENAME,
-	MCP_SSE_ENDPOINT,
-	MCP_SSE_ENDPOINT_SLASH,
-	MCP_SSE_ENDPOINT_QUERY
-} from '$lib/constants';
 import {
+	AlertTriangle,
+	Code,
 	Database,
 	File,
 	FileText,
 	Image,
-	Code,
 	Info,
-	AlertTriangle,
 	XCircle
 } from '@lucide/svelte';
-import type { Component } from 'svelte';
+import {
+	CODE_FILE_EXTENSION_REGEX,
+	DEFAULT_RESOURCE_FILENAME,
+	DISPLAY_NAME_SEPARATOR_REGEX,
+	FILE_EXTENSION_REGEX,
+	IMAGE_FILE_EXTENSION_REGEX,
+	MCP_SERVER_ID_PREFIX,
+	MCP_SSE_ENDPOINT,
+	MCP_SSE_ENDPOINT_QUERY,
+	MCP_SSE_ENDPOINT_SLASH,
+	PATH_SEPARATOR,
+	PROTOCOL_PREFIX_REGEX,
+	RESOURCE_TEXT_CONTENT_SEPARATOR,
+	TEXT_FILE_EXTENSION_REGEX
+} from '$lib/constants';
+import {
+	MCPLogLevel,
+	MCPTransportType,
+	MimeTypeIncludes,
+	MimeTypePrefix,
+	MimeTypeText,
+	UriPattern,
+	UrlProtocol
+} from '$lib/enums';
+import type { MCPResourceContent, MCPResourceInfo, MCPServerSettingsEntry } from '$lib/types';
 import type { MimeTypeUnion } from '$lib/types/common';
+import type { Component } from 'svelte';
 
 /**
  * Detects the MCP transport type from a URL.
@@ -73,6 +73,7 @@ export function parseMcpServerSettings(rawServers: unknown): MCPServerSettingsEn
 
 	if (typeof rawServers === 'string') {
 		const trimmed = rawServers.trim();
+
 		if (!trimmed) return [];
 
 		try {
@@ -97,12 +98,12 @@ export function parseMcpServerSettings(rawServers: unknown): MCPServerSettingsEn
 				: `${MCP_SERVER_ID_PREFIX}-${index + 1}`;
 
 		return {
-			id,
-			enabled: Boolean((entry as { enabled?: unknown })?.enabled),
-			url,
-			name: (entry as { name?: string })?.name,
 			displayName: (entry as { displayName?: string })?.displayName,
+			enabled: Boolean((entry as { enabled?: unknown })?.enabled),
 			headers: headers || undefined,
+			id,
+			name: (entry as { name?: string })?.name,
+			url,
 			useProxy: Boolean((entry as { useProxy?: unknown })?.useProxy)
 		} satisfies MCPServerSettingsEntry;
 	});
@@ -161,6 +162,7 @@ export function isImageMimeType(mimeType?: MimeTypeUnion): boolean {
 export function parseResourcePath(uri: string): string[] {
 	try {
 		const withoutProtocol = uri.replace(PROTOCOL_PREFIX_REGEX, '');
+
 		return withoutProtocol.split(PATH_SEPARATOR).filter((p) => p.length > 0);
 	} catch {
 		return [uri];
@@ -176,6 +178,7 @@ export function parseResourcePath(uri: string): string[] {
  */
 export function getDisplayName(pathPart: string): string {
 	const withoutExt = pathPart.replace(FILE_EXTENSION_REGEX, '');
+
 	return withoutExt
 		.split(DISPLAY_NAME_SEPARATOR_REGEX)
 		.map((word) => word.charAt(0).toUpperCase() + word.slice(1))
@@ -191,6 +194,7 @@ export function getDisplayName(pathPart: string): string {
 export function getResourceDisplayName(resource: MCPResourceInfo): string {
 	try {
 		const parts = parseResourcePath(resource.uri);
+
 		return parts[parts.length - 1] || resource.name || resource.uri;
 	} catch {
 		return resource.name || resource.uri;
@@ -207,6 +211,7 @@ export function getResourceDisplayName(resource: MCPResourceInfo): string {
 export function isCodeResource(mimeType?: MimeTypeUnion, uri?: string): boolean {
 	const mime = mimeType?.toLowerCase() || '';
 	const u = uri?.toLowerCase() || '';
+
 	return (
 		mime.includes(MimeTypeIncludes.JSON) ||
 		mime.includes(MimeTypeIncludes.JAVASCRIPT) ||
@@ -225,6 +230,7 @@ export function isCodeResource(mimeType?: MimeTypeUnion, uri?: string): boolean
 export function isImageResource(mimeType?: MimeTypeUnion, uri?: string): boolean {
 	const mime = mimeType?.toLowerCase() || '';
 	const u = uri?.toLowerCase() || '';
+
 	return mime.startsWith(MimeTypePrefix.IMAGE) || IMAGE_FILE_EXTENSION_REGEX.test(u);
 }
 
@@ -271,6 +277,7 @@ export function getResourceIcon(mimeType?: MimeTypeUnion, uri?: string): Compone
  */
 export function getResourceTextContent(content: MCPResourceContent[] | null | undefined): string {
 	if (!content) return '';
+
 	return content
 		.filter((c): c is { uri: string; mimeType?: MimeTypeUnion; text: string } => 'text' in c)
 		.map((c) => c.text)
@@ -308,6 +315,7 @@ export function downloadResourceContent(
 	const blob = new Blob([text], { type: mimeType });
 	const url = URL.createObjectURL(blob);
 	const a = document.createElement('a');
+
 	a.href = url;
 	a.download = filename;
 	document.body.appendChild(a);
diff --git a/tools/ui/src/lib/utils/mention-badge.ts b/tools/ui/src/lib/utils/mention-badge.ts
new file mode 100644
index 000000000..5b1b7d1fe
--- /dev/null
+++ b/tools/ui/src/lib/utils/mention-badge.ts
@@ -0,0 +1,129 @@
+import { abbreviateHome, lastPathSegment } from './path-display';
+import { DIRECTORY_PATH_SUFFIX, FILE_URI_PREFIX } from '$lib/constants';
+import {
+	MENTION_BADGE_FILE_ICON_PATHS,
+	MENTION_BADGE_FOLDER_ICON_PATHS,
+	MENTION_LINK_SCAN_FLAGS
+} from '$lib/constants/mention-badge';
+import { FileMentionEntryType } from '$lib/enums';
+import type { FileMentionEntry } from '$lib/types';
+
+export {
+	MENTION_BADGE_CLASSNAME,
+	MENTION_BADGE_ICON_CLASSNAME,
+	MENTION_BADGE_SVG_ATTRIBUTES,
+	MENTION_BADGE_FILE_ICON_PATHS,
+	MENTION_BADGE_FOLDER_ICON_PATHS
+} from '$lib/constants/mention-badge';
+
+// `)` is allowed in a path only when not followed by whitespace or `[`,
+// so macOS paths parse while adjacent badges still terminate the match.
+const FILE_MENTION_LINK_SOURCE = String.raw`\[([^\]\n]+?)\]\(file:\/\/((?:[^)\n]|\)(?![\s[]))+)\)`;
+
+export function fileMentionLinkRe(flags = ''): RegExp {
+	return new RegExp(FILE_MENTION_LINK_SOURCE, flags);
+}
+
+export function containsFileMentionLink(value: string): boolean {
+	return fileMentionLinkRe().test(value);
+}
+
+// Escape each path segment for a markdown link destination (spaces/parens
+// break CommonMark); keeps the trailing slash that marks a directory.
+export function encodeFileLinkPath(path: string): string {
+	return path
+		.split('/')
+		.map((segment) => encodeURIComponent(segment))
+		.join('/');
+}
+
+// Malformed escape sequences fall back to the input unchanged.
+export function decodeFileLinkPath(path: string): string {
+	try {
+		return path
+			.split('/')
+			.map((segment) => decodeURIComponent(segment))
+			.join('/');
+	} catch {
+		return path;
+	}
+}
+
+export interface MentionTextSegment {
+	text: string;
+	mention: { name: string; path: string } | null;
+}
+
+/**
+ * Split raw text into plain runs and `[name](file://path)` mentions.
+ * The raw-text renderers walk these segments to draw badges without
+ * handing the message to the markdown parser, so a `#` stays a `#`.
+ */
+export function splitMentionSegments(value: string): MentionTextSegment[] {
+	const linkRe = fileMentionLinkRe(MENTION_LINK_SCAN_FLAGS);
+	const segments: MentionTextSegment[] = [];
+
+	let cursor = 0;
+	let match: RegExpExecArray | null;
+
+	while ((match = linkRe.exec(value)) !== null) {
+		if (match.index > cursor) {
+			segments.push({ mention: null, text: value.slice(cursor, match.index) });
+		}
+
+		segments.push({
+			mention: { name: match[1], path: decodeFileLinkPath(match[2]) },
+			text: match[0]
+		});
+
+		cursor = match.index + match[0].length;
+	}
+
+	if (cursor < value.length) segments.push({ mention: null, text: value.slice(cursor) });
+
+	return segments;
+}
+
+export function getMentionBadgeIconPaths(path: string): readonly string[] {
+	return path.endsWith(DIRECTORY_PATH_SUFFIX)
+		? MENTION_BADGE_FOLDER_ICON_PATHS
+		: MENTION_BADGE_FILE_ICON_PATHS;
+}
+
+export function getMentionBadgeLabel(
+	name: string,
+	path: string,
+	showFullPath: boolean,
+	home?: string | null
+): string {
+	if (!showFullPath) return name;
+
+	const decoded = decodeFileLinkPath(path.replace(/\/+$/, ''));
+
+	if (!decoded) return name;
+
+	return abbreviateHome(decoded, home);
+}
+
+/**
+ * Build the markdown link that replaces a mention token. Entry `path` is
+ * already rooted, so `file://` + `/abs` yields the canonical `file:///`.
+ * Null when the token is invalid.
+ */
+export function buildMentionInsertion(
+	entry: FileMentionEntry,
+	value: string,
+	token: { start: number; end: number }
+): { newValue: string; caretOffset: number } | null {
+	if (token.start < 0 || token.end > value.length || token.start > token.end) return null;
+
+	// Strip the entry's directory marker so it is not doubled below.
+	const cleanedPath = entry.path.replace(/\/+$/, '');
+	const pathWithSeparator =
+		entry.type === FileMentionEntryType.DIRECTORY ? `${cleanedPath}/` : cleanedPath;
+	const basename = lastPathSegment(cleanedPath) || entry.name;
+	const insertion = `[${basename}](${FILE_URI_PREFIX}${encodeFileLinkPath(pathWithSeparator)}) `;
+	const newValue = value.slice(0, token.start) + insertion + value.slice(token.end);
+
+	return { caretOffset: token.start + insertion.length, newValue };
+}
diff --git a/tools/ui/src/lib/utils/mention-token.ts b/tools/ui/src/lib/utils/mention-token.ts
new file mode 100644
index 000000000..5c98af305
--- /dev/null
+++ b/tools/ui/src/lib/utils/mention-token.ts
@@ -0,0 +1,81 @@
+// An `@` starts a mention only when preceded by start-of-string or one of
+// these; identifier chars are not delimiters, so a mid-word `@` does not.
+const TOKEN_BOUNDARY_CHARS = new Set([
+	' ',
+	'\t',
+	'\n',
+	'\r',
+	'(',
+	')',
+	'[',
+	']',
+	',',
+	';',
+	':',
+	'"',
+	"'"
+]);
+
+/**
+ * Find the most-recent `@`-mention token whose extent includes `cursor`;
+ * the query covers the whole `@...` token regardless of caret position.
+ */
+export function findMentionToken(
+	value: string,
+	cursor: number
+): { start: number; end: number; query: string } | null {
+	if (cursor <= 0 || cursor > value.length) return null;
+
+	let atIndex = -1;
+
+	for (let i = cursor - 1; i >= 0; i--) {
+		const ch = value[i];
+
+		if (ch === '@') {
+			const prev = i > 0 ? value[i - 1] : '';
+
+			if (i === 0 || TOKEN_BOUNDARY_CHARS.has(prev)) {
+				atIndex = i;
+			}
+
+			break;
+		}
+
+		if (TOKEN_BOUNDARY_CHARS.has(ch)) break;
+	}
+
+	if (atIndex === -1) return null;
+
+	let end = atIndex + 1;
+
+	while (end < value.length && !TOKEN_BOUNDARY_CHARS.has(value[end])) {
+		end++;
+	}
+
+	return {
+		end,
+		query: value.slice(atIndex + 1, end),
+		start: atIndex
+	};
+}
+
+/**
+ * Stable signature of a mention token for use as a "dismissed" marker:
+ * while the picker is closed and this exact token is still intact, the
+ * picker does not silently re-open on in-token edits.
+ */
+export interface MentionDismissSnapshot {
+	start: number;
+	query: string;
+}
+
+export function takeMentionDismissSnapshot(
+	value: string,
+	cursor: number
+): MentionDismissSnapshot | null {
+	const token = findMentionToken(value, cursor);
+
+	if (!token) return null;
+
+	return { query: token.query, start: token.start };
+}
diff --git a/tools/ui/src/lib/utils/modality-file-validation.ts b/tools/ui/src/lib/utils/modality-file-validation.ts
index bfdee75ce..ca7fb3dc6 100644
--- a/tools/ui/src/lib/utils/modality-file-validation.ts
+++ b/tools/ui/src/lib/utils/modality-file-validation.ts
@@ -3,9 +3,9 @@
  * Ensures only compatible file types are processed based on model capabilities
  */
 
-import { getFileTypeCategory } from '$lib/utils';
 import { FileTypeCategory } from '$lib/enums';
 import type { ModalityCapabilities } from '$lib/types';
+import { getFileTypeCategory } from '$lib/utils';
 
 /**
  * Check if a file type is supported by the given modalities
@@ -72,11 +72,11 @@ export function filterFilesByModalities(
 	const supportedFiles: File[] = [];
 	const unsupportedFiles: File[] = [];
 	const modalityReasons: Record<string, string> = {};
-
-	const { hasVision, hasAudio, hasVideo } = capabilities;
+	const { hasAudio, hasVideo, hasVision } = capabilities;
 
 	for (const file of files) {
 		const category = getFileTypeCategory(file.type);
+
 		let isSupported = true;
 		let reason = '';
 
@@ -86,6 +86,7 @@ export function filterFilesByModalities(
 					isSupported = false;
 					reason = 'Images require a vision-capable model';
 				}
+
 				break;
 
 			case FileTypeCategory.AUDIO:
@@ -93,6 +94,7 @@ export function filterFilesByModalities(
 					isSupported = false;
 					reason = 'Audio files require an audio-capable model';
 				}
+
 				break;
 
 			case FileTypeCategory.VIDEO:
@@ -100,6 +102,7 @@ export function filterFilesByModalities(
 					isSupported = false;
 					reason = 'Video files require a video-capable model';
 				}
+
 				break;
 
 			case FileTypeCategory.TEXT:
@@ -121,7 +124,7 @@ export function filterFilesByModalities(
 		}
 	}
 
-	return { supportedFiles, unsupportedFiles, modalityReasons };
+	return { modalityReasons, supportedFiles, unsupportedFiles };
 }
 
 /**
@@ -138,23 +141,28 @@ export function generateModalityErrorMessage(
 ): string {
 	if (unsupportedFiles.length === 0) return '';
 
-	const { hasVision, hasAudio, hasVideo } = capabilities;
+	const { hasAudio, hasVideo, hasVision } = capabilities;
 
 	let message = '';
 
 	if (unsupportedFiles.length === 1) {
 		const file = unsupportedFiles[0];
 		const reason = modalityReasons[file.name];
+
 		message = `The file "${file.name}" cannot be uploaded: ${reason}.`;
 	} else {
 		const fileNames = unsupportedFiles.map((f) => f.name).join(', ');
+
 		message = `The following files cannot be uploaded: ${fileNames}.`;
 	}
 
 	// Add helpful information about what is supported
 	const supportedTypes: string[] = ['text files', 'PDFs'];
+
 	if (hasVision) supportedTypes.push('images');
+
 	if (hasAudio) supportedTypes.push('audio files');
+
 	if (hasVideo) supportedTypes.push('video files');
 
 	message += ` This model supports: ${supportedTypes.join(', ')}.`;
diff --git a/tools/ui/src/lib/utils/parse-exec-shell-error.ts b/tools/ui/src/lib/utils/parse-exec-shell-error.ts
index 86d47d2f3..42d2ee254 100644
--- a/tools/ui/src/lib/utils/parse-exec-shell-error.ts
+++ b/tools/ui/src/lib/utils/parse-exec-shell-error.ts
@@ -2,8 +2,10 @@ export function parseExecShellCommandError(
 	toolResultString: string | undefined
 ): string | undefined {
 	if (!toolResultString) return undefined;
+
 	try {
 		const parsed: unknown = JSON.parse(toolResultString);
+
 		if (
 			parsed &&
 			typeof parsed === 'object' &&
@@ -15,5 +17,6 @@ export function parseExecShellCommandError(
 	} catch {
 		// Plain-text result = stdout/stderr, no structured error to surface.
 	}
+
 	return undefined;
 }
diff --git a/tools/ui/src/lib/utils/parse-exec-shell-status.ts b/tools/ui/src/lib/utils/parse-exec-shell-status.ts
index b864e6b13..1f7ec557e 100644
--- a/tools/ui/src/lib/utils/parse-exec-shell-status.ts
+++ b/tools/ui/src/lib/utils/parse-exec-shell-status.ts
@@ -24,12 +24,13 @@ export function parseExecShellCommandExitStatus(
 	if (!toolResultString) return undefined;
 
 	const match = toolResultString.match(EXIT_CODE_TAIL_REGEX);
+
 	if (!match) return undefined;
 
 	return {
 		code: Number.parseInt(match[1], 10),
-		timedOut: match[0].includes('exit due to timed out'),
-		rawText: match[0]
+		rawText: match[0],
+		timedOut: match[0].includes('exit due to timed out')
 	};
 }
 
@@ -43,5 +44,6 @@ export function isExitCodeSummaryLine(
 	status: ExecShellExitStatus | undefined
 ): boolean {
 	if (!status) return false;
+
 	return lineText.trim() === status.rawText.trim();
 }
diff --git a/tools/ui/src/lib/utils/parse-partial-json-args.ts b/tools/ui/src/lib/utils/parse-partial-json-args.ts
index 58439bd6e..49bc1bc70 100644
--- a/tools/ui/src/lib/utils/parse-partial-json-args.ts
+++ b/tools/ui/src/lib/utils/parse-partial-json-args.ts
@@ -7,13 +7,11 @@ const JSON_OBJECT_OPEN = '{';
 const JSON_OBJECT_CLOSE = '}';
 const JSON_ARRAY_OPEN = '[';
 const JSON_ARRAY_CLOSE = ']';
-
 // Trailing punctuation to strip before re-closing a partial object/array.
 // Matches an optional trailing comma plus any trailing whitespace; lets
 // us re-emit a syntactically-valid JSON document without an orphaned
 // comma when the model cut off mid-key.
 const TRAILING_JSON_PUNCTUATION_REGEX = /,?\s*$/;
-
 /** Bounded cache for parsePartialJsonArgs results. */
 const PARTIAL_JSON_CACHE_MAX_SIZE = 32;
 const partialJsonCache = new Map<string, Record<string, unknown> | null>();
@@ -22,6 +20,7 @@ function cacheResult(input: string, result: Record<string, unknown> | null): voi
 	if (partialJsonCache.size >= PARTIAL_JSON_CACHE_MAX_SIZE) {
 		partialJsonCache.delete(partialJsonCache.keys().next().value!);
 	}
+
 	partialJsonCache.set(input, result);
 }
 
@@ -32,12 +31,14 @@ function cacheResult(input: string, result: Record<string, unknown> | null): voi
 // render during streaming even when toolArgs hasn't changed.
 export function parsePartialJsonArgs(toolArgsString: string): Record<string, unknown> | null {
 	const cached = partialJsonCache.get(toolArgsString);
+
 	if (cached !== undefined) return cached;
 
 	let result: Record<string, unknown> | null;
 
 	try {
 		const parsed: unknown = JSON.parse(toolArgsString);
+
 		result =
 			parsed && typeof parsed === 'object' && !Array.isArray(parsed)
 				? (parsed as Record<string, unknown>)
@@ -47,6 +48,7 @@ export function parsePartialJsonArgs(toolArgsString: string): Record<string, unk
 	}
 
 	cacheResult(toolArgsString, result);
+
 	return result;
 }
 
@@ -54,41 +56,55 @@ export function parsePartialJsonArgs(toolArgsString: string): Record<string, unk
 function scanPartialJson(toolArgsString: string): Record<string, unknown> | null {
 	let inString = false;
 	let escape = false;
+
 	const stack: ('{' | '[')[] = [];
 
 	for (let i = 0; i < toolArgsString.length; i++) {
 		const ch = toolArgsString[i];
+
 		if (escape) {
 			escape = false;
+
 			continue;
 		}
+
 		if (ch === JSON_BACKSLASH && inString) {
 			escape = true;
+
 			continue;
 		}
+
 		if (ch === JSON_QUOTE) {
 			inString = !inString;
+
 			continue;
 		}
+
 		if (inString) continue;
+
 		if (ch === JSON_OBJECT_OPEN) stack.push(JSON_OBJECT_OPEN);
 		else if (ch === JSON_OBJECT_CLOSE) {
 			if (stack.length === 0 || stack[stack.length - 1] !== JSON_OBJECT_OPEN) return null;
+
 			stack.pop();
 		} else if (ch === JSON_ARRAY_OPEN) stack.push(JSON_ARRAY_OPEN);
 		else if (ch === JSON_ARRAY_CLOSE) {
 			if (stack.length === 0 || stack[stack.length - 1] !== JSON_ARRAY_OPEN) return null;
+
 			stack.pop();
 		}
 	}
 
 	let completed = toolArgsString;
+
 	if (escape) {
 		// Dangling escape at end of partial JSON: escape the trailing
 		// backslash as a literal so we can close the string cleanly.
 		completed += JSON_BACKSLASH;
 	}
+
 	if (inString) completed += JSON_QUOTE;
+
 	if (!inString) completed = completed.replace(TRAILING_JSON_PUNCTUATION_REGEX, '');
 
 	// Close in reverse nesting order: innermost container first.
@@ -98,6 +114,7 @@ function scanPartialJson(toolArgsString: string): Record<string, unknown> | null
 
 	try {
 		const parsed: unknown = JSON.parse(completed);
+
 		return parsed && typeof parsed === 'object' && !Array.isArray(parsed)
 			? (parsed as Record<string, unknown>)
 			: null;
diff --git a/tools/ui/src/lib/utils/path-display.ts b/tools/ui/src/lib/utils/path-display.ts
new file mode 100644
index 000000000..8f8c081e0
--- /dev/null
+++ b/tools/ui/src/lib/utils/path-display.ts
@@ -0,0 +1,93 @@
+import {
+	CWD_CHANGED_PREFIX,
+	CWD_CLEARED_TEXT,
+	CWD_LINK_REGEX,
+	FILE_URI_PREFIX,
+	HOME_TILDE,
+	HOME_TILDE_PREFIX
+} from '$lib/constants';
+import { PATH_SEPARATOR } from '$lib/constants/mcp-resource';
+import { TRAILING_SLASHES_REGEX } from '$lib/constants/url';
+
+export function lastPathSegment(p: string): string {
+	const trimmed = p.replace(TRAILING_SLASHES_REGEX, '');
+	const idx = trimmed.lastIndexOf(PATH_SEPARATOR);
+
+	return idx === -1 ? trimmed : trimmed.slice(idx + 1);
+}
+
+// `~/...` under `home`; falls back to the basename when home is unknown
+// or the path is outside it.
+export function abbreviateWorkingDir(
+	path: string | null | undefined,
+	home: string | null | undefined
+): string {
+	if (!path) return '';
+
+	if (!home) return lastPathSegment(path);
+
+	if (path === home) return HOME_TILDE;
+
+	if (path.startsWith(home + PATH_SEPARATOR))
+		return HOME_TILDE_PREFIX + path.slice(home.length + 1);
+
+	return lastPathSegment(path);
+}
+
+// Unlike abbreviateWorkingDir, paths outside `home` are returned
+// unchanged - used where the full path matters.
+export function abbreviateHome(path: string, home: string | null | undefined): string {
+	if (!home) return path;
+
+	if (path === home) return HOME_TILDE;
+
+	if (path.startsWith(home + PATH_SEPARATOR))
+		return HOME_TILDE_PREFIX + path.slice(home.length + 1);
+
+	return path;
+}
+
+export { CWD_CHANGED_PREFIX, CWD_CLEARED_TEXT } from '$lib/constants';
+
+export interface CwdMessageInfo {
+	// absolute server-side path, null when the cwd was cleared
+	path: string | null;
+	// display form shown in the UI (e.g. ~/Documents)
+	display: string;
+}
+
+/**
+ * Format a synthetic cwd-change message. The path travels as
+ * `[file:///abs/path](display)` so both the absolute and short form are
+ * visible to the model and parseable back by the UI.
+ */
+export function formatCwdMessage(cwd: string, home: string | null): string {
+	const display = abbreviateWorkingDir(cwd, home);
+
+	return `${CWD_CHANGED_PREFIX}[${FILE_URI_PREFIX}${cwd}](${display}).`;
+}
+
+/**
+ * Parse a synthetic cwd message back into its parts. The caller must
+ * already know the message is synthetic (via the persisted `isSynthetic`
+ * flag); this only extracts the path.
+ */
+export function parseCwdMessage(content: string): CwdMessageInfo | null {
+	const trimmed = content.trim();
+
+	if (trimmed === CWD_CLEARED_TEXT) {
+		return { display: '', path: null };
+	}
+
+	if (trimmed.startsWith(CWD_CHANGED_PREFIX)) {
+		const rest = trimmed.slice(CWD_CHANGED_PREFIX.length);
+		// not anchored to the end: guidance may follow the link
+		const link = rest.match(CWD_LINK_REGEX);
+
+		if (link) return { display: link[2], path: link[1] };
+
+		return { display: rest, path: rest };
+	}
+
+	return null;
+}
diff --git a/tools/ui/src/lib/utils/pdf-processing.ts b/tools/ui/src/lib/utils/pdf-processing.ts
index 8cf99207c..b79f8d785 100644
--- a/tools/ui/src/lib/utils/pdf-processing.ts
+++ b/tools/ui/src/lib/utils/pdf-processing.ts
@@ -16,6 +16,7 @@ if (browser) {
 	import('pdfjs-dist/build/pdf.worker.min.mjs?raw')
 		.then((workerModule) => {
 			const workerBlob = new Blob([workerModule.default], { type: 'application/javascript' });
+
 			pdfjs.GlobalWorkerOptions.workerSrc = URL.createObjectURL(workerBlob);
 		})
 		.catch(() => {
@@ -31,6 +32,7 @@ if (browser) {
 async function getFileAsBuffer(file: File): Promise<ArrayBuffer> {
 	return new Promise((resolve, reject) => {
 		const reader = new FileReader();
+
 		reader.onload = (event) => {
 			if (event.target?.result) {
 				resolve(event.target.result as ArrayBuffer);
@@ -59,7 +61,6 @@ export async function convertPDFToText(file: File): Promise<string> {
 		const buffer = await getFileAsBuffer(file);
 		const pdf = await pdfjs.getDocument({ data: buffer }).promise;
 		const numPages = pdf.numPages;
-
 		const textContentPromises: Promise<TextContent>[] = [];
 
 		for (let i = 1; i <= numPages; i++) {
@@ -75,6 +76,7 @@ export async function convertPDFToText(file: File): Promise<string> {
 		return textItems.join('\n');
 	} catch (error) {
 		console.error('Error converting PDF to text:', error);
+
 		throw new Error(
 			`Failed to convert PDF to text: ${error instanceof Error ? error.message : 'Unknown error'}`
 		);
@@ -111,10 +113,11 @@ export async function convertPDFToImage(file: File, scale: number = 1.5): Promis
 			}
 
 			const task = page.render({
+				canvas: canvas,
 				canvasContext: ctx,
-				viewport: viewport,
-				canvas: canvas
+				viewport: viewport
 			});
+
 			pages.push(
 				task.promise.then(() => {
 					return canvas.toDataURL(MimeTypeImage.PNG);
@@ -125,6 +128,7 @@ export async function convertPDFToImage(file: File, scale: number = 1.5): Promis
 		return await Promise.all(pages);
 	} catch (error) {
 		console.error('Error converting PDF to images:', error);
+
 		throw new Error(
 			`Failed to convert PDF to images: ${error instanceof Error ? error.message : 'Unknown error'}`
 		);
diff --git a/tools/ui/src/lib/utils/portal-to-body.ts b/tools/ui/src/lib/utils/portal-to-body.ts
index bffbe8900..7ad4f0b62 100644
--- a/tools/ui/src/lib/utils/portal-to-body.ts
+++ b/tools/ui/src/lib/utils/portal-to-body.ts
@@ -4,6 +4,7 @@ export function portalToBody(node: HTMLElement) {
 	}
 
 	const target = document.body;
+
 	if (!target) {
 		return;
 	}
diff --git a/tools/ui/src/lib/utils/process-uploaded-files.ts b/tools/ui/src/lib/utils/process-uploaded-files.ts
index 91b619cfb..49bdd2412 100644
--- a/tools/ui/src/lib/utils/process-uploaded-files.ts
+++ b/tools/ui/src/lib/utils/process-uploaded-files.ts
@@ -1,13 +1,13 @@
+import { heicFileToJpegDataURL, isHeicMimeType } from './heic-to-jpeg';
+import { convertPDFToText } from './pdf-processing';
 import { isSvgMimeType, svgBase64UrlToPngDataURL } from './svg-to-png';
 import { isWebpMimeType, webpBase64UrlToPngDataURL } from './webp-to-png';
-import { heicFileToJpegDataURL, isHeicMimeType } from './heic-to-jpeg';
-import { FileTypeCategory } from '$lib/enums';
 import { SETTINGS_KEYS } from '$lib/constants';
+import { FileTypeCategory } from '$lib/enums';
 import { modelsStore } from '$lib/stores/models.svelte';
 import { settingsStore } from '$lib/stores/settings.svelte';
-import { toast } from 'svelte-sonner';
 import { getFileTypeCategory } from '$lib/utils';
-import { convertPDFToText } from './pdf-processing';
+import { toast } from 'svelte-sonner';
 
 /**
  * Read a file as a data URL (base64 encoded)
@@ -17,6 +17,7 @@ import { convertPDFToText } from './pdf-processing';
 function readFileAsDataURL(file: File): Promise<string> {
 	return new Promise((resolve, reject) => {
 		const reader = new FileReader();
+
 		reader.onload = () => resolve(reader.result as string);
 		reader.onerror = () => reject(reader.error);
 		reader.readAsDataURL(file);
@@ -31,6 +32,7 @@ function readFileAsDataURL(file: File): Promise<string> {
 function readFileAsUTF8(file: File): Promise<string> {
 	return new Promise((resolve, reject) => {
 		const reader = new FileReader();
+
 		reader.onload = () => resolve(reader.result as string);
 		reader.onerror = () => reject(reader.error);
 		reader.readAsText(file);
@@ -58,11 +60,11 @@ export async function processFilesToChatUploaded(
 	for (const file of files) {
 		const id = Date.now().toString() + Math.random().toString(36).substr(2, 9);
 		const base: ChatUploadedFile = {
+			file,
 			id,
 			name: file.name,
 			size: file.size,
-			type: file.type,
-			file
+			type: file.type
 		};
 
 		try {
@@ -87,6 +89,7 @@ export async function processFilesToChatUploaded(
 						preview = await heicFileToJpegDataURL(file);
 					} catch (err) {
 						console.error('Failed to convert HEIC to PNG:', err);
+
 						continue;
 					}
 				}
@@ -96,6 +99,7 @@ export async function processFilesToChatUploaded(
 				// Extract text content from PDF for preview
 				try {
 					const textContent = await convertPDFToText(file);
+
 					results.push({ ...base, textContent });
 				} catch (err) {
 					console.warn('Failed to extract text from PDF, adding without content:', err);
@@ -107,9 +111,9 @@ export async function processFilesToChatUploaded(
 					? modelsStore.modelSupportsVision(activeModelId)
 					: false;
 				const currentConfig = settingsStore.config;
+
 				if (hasVisionSupport && !currentConfig.pdfAsImage) {
 					toast.info(`You can enable parsing PDF as images with vision models.`, {
-						duration: 8000,
 						action: {
 							label: 'Enable PDF as Images',
 							onClick: () => {
@@ -118,21 +122,25 @@ export async function processFilesToChatUploaded(
 									duration: 3000
 								});
 							}
-						}
+						},
+						duration: 8000
 					});
 				}
 			} else if (getFileTypeCategory(file.type) === FileTypeCategory.AUDIO) {
 				// Generate preview URL for audio files
 				const preview = await readFileAsDataURL(file);
+
 				results.push({ ...base, preview });
 			} else if (getFileTypeCategory(file.type) === FileTypeCategory.VIDEO) {
 				// Generate preview URL for video files
 				const preview = await readFileAsDataURL(file);
+
 				results.push({ ...base, preview });
 			} else {
 				// Fallback: treat unknown files as text
 				try {
 					const textContent = await readFileAsUTF8(file);
+
 					results.push({ ...base, textContent });
 				} catch (err) {
 					console.warn('Failed to read file as text, adding without content:', err);
diff --git a/tools/ui/src/lib/utils/progress.ts b/tools/ui/src/lib/utils/progress.ts
index 4d7e22388..ed1d6c29c 100644
--- a/tools/ui/src/lib/utils/progress.ts
+++ b/tools/ui/src/lib/utils/progress.ts
@@ -19,7 +19,9 @@ export function modelLoadStageLabel(stage: ApiModelLoadStage): string {
 export function modelLoadFraction(progress: ModelLoadProgress | null): number {
 	if (!progress) return 0;
 
-	const { stages, current, value } = progress;
+	// The server may emit a progress event before the stage plan is known, so
+	// `stages` can be absent. Fall back to the raw value in that case.
+	const { current, stages = [], value } = progress;
 	const tailCount = Math.max(stages.length - 1, 0);
 	const textCeiling = 1 - tailCount * MODEL_LOAD_TAIL_SHARE;
 	const idx = stages.indexOf(current);
@@ -39,5 +41,8 @@ export function modelLoadProgressText(progress: ModelLoadProgress | null): strin
 	if (!progress) return null;
 
 	const label = modelLoadStageLabel(progress.current);
+
+	if (!label) return null;
+
 	return `${label} ${Math.round(modelLoadFraction(progress) * 100)}%`;
 }
diff --git a/tools/ui/src/lib/utils/sanitize-svg.ts b/tools/ui/src/lib/utils/sanitize-svg.ts
index e5a9493ef..452ea91ac 100644
--- a/tools/ui/src/lib/utils/sanitize-svg.ts
+++ b/tools/ui/src/lib/utils/sanitize-svg.ts
@@ -1,5 +1,5 @@
-import DOMPurify from 'dompurify';
 import { SVG_MAX_BYTES, SVG_SANITIZE_CONFIG, SVG_TAG_PREFIX } from '$lib/constants';
+import DOMPurify from 'dompurify';
 
 /**
  * Sanitizes a raw svg string for safe inline rendering.
diff --git a/tools/ui/src/lib/utils/sanitize.ts b/tools/ui/src/lib/utils/sanitize.ts
index 6078ecdf7..613000faa 100644
--- a/tools/ui/src/lib/utils/sanitize.ts
+++ b/tools/ui/src/lib/utils/sanitize.ts
@@ -1,8 +1,8 @@
 import {
 	KEY_VALUE_PAIR_KEY_MAX_LENGTH,
-	KEY_VALUE_PAIR_VALUE_MAX_LENGTH,
 	KEY_VALUE_PAIR_UNSAFE_KEY_RE,
-	KEY_VALUE_PAIR_UNSAFE_VALUE_RE
+	KEY_VALUE_PAIR_UNSAFE_VALUE_RE,
+	KEY_VALUE_PAIR_VALUE_MAX_LENGTH
 } from '$lib/constants';
 
 /**
diff --git a/tools/ui/src/lib/utils/search-results.ts b/tools/ui/src/lib/utils/search-results.ts
index d090e6dc4..af04e7b07 100644
--- a/tools/ui/src/lib/utils/search-results.ts
+++ b/tools/ui/src/lib/utils/search-results.ts
@@ -26,32 +26,26 @@ export type SearchResult = {
 
 const SEPARATOR_LINE_RE = /^\s*---\s*$/;
 const URL_SCHEME_RE = /^https?:\/\//i;
-
 // Match either Unix or Windows line endings so chunking/parsing handles
 // payloads written by either scheme without off-by-one mismatches.
 const LINE_BREAK_RE = /\r?\n/;
-
 // Sentinel the search-result wire format uses when a field is absent
 // (e.g. `Author: N/A`). Treated identically to a missing field so the
 // rendered card hides the row either way.
 const NOT_AVAILABLE_VALUE = 'N/A';
-
 // Section header that announces the start of the multi-line Highlights
 // block. Everything from that line onward (until the next `---`
 // separator or end of chunk) is captured verbatim as highlight text
 // instead of being re-scanned for `Title:`/`URL:`/... field lines.
 const HIGHLIGHTS_SECTION_HEADER = 'Highlights:';
-
 // Field name conventionally used by web-search tools (Exa etc.) as the
 // user-supplied query parameter. Extracted so future tool schemas that
 // adopt the same convention stay grep-compatible with this parser.
 const SEARCH_TOOL_QUERY_FIELD = 'query';
-
 // URL schemes the favicon helper will resolve to a hosted favicon. Any
 // other scheme (e.g. data:, blob:) intentionally returns null so the UI
 // can fall back to a generic globe icon.
 const RESOLVABLE_URL_PROTOCOLS: readonly string[] = ['https:', 'http:'];
-
 // Conventional favicon path served by virtually every web host.
 // Appended to the URL origin as a best-effort lookup target; ignore
 // 404s at render time.
@@ -83,7 +77,9 @@ const FIELD_PREFIXES: ReadonlyArray<{ key: FieldKey; prefix: string }> = [
 function splitChunks(text: string): string[] {
 	const lines = text.split(LINE_BREAK_RE);
 	const chunks: string[] = [];
+
 	let buffer: string[] = [];
+
 	for (const line of lines) {
 		if (SEPARATOR_LINE_RE.test(line)) {
 			if (buffer.length > 0) {
@@ -94,7 +90,9 @@ function splitChunks(text: string): string[] {
 			buffer.push(line);
 		}
 	}
+
 	if (buffer.length > 0) chunks.push(buffer.join('\n'));
+
 	return chunks;
 }
 
@@ -106,36 +104,42 @@ function splitChunks(text: string): string[] {
  */
 function parseChunk(chunk: string): SearchResult | null {
 	const trimmed = chunk.trim();
+
 	if (!trimmed) return null;
 
 	const lines = chunk.split(LINE_BREAK_RE);
-
 	const fields: Record<FieldKey, string | undefined> = {
-		[FieldKey.TITLE]: undefined,
-		[FieldKey.URL]: undefined,
+		[FieldKey.AUTHOR]: undefined,
 		[FieldKey.PUBLISHED]: undefined,
-		[FieldKey.AUTHOR]: undefined
+		[FieldKey.TITLE]: undefined,
+		[FieldKey.URL]: undefined
 	};
 	const highlightLines: string[] = [];
+
 	let inHighlights = false;
 
 	for (const line of lines) {
 		if (!inHighlights && line.trim() === HIGHLIGHTS_SECTION_HEADER) {
 			inHighlights = true;
+
 			continue;
 		}
 
 		if (inHighlights) {
 			highlightLines.push(line);
+
 			continue;
 		}
 
 		for (const { key, prefix } of FIELD_PREFIXES) {
 			if (!line.startsWith(prefix)) continue;
+
 			const value = line.slice(prefix.length).trim();
+
 			if (value && value !== NOT_AVAILABLE_VALUE) {
 				fields[key] = value;
 			}
+
 			break;
 		}
 	}
@@ -144,14 +148,17 @@ function parseChunk(chunk: string): SearchResult | null {
 		return null;
 
 	const highlights = highlightLines.join('\n').trim();
-
 	const result: SearchResult = {
 		title: fields[FieldKey.TITLE],
 		url: fields[FieldKey.URL]
 	};
+
 	if (fields[FieldKey.PUBLISHED]) result.published = fields[FieldKey.PUBLISHED];
+
 	if (fields[FieldKey.AUTHOR]) result.author = fields[FieldKey.AUTHOR];
+
 	if (highlights) result.highlights = highlights;
+
 	return result;
 }
 
@@ -170,17 +177,21 @@ export function extractSearchResults(text: string | undefined | null): SearchRes
 	if (!text) return [];
 
 	const cached = searchResultsCache.get(text);
+
 	if (cached) return cached;
 
 	const results: SearchResult[] = [];
+
 	for (const chunk of splitChunks(text)) {
 		const parsed = parseChunk(chunk);
+
 		if (parsed) results.push(parsed);
 	}
 
 	if (searchResultsCache.size >= SEARCH_RESULTS_CACHE_MAX_SIZE) {
 		searchResultsCache.delete(searchResultsCache.keys().next().value!);
 	}
+
 	searchResultsCache.set(text, results);
 
 	return results;
@@ -201,13 +212,17 @@ export function extractSearchQuery(toolArgs: string | undefined | null): string
 	if (!toolArgs) return '';
 
 	const cached = searchQueryCache.get(toolArgs);
+
 	if (cached !== undefined) return cached;
 
 	let result = '';
+
 	try {
 		const parsed: unknown = JSON.parse(toolArgs);
+
 		if (parsed && typeof parsed === 'object' && !Array.isArray(parsed)) {
 			const candidate = (parsed as Record<string, unknown>)[SEARCH_TOOL_QUERY_FIELD];
+
 			if (typeof candidate === 'string') result = candidate.trim();
 		}
 	} catch {
@@ -217,6 +232,7 @@ export function extractSearchQuery(toolArgs: string | undefined | null): string
 	if (searchQueryCache.size >= SEARCH_QUERY_CACHE_MAX_SIZE) {
 		searchQueryCache.delete(searchQueryCache.keys().next().value!);
 	}
+
 	searchQueryCache.set(toolArgs, result);
 
 	return result;
@@ -231,7 +247,9 @@ export function extractSearchQuery(toolArgs: string | undefined | null): string
 export function faviconForUrl(url: string): string | null {
 	try {
 		const parsed = new URL(url);
+
 		if (!RESOLVABLE_URL_PROTOCOLS.includes(parsed.protocol)) return null;
+
 		return `${parsed.protocol}//${parsed.host}${FAVICON_PATH}`;
 	} catch {
 		return null;
@@ -255,5 +273,6 @@ export const SUPPORTED_WEB_SEARCH_TOOL_NAMES: readonly string[] = ['web_search_e
  */
 export function isWebSearchToolName(toolName: string | undefined | null): boolean {
 	if (!toolName) return false;
+
 	return SUPPORTED_WEB_SEARCH_TOOL_NAMES.includes(toolName);
 }
diff --git a/tools/ui/src/lib/utils/source-history.ts b/tools/ui/src/lib/utils/source-history.ts
new file mode 100644
index 000000000..12b273b24
--- /dev/null
+++ b/tools/ui/src/lib/utils/source-history.ts
@@ -0,0 +1,56 @@
+/**
+ * Source-space undo/redo history for the chat-form contenteditable, whose
+ * imperative DOM rebuilds destroy the browser's native undo stack.
+ * Entries record the state BEFORE an edit; edits within `groupWindowMs`
+ * extend the open group so a typing burst undoes as a unit, while
+ * structural edits (paste, mention insert, clear) pass `newGroup`.
+ */
+
+export interface SourceHistoryEntry {
+	value: string;
+	caret: number;
+}
+
+export class SourceHistory {
+	private undoStack: SourceHistoryEntry[] = [];
+	private redoStack: SourceHistoryEntry[] = [];
+	private lastPush = 0;
+
+	constructor(
+		private limit = 100,
+		private groupWindowMs = 800
+	) {}
+
+	push(entry: SourceHistoryEntry, now: number, newGroup = false): void {
+		if (newGroup || now - this.lastPush >= this.groupWindowMs || this.undoStack.length === 0) {
+			this.undoStack.push(entry);
+
+			if (this.undoStack.length > this.limit) this.undoStack.shift();
+		}
+
+		this.lastPush = now;
+		this.redoStack = [];
+	}
+
+	undo(current: SourceHistoryEntry): SourceHistoryEntry | null {
+		const entry = this.undoStack.pop();
+
+		if (!entry) return null;
+
+		this.redoStack.push(current);
+		this.lastPush = 0; // the next edit after an undo starts a new group
+
+		return entry;
+	}
+
+	redo(current: SourceHistoryEntry): SourceHistoryEntry | null {
+		const entry = this.redoStack.pop();
+
+		if (!entry) return null;
+
+		this.undoStack.push(current);
+		this.lastPush = 0;
+
+		return entry;
+	}
+}
diff --git a/tools/ui/src/lib/utils/sse.ts b/tools/ui/src/lib/utils/sse.ts
index 80c9090b0..41d9a1152 100644
--- a/tools/ui/src/lib/utils/sse.ts
+++ b/tools/ui/src/lib/utils/sse.ts
@@ -30,9 +30,11 @@ export async function* parseSseJsonStream<T = unknown>(
 	signal?: AbortSignal
 ): AsyncGenerator<SseJsonEvent<T>> {
 	const reader = response.body?.getReader();
+
 	if (!reader) return;
 
 	const decoder = new TextDecoder();
+
 	let buffer = '';
 
 	try {
@@ -40,19 +42,26 @@ export async function* parseSseJsonStream<T = unknown>(
 			if (signal?.aborted) return;
 
 			const { done, value } = await reader.read();
+
 			if (done) break;
 
 			buffer += decoder.decode(value, { stream: true });
 			const records = buffer.split(SSE_RECORD_SEPARATOR);
+
 			buffer = records.pop() ?? '';
 
 			for (const record of records) {
 				if (!record) continue;
+
 				for (const line of record.split(SSE_LINE_SEPARATOR)) {
 					if (!line.startsWith(SSE_DATA_PREFIX)) continue;
+
 					const payload = line.slice(SSE_DATA_PREFIX.length).trim();
+
 					if (payload === SSE_DONE_MARKER) return;
+
 					if (!payload) continue;
+
 					try {
 						yield { data: JSON.parse(payload) as T };
 					} catch {
diff --git a/tools/ui/src/lib/utils/stream-identity.ts b/tools/ui/src/lib/utils/stream-identity.ts
index ce88df007..253786a7e 100644
--- a/tools/ui/src/lib/utils/stream-identity.ts
+++ b/tools/ui/src/lib/utils/stream-identity.ts
@@ -8,6 +8,8 @@
  */
 export function streamIdentity(conversationId: string, model?: string | null): string {
 	if (!conversationId) return '';
+
 	if (!model) return conversationId;
+
 	return `${conversationId}::${model}`;
 }
diff --git a/tools/ui/src/lib/utils/svg-shadow.ts b/tools/ui/src/lib/utils/svg-shadow.ts
index 71caff8c2..38f1ef92d 100644
--- a/tools/ui/src/lib/utils/svg-shadow.ts
+++ b/tools/ui/src/lib/utils/svg-shadow.ts
@@ -6,5 +6,6 @@
  */
 export function mountSvgShadow(host: HTMLElement, markup: string, style: string): void {
 	const root = host.shadowRoot ?? host.attachShadow({ mode: 'open' });
+
 	root.innerHTML = markup ? `<style>${style}</style>${markup}` : '';
 }
diff --git a/tools/ui/src/lib/utils/svg-to-png.ts b/tools/ui/src/lib/utils/svg-to-png.ts
index d5a7f7d83..07b84b3f8 100644
--- a/tools/ui/src/lib/utils/svg-to-png.ts
+++ b/tools/ui/src/lib/utils/svg-to-png.ts
@@ -20,6 +20,7 @@ export function svgBase64UrlToPngDataURL(
 
 				if (!ctx) {
 					reject(new Error('Failed to get 2D canvas context.'));
+
 					return;
 				}
 
@@ -33,6 +34,7 @@ export function svgBase64UrlToPngDataURL(
 					ctx.fillStyle = backgroundColor;
 					ctx.fillRect(0, 0, canvas.width, canvas.height);
 				}
+
 				ctx.drawImage(img, 0, 0, targetWidth, targetHeight);
 
 				resolve(canvas.toDataURL(MimeTypeImage.PNG));
@@ -46,6 +48,7 @@ export function svgBase64UrlToPngDataURL(
 		} catch (error) {
 			const message = error instanceof Error ? error.message : String(error);
 			const errorMessage = `Error converting SVG to PNG: ${message}`;
+
 			console.error(errorMessage, error);
 			reject(new Error(errorMessage));
 		}
diff --git a/tools/ui/src/lib/utils/text-files.ts b/tools/ui/src/lib/utils/text-files.ts
index 3f7a55ebc..f77094047 100644
--- a/tools/ui/src/lib/utils/text-files.ts
+++ b/tools/ui/src/lib/utils/text-files.ts
@@ -4,8 +4,8 @@
  */
 
 import { DEFAULT_BINARY_DETECTION_OPTIONS } from '$lib/constants';
-import type { BinaryDetectionOptions } from '$lib/types';
 import { FileExtensionText } from '$lib/enums';
+import type { BinaryDetectionOptions } from '$lib/types';
 
 /**
  * Check if a filename indicates a text file based on its extension
diff --git a/tools/ui/src/lib/utils/text.ts b/tools/ui/src/lib/utils/text.ts
index 18a36eb8a..32bf1f38f 100644
--- a/tools/ui/src/lib/utils/text.ts
+++ b/tools/ui/src/lib/utils/text.ts
@@ -15,6 +15,7 @@ export function getPreviewText(content: string, max = 150): string {
 export function generateConversationTitle(content: string, useFirstLine: boolean = false): string {
 	if (useFirstLine) {
 		const firstLine = content.split(NEWLINE).find((line) => line.trim().length > 0);
+
 		return firstLine ? firstLine.trim() : content.trim();
 	}
 
diff --git a/tools/ui/src/lib/utils/tool-call-meta.ts b/tools/ui/src/lib/utils/tool-call-meta.ts
index 798ba7b25..b64bca786 100644
--- a/tools/ui/src/lib/utils/tool-call-meta.ts
+++ b/tools/ui/src/lib/utils/tool-call-meta.ts
@@ -15,11 +15,14 @@ export function tryParseToolResultObject(
 	toolResultString: string | undefined
 ): Record<string, unknown> | null {
 	if (!toolResultString) return null;
+
 	try {
 		const parsed: unknown = JSON.parse(toolResultString);
+
 		if (parsed && typeof parsed === 'object' && !Array.isArray(parsed)) {
 			return parsed as Record<string, unknown>;
 		}
+
 		return null;
 	} catch {
 		return null;
diff --git a/tools/ui/src/lib/utils/uri-template.ts b/tools/ui/src/lib/utils/uri-template.ts
index eb8dbfb36..8dc7b97eb 100644
--- a/tools/ui/src/lib/utils/uri-template.ts
+++ b/tools/ui/src/lib/utils/uri-template.ts
@@ -1,11 +1,11 @@
 import {
+	LEADING_SLASHES_REGEX,
 	TEMPLATE_EXPRESSION_REGEX,
 	URI_SCHEME_SEPARATOR,
 	URI_TEMPLATE_OPERATORS,
 	URI_TEMPLATE_SEPARATORS,
 	VARIABLE_EXPLODE_MODIFIER_REGEX,
-	VARIABLE_PREFIX_MODIFIER_REGEX,
-	LEADING_SLASHES_REGEX
+	VARIABLE_PREFIX_MODIFIER_REGEX
 } from '../constants';
 
 /**
@@ -25,6 +25,7 @@ import {
  */
 export function normalizeResourceUri(uri: string): string {
 	const schemeEnd = uri.indexOf(URI_SCHEME_SEPARATOR);
+
 	if (schemeEnd === -1) return uri;
 
 	const scheme = uri.substring(0, schemeEnd);
@@ -65,6 +66,7 @@ export function extractTemplateVariables(template: string): UriTemplateVariable[
 	const seen = new Set<string>();
 
 	let match;
+
 	TEMPLATE_EXPRESSION_REGEX.lastIndex = 0;
 
 	while ((match = TEMPLATE_EXPRESSION_REGEX.exec(template)) !== null) {
@@ -117,7 +119,6 @@ export function expandTemplate(template: string, values: Record<string, string>)
 						.replace(VARIABLE_PREFIX_MODIFIER_REGEX, '')
 						.trim()
 				);
-
 			const expandedParts = varNames
 				.map((name: string) => values[name] ?? '')
 				.filter((v: string) => v !== '');
diff --git a/tools/ui/src/lib/utils/url.ts b/tools/ui/src/lib/utils/url.ts
index f1bf9ecb8..1d44720e1 100644
--- a/tools/ui/src/lib/utils/url.ts
+++ b/tools/ui/src/lib/utils/url.ts
@@ -28,6 +28,7 @@ function isIpAddress(hostname: string): boolean {
  */
 export function extractRootDomain(url: URL): string | null {
 	const hostname = url.hostname.toLowerCase();
+
 	if (!hostname || isIpAddress(hostname)) return null;
 
 	const parts = hostname.split('.');
@@ -95,7 +96,6 @@ export function canonicalizeServerUrl(raw: string): string {
 	try {
 		const parsed = new URL(trimmed);
 		const pathname = parsed.pathname.replace(TRAILING_SLASHES_REGEX, '');
-
 		// Aggressive: drop the port unconditionally. We only use this for
 		// equality checks between user-typed URLs and a hard-coded list of
 		// recommendations, where the port can never carry distinguishing
diff --git a/tools/ui/src/lib/utils/webp-to-png.ts b/tools/ui/src/lib/utils/webp-to-png.ts
index ea5183802..8c61ecf85 100644
--- a/tools/ui/src/lib/utils/webp-to-png.ts
+++ b/tools/ui/src/lib/utils/webp-to-png.ts
@@ -20,6 +20,7 @@ export function webpBase64UrlToPngDataURL(
 
 				if (!ctx) {
 					reject(new Error('Failed to get 2D canvas context.'));
+
 					return;
 				}
 
@@ -33,6 +34,7 @@ export function webpBase64UrlToPngDataURL(
 					ctx.fillStyle = backgroundColor;
 					ctx.fillRect(0, 0, canvas.width, canvas.height);
 				}
+
 				ctx.drawImage(img, 0, 0, targetWidth, targetHeight);
 
 				resolve(canvas.toDataURL(MimeTypeImage.PNG));
@@ -46,6 +48,7 @@ export function webpBase64UrlToPngDataURL(
 		} catch (error) {
 			const message = error instanceof Error ? error.message : String(error);
 			const errorMessage = `Error converting WebP to PNG: ${message}`;
+
 			console.error(errorMessage, error);
 			reject(new Error(errorMessage));
 		}
diff --git a/tools/ui/src/lib/utils/working-directory.ts b/tools/ui/src/lib/utils/working-directory.ts
new file mode 100644
index 000000000..ae5453019
--- /dev/null
+++ b/tools/ui/src/lib/utils/working-directory.ts
@@ -0,0 +1,188 @@
+/**
+ * Pure helpers for the working-directory picker search, backed by the
+ * server's `file_glob_search` tool. Queries starting from a root (`/`,
+ * `C:\`, `\\host\share`) or `~` navigate the tree (search the parent for
+ * the last segment); anything else glob-matches home-relative entries.
+ */
+
+import { lastPathSegment } from './path-display';
+import {
+	DRIVE_PREFIX_REGEX,
+	DRIVE_ROOT_REGEX,
+	GLOB_RANGE_CLOSE,
+	GLOB_RANGE_OPEN,
+	GLOB_SPECIAL_CHARS,
+	GLOB_WILDCARD,
+	HOME_TILDE,
+	LEADING_SLASHES_REGEX,
+	PATH_NAV_MAX_DEPTH,
+	UNC_ROOT_REGEX,
+	WINDOWS_SEPARATOR
+} from '$lib/constants';
+import { PATH_SEPARATOR } from '$lib/constants/mcp-resource';
+import { TRAILING_SLASHES_REGEX } from '$lib/constants/url';
+
+export interface GlobEntry {
+	path: string;
+	type: string;
+}
+
+export interface PathQuery {
+	parent: string;
+	last: string;
+}
+
+/**
+ * Rewrite `\` into `/` when the query carries a Windows root. Elsewhere the
+ * backslash is left alone: it is a legal filename character on POSIX.
+ */
+function toPosixSeparators(query: string): string {
+	if (!DRIVE_PREFIX_REGEX.test(query) && !query.startsWith(WINDOWS_SEPARATOR)) return query;
+
+	return query.split(WINDOWS_SEPARATOR).join(PATH_SEPARATOR);
+}
+
+export function rootPrefixLength(path: string): number {
+	const unc = path.match(UNC_ROOT_REGEX);
+
+	if (unc) return unc[0].length;
+
+	const drive = path.match(DRIVE_ROOT_REGEX);
+
+	if (drive) return drive[0].length;
+
+	return path.startsWith(PATH_SEPARATOR) ? PATH_SEPARATOR.length : 0;
+}
+
+/** A query starting from a root or from `~` is path navigation, not a home-relative glob. */
+export function splitPathQuery(query: string): PathQuery | null {
+	const normalized = toPosixSeparators(query);
+	const rootLength = rootPrefixLength(normalized);
+
+	if (rootLength === 0 && !normalized.startsWith(HOME_TILDE)) return null;
+
+	// a root keeps its trailing separator so it stays absolute on its own
+	const root =
+		rootLength > 0
+			? normalized.slice(0, rootLength).replace(TRAILING_SLASHES_REGEX, '') + PATH_SEPARATOR
+			: HOME_TILDE;
+	const rest = normalized
+		.slice(rootLength > 0 ? rootLength : HOME_TILDE.length)
+		.replace(LEADING_SLASHES_REGEX, '')
+		.replace(TRAILING_SLASHES_REGEX, '');
+	const parentOf = (dirs: string) =>
+		rootLength > 0 ? root + dirs : HOME_TILDE + PATH_SEPARATOR + dirs;
+
+	if (!rest) return { last: '', parent: root };
+
+	const idx = rest.lastIndexOf(PATH_SEPARATOR);
+
+	if (idx === -1) return { last: rest, parent: root };
+
+	return { last: rest.slice(idx + 1), parent: parentOf(rest.slice(0, idx)) };
+}
+
+export function buildCaseInsensitiveGlob(query: string): string {
+	let out = GLOB_WILDCARD;
+
+	for (const c of query) {
+		const lo = c.toLowerCase();
+		const up = c.toUpperCase();
+
+		if (lo !== up) out += GLOB_RANGE_OPEN + lo + up + GLOB_RANGE_CLOSE;
+		// glob metacharacters are escaped into a literal character class so a
+		// query like "a*b" matches a literal '*' instead of becoming "ab"
+		else if (GLOB_SPECIAL_CHARS.includes(c)) out += GLOB_RANGE_OPEN + c + GLOB_RANGE_CLOSE;
+		else out += c;
+	}
+
+	return out + GLOB_WILDCARD;
+}
+
+export interface GlobSearchArgs {
+	path: string;
+	include: string;
+	maxDepth: number;
+	rankQuery: string;
+	/** Last segment of a path-navigation query (`~/dir/sub`), undefined for
+	 * a plain home-relative glob. Lets callers act on the exact targeted
+	 * segment (e.g. the WD picker "entering" a directory). */
+	last?: string;
+}
+
+export function buildGlobSearchArgs(
+	query: string,
+	scopePath: string,
+	searchDepth: number
+): GlobSearchArgs {
+	const pathQuery = splitPathQuery(query);
+	const path = pathQuery ? pathQuery.parent : scopePath;
+	const include = pathQuery
+		? pathQuery.last
+			? buildCaseInsensitiveGlob(pathQuery.last)
+			: GLOB_WILDCARD
+		: buildCaseInsensitiveGlob(query);
+	const maxDepth = pathQuery ? PATH_NAV_MAX_DEPTH : searchDepth;
+
+	return { include, last: pathQuery?.last, maxDepth, path, rankQuery: pathQuery?.last ?? query };
+}
+
+const RANK_EXACT = 0;
+const RANK_PREFIX = 1;
+const RANK_SUBSTRING = 2;
+const RANK_OTHER = 3;
+
+function rankScore(path: string, query: string): number {
+	const name = lastPathSegment(path).toLowerCase();
+	const q = query.toLowerCase();
+
+	if (name === q) return RANK_EXACT;
+
+	if (name.startsWith(q)) return RANK_PREFIX;
+
+	if (name.includes(q)) return RANK_SUBSTRING;
+
+	return RANK_OTHER;
+}
+
+export function rankEntries(entries: GlobEntry[], query: string): GlobEntry[] {
+	return [...entries].sort(
+		(a, b) =>
+			rankScore(a.path, query) - rankScore(b.path, query) ||
+			a.path.length - b.path.length ||
+			a.path.localeCompare(b.path)
+	);
+}
+
+export function joinPath(base: string, rel: string): string {
+	if (!base) return rel;
+
+	return base.replace(TRAILING_SLASHES_REGEX, '') + PATH_SEPARATOR + rel;
+}
+
+export function highlightMatch(text: string, query: string): { text: string; match: boolean }[] {
+	if (!query) return [{ match: false, text }];
+
+	const segments: { text: string; match: boolean }[] = [];
+	const lowerText = text.toLowerCase();
+	const lowerQuery = query.toLowerCase();
+
+	let i = 0;
+
+	while (i < text.length) {
+		const idx = lowerText.indexOf(lowerQuery, i);
+
+		if (idx < 0) {
+			segments.push({ match: false, text: text.slice(i) });
+
+			break;
+		}
+
+		if (idx > i) segments.push({ match: false, text: text.slice(i, idx) });
+
+		segments.push({ match: true, text: text.slice(idx, idx + query.length) });
+		i = idx + query.length;
+	}
+
+	return segments;
+}
diff --git a/tools/ui/src/routes/(chat)/+page.svelte b/tools/ui/src/routes/(chat)/+page.svelte
index 9db1d445f..c1e49102b 100644
--- a/tools/ui/src/routes/(chat)/+page.svelte
+++ b/tools/ui/src/routes/(chat)/+page.svelte
@@ -1,16 +1,18 @@
 <script lang="ts">
+	import { replaceState } from '$app/navigation';
+	import { page } from '$app/state';
 	import { DialogModelNotAvailable } from '$lib/components/app';
+	import { APP_NAME, URL_PARAMS } from '$lib/constants';
 	import { chatStore } from '$lib/stores/chat.svelte';
 	import { conversationsStore, isConversationsInitialized } from '$lib/stores/conversations.svelte';
-	import { modelsStore, modelOptions } from '$lib/stores/models.svelte';
+	import { modelOptions, modelsStore } from '$lib/stores/models.svelte';
+	import { isRouterMode } from '$lib/stores/server.svelte';
 	import { onMount } from 'svelte';
-	import { page } from '$app/state';
-	import { replaceState } from '$app/navigation';
-	import { APP_NAME, NEW_CHAT_PARAM } from '$lib/constants';
 
-	let qParam = $derived(page.url.searchParams.get('q'));
-	let modelParam = $derived(page.url.searchParams.get('model'));
-	let newChatParam = $derived(page.url.searchParams.get(NEW_CHAT_PARAM));
+	let qParam = $derived(page.url.searchParams.get(URL_PARAMS.QUERY));
+	let modelParam = $derived(page.url.searchParams.get(URL_PARAMS.MODEL));
+	let newChatParam = $derived(page.url.searchParams.get(URL_PARAMS.NEW_CHAT));
+	let loadParam = $derived(page.url.searchParams.get(URL_PARAMS.LOAD));
 
 	// Dialog state for model not available error
 	let showModelNotAvailable = $state(false);
@@ -23,9 +25,10 @@
 	function clearUrlParams() {
 		const url = new URL(page.url);
 
-		url.searchParams.delete('q');
-		url.searchParams.delete('model');
-		url.searchParams.delete(NEW_CHAT_PARAM);
+		url.searchParams.delete(URL_PARAMS.QUERY);
+		url.searchParams.delete(URL_PARAMS.MODEL);
+		url.searchParams.delete(URL_PARAMS.LOAD);
+		url.searchParams.delete(URL_PARAMS.NEW_CHAT);
 
 		replaceState(url.toString(), {});
 	}
@@ -39,6 +42,14 @@
 			if (model) {
 				try {
 					await modelsStore.selectModelById(model.id);
+
+					// with ?load=true, start loading right away so the model is ready sooner;
+					// not awaited, so the UI stays usable during the load
+					if (loadParam === 'true' && isRouterMode() && !modelsStore.isModelLoaded(model.id)) {
+						modelsStore
+							.loadModel(model.id)
+							.catch((error) => console.error('Failed to load model:', error));
+					}
 				} catch (error) {
 					console.error('Failed to select model:', error);
 					requestedModelName = modelParam;
diff --git a/tools/ui/src/routes/(chat)/chat/[id]/+page.svelte b/tools/ui/src/routes/(chat)/chat/[id]/+page.svelte
index f14553c90..677bbf03d 100644
--- a/tools/ui/src/routes/(chat)/chat/[id]/+page.svelte
+++ b/tools/ui/src/routes/(chat)/chat/[id]/+page.svelte
@@ -1,19 +1,19 @@
 <script lang="ts">
 	import { goto, replaceState } from '$app/navigation';
-	import { page } from '$app/state';
 	import { afterNavigate } from '$app/navigation';
+	import { page } from '$app/state';
 	import { DialogModelNotAvailable } from '$lib/components/app';
-	import { APP_NAME, ROUTES } from '$lib/constants';
+	import { APP_NAME, ROUTES, URL_PARAMS } from '$lib/constants';
 	import { chatStore } from '$lib/stores/chat.svelte';
-	import { conversationsStore, activeConversation } from '$lib/stores/conversations.svelte';
-	import { modelsStore, modelOptions } from '$lib/stores/models.svelte';
+	import { activeConversation, conversationsStore } from '$lib/stores/conversations.svelte';
+	import { modelOptions, modelsStore } from '$lib/stores/models.svelte';
 
 	let chatId = $derived(page.params.id);
 	let currentChatId: string | undefined = undefined;
 
 	// URL parameters for prompt and model selection
-	let qParam = $derived(page.url.searchParams.get('q'));
-	let modelParam = $derived(page.url.searchParams.get('model'));
+	let qParam = $derived(page.url.searchParams.get(URL_PARAMS.QUERY));
+	let modelParam = $derived(page.url.searchParams.get(URL_PARAMS.MODEL));
 
 	// Dialog state for model not available error
 	let showModelNotAvailable = $state(false);
@@ -28,8 +28,9 @@
 	 */
 	function clearUrlParams() {
 		const url = new URL(page.url);
-		url.searchParams.delete('q');
-		url.searchParams.delete('model');
+
+		url.searchParams.delete(URL_PARAMS.QUERY);
+		url.searchParams.delete(URL_PARAMS.MODEL);
 		replaceState(url.toString(), {});
 	}
 
@@ -40,6 +41,7 @@
 		// Handle model parameter - select model if provided
 		if (modelParam) {
 			const model = modelsStore.findModelByName(modelParam);
+
 			if (model) {
 				try {
 					await modelsStore.selectModelById(model.id);
@@ -47,12 +49,14 @@
 					console.error('Failed to select model:', error);
 					requestedModelName = modelParam;
 					showModelNotAvailable = true;
+
 					return;
 				}
 			} else {
 				// Model not found - show error dialog
 				requestedModelName = modelParam;
 				showModelNotAvailable = true;
+
 				return;
 			}
 		}
@@ -84,18 +88,23 @@
 			// Skip loading if this conversation is already active (e.g., just created)
 			if (activeConversation()?.id === chatId) {
 				void chatStore.discoverActiveStream(chatId);
+
 				if ((qParam !== null || modelParam !== null) && !urlParamsProcessed) {
 					handleUrlParams();
 				}
+
 				return;
 			}
 
 			(async () => {
 				const success = await conversationsStore.loadConversation(chatId);
+
 				if (!success) {
 					await goto(ROUTES.START);
+
 					return;
 				}
+
 				chatStore.syncLoadingStateForChat(chatId);
 				// server probe (with localStorage fallback) and attach
 				await chatStore.discoverActiveStream(chatId);
@@ -114,10 +123,14 @@
 		// where the initial mount probe missed an active session
 		const onVisibility = () => {
 			if (document.visibilityState !== 'visible') return;
+
 			if (!chatId) return;
+
 			void chatStore.discoverActiveStream(chatId);
 		};
+
 		document.addEventListener('visibilitychange', onVisibility);
+
 		return () => document.removeEventListener('visibilitychange', onVisibility);
 	});
 </script>
diff --git a/tools/ui/src/routes/+error.svelte b/tools/ui/src/routes/+error.svelte
index 8da9aad16..c867f6de9 100644
--- a/tools/ui/src/routes/+error.svelte
+++ b/tools/ui/src/routes/+error.svelte
@@ -1,9 +1,9 @@
 <script lang="ts">
-	import { page } from '$app/stores';
 	import { goto } from '$app/navigation';
+	import { page } from '$app/stores';
 	import { ServerErrorSplash } from '$lib/components/app';
-	import { ROUTES } from '$lib/constants/routes';
 	import { APP_NAME } from '$lib/constants';
+	import { ROUTES } from '$lib/constants/routes';
 
 	let error = $derived($page.error);
 	let status = $derived($page.status);
diff --git a/tools/ui/src/routes/+layout.svelte b/tools/ui/src/routes/+layout.svelte
index ad2dd1560..089958bdb 100644
--- a/tools/ui/src/routes/+layout.svelte
+++ b/tools/ui/src/routes/+layout.svelte
@@ -1,36 +1,33 @@
 <script lang="ts">
 	import '../app.css';
-	import { base } from '$app/paths';
 	import { browser } from '$app/environment';
 	import { goto } from '$app/navigation';
+	import { base } from '$app/paths';
 	import { page } from '$app/state';
-	import { untrack } from 'svelte';
-	import { onMount } from 'svelte';
-
 	import { SidebarNavigation } from '$lib/components/app';
 	import { PwaMetaTags, PwaRefreshAlert } from '$lib/components/pwa';
-	import { pwaAssetsHead } from 'virtual:pwa-assets/head';
-
-	import { chatStore } from '$lib/stores/chat.svelte';
 	import * as Tooltip from '$lib/components/ui/tooltip';
-	import { isRouterMode, serverStore } from '$lib/stores/server.svelte';
-	import { config, settingsStore } from '$lib/stores/settings.svelte';
-	import { ModeWatcher } from 'mode-watcher';
-	import { ROUTES } from '$lib/constants/routes';
-	import { RouterService } from '$lib/services/router.service';
-	import { Toaster } from 'svelte-sonner';
-	import { modelsStore } from '$lib/stores/models.svelte';
-	import { mcpStore } from '$lib/stores/mcp.svelte';
 	import { AUTHORIZATION_HEADER, BEARER_PREFIX, TOOLTIP_DELAY_DURATION } from '$lib/constants';
+	import { SETTINGS_KEYS } from '$lib/constants';
 	import { FAVICON_PATHS, FAVICON_SELECTORS } from '$lib/constants/pwa';
+	import { ROUTES } from '$lib/constants/routes';
 	import { useKeyboardShortcuts } from '$lib/hooks/use-keyboard-shortcuts.svelte';
 	import { usePwa } from '$lib/hooks/use-pwa.svelte';
+	import { RouterService } from '$lib/services/router.service';
+	import { buildInfoStore } from '$lib/stores/build-info.svelte';
+	import { chatStore } from '$lib/stores/chat.svelte';
 	import { conversations } from '$lib/stores/conversations.svelte';
-	import { isMobile } from '$lib/stores/viewport.svelte';
+	import { mcpStore } from '$lib/stores/mcp.svelte';
+	import { modelsStore } from '$lib/stores/models.svelte';
+	import { isRouterMode, serverStore } from '$lib/stores/server.svelte';
+	import { config, settingsStore } from '$lib/stores/settings.svelte';
 	import { theme } from '$lib/stores/theme.svelte';
-	import { buildInfoStore } from '$lib/stores/build-info.svelte';
-
-	import { SETTINGS_KEYS } from '$lib/constants';
+	import { isMobile } from '$lib/stores/viewport.svelte';
+	import { ModeWatcher } from 'mode-watcher';
+	import { untrack } from 'svelte';
+	import { onMount } from 'svelte';
+	import { Toaster } from 'svelte-sonner';
+	import { pwaAssetsHead } from 'virtual:pwa-assets/head';
 
 	let { children } = $props();
 	let innerHeight = $state<number | undefined>();
@@ -53,11 +50,13 @@
 		const dark = theme.isSystemDark;
 
 		let icoLink = document.querySelector(FAVICON_SELECTORS.ICO_48X48) as HTMLLinkElement | null;
+
 		if (icoLink) {
 			icoLink.href = dark ? FAVICON_PATHS.ICO_DARK : FAVICON_PATHS.ICO_LIGHT;
 		}
 
 		let svgLink = document.querySelector(FAVICON_SELECTORS.SVG_ANY) as HTMLLinkElement | null;
+
 		if (svgLink) {
 			svgLink.href = dark ? FAVICON_PATHS.SVG_DARK : FAVICON_PATHS.SVG_LIGHT;
 		}
@@ -92,8 +91,8 @@
 	// Global keyboard shortcuts
 	const { handleKeydown } = useKeyboardShortcuts({
 		editActiveConversation: () => chatSidebar?.editActiveConversation?.(),
-		navigateToPrevConversation: () => navigateToConversation(-1),
-		navigateToNextConversation: () => navigateToConversation(1)
+		navigateToNextConversation: () => navigateToConversation(1),
+		navigateToPrevConversation: () => navigateToConversation(-1)
 	});
 
 	function checkApiKey() {
@@ -113,8 +112,8 @@
 				page.status !== 403
 			) {
 				const headers: Record<string, string> = {
-					'Content-Type': 'application/json',
-					[AUTHORIZATION_HEADER]: `${BEARER_PREFIX}${apiKey.trim()}`
+					[AUTHORIZATION_HEADER]: `${BEARER_PREFIX}${apiKey.trim()}`,
+					'Content-Type': 'application/json'
 				};
 
 				fetch(`${base}/props`, { headers })
@@ -141,6 +140,7 @@
 	// or ended while it was hidden. snapshot only, no polling
 	function handleVisibilityChange() {
 		if (document.visibilityState !== 'visible') return;
+
 		void chatStore.syncRemoteRunningStreams();
 	}
 
@@ -200,6 +200,7 @@
 	// Live model status and load progress via the /models/sse feed (router mode)
 	$effect(() => {
 		if (!browser) return;
+
 		if (!isRouterMode()) return;
 
 		untrack(() => {
@@ -224,7 +225,6 @@
 		if (!browser) return;
 
 		const mcpServers = mcpStore.getServers();
-
 		const serversWithUrls = mcpServers.filter((s) => s.url.trim());
 
 		if (serversWithUrls.length > 0) {
diff --git a/tools/ui/src/routes/search/+page.svelte b/tools/ui/src/routes/search/+page.svelte
index d99dc1f2f..feb36058a 100644
--- a/tools/ui/src/routes/search/+page.svelte
+++ b/tools/ui/src/routes/search/+page.svelte
@@ -1,13 +1,12 @@
 <script lang="ts">
+	import { browser } from '$app/environment';
 	import { goto } from '$app/navigation';
 	import { page } from '$app/state';
-	import { browser } from '$app/environment';
-
 	import { SearchInput, SidebarNavigationSearchResults } from '$lib/components/app';
 	import { ROUTES } from '$lib/constants/routes';
 	import { RouterService } from '$lib/services/router.service';
-	import { conversationsStore, conversations } from '$lib/stores/conversations.svelte';
 	import { chatStore } from '$lib/stores/chat.svelte';
+	import { conversations, conversationsStore } from '$lib/stores/conversations.svelte';
 	import { isMobile } from '$lib/stores/viewport.svelte';
 
 	let searchQuery = $state('');
@@ -17,7 +16,9 @@
 
 	let filteredConversations = $derived.by(() => {
 		const query = searchQuery.trim().toLowerCase();
+
 		if (query.length === 0) return [];
+
 		return conversations().filter((c) => c.name.toLowerCase().includes(query));
 	});
 
@@ -35,9 +36,11 @@
 
 	async function handleEditConversation(id: string) {
 		const conversation = conversations().find((c) => c.id === id);
+
 		if (!conversation) return;
 
 		const newName = window.prompt('Rename conversation', conversation.name);
+
 		if (newName && newName.trim()) {
 			await conversationsStore.updateConversationName(id, newName.trim());
 		}
@@ -45,11 +48,13 @@
 
 	async function handleDeleteConversation(id: string) {
 		const conversation = conversations().find((c) => c.id === id);
+
 		if (!conversation) return;
 
 		const confirmed = window.confirm(
 			`Delete "${conversation.name}"? This action cannot be undone.`
 		);
+
 		if (!confirmed) return;
 
 		await conversationsStore.deleteConversation(id, { deleteWithForks: false });
diff --git a/tools/ui/src/routes/settings/+layout.svelte b/tools/ui/src/routes/settings/+layout.svelte
index c2b587862..4e191dce7 100644
--- a/tools/ui/src/routes/settings/+layout.svelte
+++ b/tools/ui/src/routes/settings/+layout.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
 	import { X } from '@lucide/svelte';
-	import { goto } from '$app/navigation';
 	import { browser } from '$app/environment';
+	import { goto } from '$app/navigation';
 	import { page } from '$app/state';
 	import { ActionIcon } from '$lib/components/app';
 	import { SETTINGS_FALLBACK_EXIT_ROUTE } from '$lib/constants';
@@ -12,6 +12,7 @@
 
 	$effect(() => {
 		const currentId = page.route.id;
+
 		return () => {
 			previousRouteId = currentId;
 		};
@@ -19,6 +20,7 @@
 
 	function handleClose() {
 		const prevIsSettings = previousRouteId?.startsWith('/settings');
+
 		if (browser && window.history.length > 1 && !prevIsSettings) {
 			history.back();
 		} else {
diff --git a/tools/ui/src/routes/settings/[[section]]/+page.svelte b/tools/ui/src/routes/settings/[[section]]/+page.svelte
index 90fe61070..d4faae044 100644
--- a/tools/ui/src/routes/settings/[[section]]/+page.svelte
+++ b/tools/ui/src/routes/settings/[[section]]/+page.svelte
@@ -1,9 +1,9 @@
 <script lang="ts">
-	import { SettingsChat } from '$lib/components/app/settings';
-	import { page } from '$app/state';
 	import { afterNavigate, replaceState } from '$app/navigation';
-	import { RouterService } from '$lib/services';
+	import { page } from '$app/state';
+	import { SettingsChat } from '$lib/components/app/settings';
 	import { SETTINGS_SECTION_SLUGS } from '$lib/constants';
+	import { RouterService } from '$lib/services';
 
 	afterNavigate(() => {
 		if (!page.params.section) {
diff --git a/tools/ui/svelte.config.js b/tools/ui/svelte.config.js
index 897c7267f..cd7fed2ba 100644
--- a/tools/ui/svelte.config.js
+++ b/tools/ui/svelte.config.js
@@ -1,38 +1,37 @@
-import { mdsvex } from 'mdsvex';
 import adapter from '@sveltejs/adapter-static';
 import { vitePreprocess } from '@sveltejs/vite-plugin-svelte';
+import { mdsvex } from 'mdsvex';
 
 // CMake sets LLAMA_UI_OUT_DIR to the staging dir under the build tree; manual
 // `npm run build` runs without the env var default to ./dist.
 const outDir = process.env.LLAMA_UI_OUT_DIR ?? './dist';
-
 /** @type {import('@sveltejs/kit').Config} */
 const config = {
-	// Consult https://svelte.dev/docs/kit/integrations
-	// for more information about preprocessors
-	preprocess: [vitePreprocess(), mdsvex()],
+	extensions: ['.svelte', '.svx'],
 
 	kit: {
-		paths: {
-			relative: true
-		},
-		router: { type: 'hash' },
 		adapter: adapter({
-			pages: outDir,
 			assets: outDir,
 			fallback: 'index.html',
+			pages: outDir,
 			precompress: false,
 			strict: true
 		}),
+		alias: {
+			$styles: 'src/styles'
+		},
 		output: {
 			bundleStrategy: 'single'
 		},
-		alias: {
-			$styles: 'src/styles'
-		}
+		paths: {
+			relative: true
+		},
+		router: { type: 'hash' }
 	},
 
-	extensions: ['.svelte', '.svx']
+	// Consult https://svelte.dev/docs/kit/integrations
+	// for more information about preprocessors
+	preprocess: [vitePreprocess(), mdsvex()]
 };
 
 export default config;
diff --git a/tools/ui/tests/client/agentic-stream.perf.svelte.test.ts b/tools/ui/tests/client/agentic-stream.perf.svelte.test.ts
index c13f98cfc..0b06d57a5 100644
--- a/tools/ui/tests/client/agentic-stream.perf.svelte.test.ts
+++ b/tools/ui/tests/client/agentic-stream.perf.svelte.test.ts
@@ -10,15 +10,15 @@
 //
 // Run: npx vitest --project=client --run tests/client/agentic-stream.perf.svelte.test.ts
 
-import { describe, it } from 'vitest';
-import { render } from 'vitest-browser-svelte';
-import { tick } from 'svelte';
+import { perfState } from './components/agentic-perf-state.svelte';
 import AgenticPerfWrapper from './components/AgenticPerfWrapper.svelte';
 import ChatMessagesPerfWrapper from './components/ChatMessagesPerfWrapper.svelte';
-import { perfState } from './components/agentic-perf-state.svelte';
+import { MessageRole } from '$lib/enums';
 import { conversationsStore } from '$lib/stores/conversations.svelte';
 import type { DatabaseMessage } from '$lib/types';
-import { MessageRole } from '$lib/enums';
+import { tick } from 'svelte';
+import { describe, it } from 'vitest';
+import { render } from 'vitest-browser-svelte';
 
 // --- fixture construction -------------------------------------------------
 
@@ -40,24 +40,28 @@ interface FixtureOpts {
 }
 
 const DEFAULTS: FixtureOpts = {
-	priorToolCalls: 0,
-	toolResultBytes: 1024,
 	editFileEdits: 0,
 	openCodeFence: false,
-	paragraphEvery: 0
+	paragraphEvery: 0,
+	priorToolCalls: 0,
+	toolResultBytes: 1024
 };
 
 function blob(bytes: number, seed: string): string {
 	const line = `${seed} output line with some representative width to it`;
 	const n = Math.max(1, Math.ceil(bytes / (line.length + 1)));
 	const out: string[] = [];
+
 	for (let i = 0; i < n; i++) out.push(`${line} ${i}`);
+
 	return out.join('\n');
 }
 
 function diffLines(n: number, seed: string): string {
 	const out: string[] = [];
+
 	for (let i = 0; i < n; i++) out.push(`${seed} line ${i} const value_${i} = compute(${i});`);
+
 	return out.join('\n');
 }
 
@@ -65,14 +69,14 @@ let msgSeq = 0;
 
 function baseMessage(overrides: Partial<DatabaseMessage>): DatabaseMessage {
 	return {
-		id: `m${msgSeq++}`,
-		convId: 'perf-conv',
-		type: 'text',
-		timestamp: 0,
-		role: MessageRole.ASSISTANT,
+		children: [],
 		content: '',
+		convId: 'perf-conv',
+		id: `m${msgSeq++}`,
 		parent: null,
-		children: [],
+		role: MessageRole.ASSISTANT,
+		timestamp: 0,
+		type: 'text',
 		...overrides
 	} as DatabaseMessage;
 }
@@ -86,48 +90,50 @@ function buildFixture(opts: FixtureOpts): {
 
 	for (let i = 0; i < opts.priorToolCalls; i++) {
 		const id = `call_${i}`;
+
 		toolCalls.push({
-			id,
-			type: 'function',
 			function: {
-				name: 'exec_shell_command',
-				arguments: JSON.stringify({ command: `grep -rn "thing_${i}" src/` })
-			}
+				arguments: JSON.stringify({ command: `grep -rn "thing_${i}" src/` }),
+				name: 'exec_shell_command'
+			},
+			id,
+			type: 'function'
 		});
 		toolMessages.push(
 			baseMessage({
+				content: `${blob(opts.toolResultBytes, `t${i}`)}\n[exit code: 0]`,
 				role: MessageRole.TOOL,
-				toolCallId: id,
-				content: `${blob(opts.toolResultBytes, `t${i}`)}\n[exit code: 0]`
+				toolCallId: id
 			})
 		);
 	}
 
 	for (let i = 0; i < opts.editFileEdits; i++) {
 		const id = `edit_${i}`;
+
 		toolCalls.push({
-			id,
-			type: 'function',
 			function: {
-				name: 'edit_file',
 				arguments: JSON.stringify({
-					path: `/src/file_${i}.ts`,
-					edits: [{ old_text: diffLines(400, 'old'), new_text: diffLines(400, 'new') }]
-				})
-			}
+					edits: [{ new_text: diffLines(400, 'new'), old_text: diffLines(400, 'old') }],
+					path: `/src/file_${i}.ts`
+				}),
+				name: 'edit_file'
+			},
+			id,
+			type: 'function'
 		});
 		toolMessages.push(
 			baseMessage({
+				content: JSON.stringify({ edits_applied: 1, result: 'ok' }),
 				role: MessageRole.TOOL,
-				toolCallId: id,
-				content: JSON.stringify({ result: 'ok', edits_applied: 1 })
+				toolCallId: id
 			})
 		);
 	}
 
 	const message = baseMessage({
-		toolCalls: toolCalls.length > 0 ? JSON.stringify(toolCalls) : undefined,
-		content: ''
+		content: '',
+		toolCalls: toolCalls.length > 0 ? JSON.stringify(toolCalls) : undefined
 	});
 
 	return { message, toolMessages };
@@ -174,18 +180,21 @@ async function measure(label: string, partial: Partial<FixtureOpts>, tokens = 60
 	await tick();
 
 	const CHUNK = 'The quick brown fox jumps over the lazy dog. ';
+
 	let accumulated = opts.openCodeFence ? '```notalanguage\n' : '';
-	const durations: number[] = [];
 
+	const durations: number[] = [];
 	const wallStart = performance.now();
 
 	for (let i = 0; i < tokens; i++) {
 		accumulated += CHUNK;
+
 		if (opts.paragraphEvery > 0 && (i + 1) % opts.paragraphEvery === 0) {
 			accumulated += '\n\n';
 		}
 
 		const t0 = performance.now();
+
 		// Mirrors updateMessageAtIndex: a brand-new object identity per chunk.
 		perfState.message = { ...perfState.message!, content: accumulated };
 		await tick();
@@ -211,10 +220,10 @@ async function measure(label: string, partial: Partial<FixtureOpts>, tokens = 60
 
 	results.push({
 		label,
-		tokens,
+		max: durations[durations.length - 1],
 		mean: total / durations.length,
 		p95: durations[Math.floor(durations.length * 0.95)],
-		max: durations[durations.length - 1],
+		tokens,
 		total,
 		wall
 	});
@@ -223,7 +232,6 @@ async function measure(label: string, partial: Partial<FixtureOpts>, tokens = 60
 function report() {
 	const pad = (s: string, n: number) => s.padEnd(n);
 	const num = (n: number) => n.toFixed(2).padStart(8);
-
 	const header = `${pad('fixture', 40)}${pad('tok', 5)}${'mean'.padStart(8)}${'p95'.padStart(8)}${'max'.padStart(8)}${'sync'.padStart(9)}${'wall'.padStart(9)}`;
 	const lines = [
 		'',
@@ -268,56 +276,63 @@ async function measureConversation(
 	agentic = false
 ) {
 	const history: DatabaseMessage[] = [];
+
 	for (let i = 0; i < priorMessages; i++) {
 		const isAssistant = i % 2 !== 0;
 
 		if (isAssistant && agentic) {
 			const id = `prior_call_${i}`;
+
 			history.push(
 				baseMessage({
-					role: MessageRole.ASSISTANT,
 					content: `Message ${i}`,
+					role: MessageRole.ASSISTANT,
 					toolCalls: JSON.stringify([
 						{
-							id,
-							type: 'function',
 							function: {
-								name: 'exec_shell_command',
-								arguments: JSON.stringify({ command: `grep -rn "thing_${i}" src/` })
-							}
+								arguments: JSON.stringify({ command: `grep -rn "thing_${i}" src/` }),
+								name: 'exec_shell_command'
+							},
+							id,
+							type: 'function'
 						}
 					])
 				})
 			);
 			history.push(
 				baseMessage({
+					content: `${blob(1024, `r${i}`)}\n[exit code: 0]`,
 					role: MessageRole.TOOL,
-					toolCallId: id,
-					content: `${blob(1024, `r${i}`)}\n[exit code: 0]`
+					toolCallId: id
 				})
 			);
+
 			continue;
 		}
 
 		history.push(
 			baseMessage({
-				role: isAssistant ? MessageRole.ASSISTANT : MessageRole.USER,
-				content: `Message ${i}: ${blob(512, `m${i}`)}`
+				content: `Message ${i}: ${blob(512, `m${i}`)}`,
+				role: isAssistant ? MessageRole.ASSISTANT : MessageRole.USER
 			})
 		);
 	}
 
-	const streaming = baseMessage({ role: MessageRole.ASSISTANT, content: '' });
+	const streaming = baseMessage({ content: '', role: MessageRole.ASSISTANT });
+
 	history.push(streaming);
 
 	conversationsStore.activeMessages = history;
 
 	const { unmount } = render(ChatMessagesPerfWrapper);
+
 	await tick();
 
 	const idx = conversationsStore.findMessageIndex(streaming.id);
 	const CHUNK = 'The quick brown fox jumps over the lazy dog. ';
+
 	let accumulated = '';
+
 	const durations: number[] = [];
 	const wallStart = performance.now();
 
@@ -325,6 +340,7 @@ async function measureConversation(
 		accumulated += CHUNK;
 
 		const t0 = performance.now();
+
 		// The real path: chat.svelte.ts -> conversations.svelte.ts.
 		conversationsStore.updateMessageAtIndex(idx, { content: accumulated });
 		await tick();
@@ -346,10 +362,10 @@ async function measureConversation(
 
 	results.push({
 		label,
-		tokens,
+		max: durations[durations.length - 1],
 		mean: total / durations.length,
 		p95: durations[Math.floor(durations.length * 0.95)],
-		max: durations[durations.length - 1],
+		tokens,
 		total,
 		wall
 	});
diff --git a/tools/ui/tests/client/apikey-splash.svelte.test.ts b/tools/ui/tests/client/apikey-splash.svelte.test.ts
index 39389f3d3..061a38a61 100644
--- a/tools/ui/tests/client/apikey-splash.svelte.test.ts
+++ b/tools/ui/tests/client/apikey-splash.svelte.test.ts
@@ -1,11 +1,12 @@
-import { beforeEach, describe, expect, it } from 'vitest';
-import { validateApiKey } from '$lib/utils/api-key-validation';
-import { settingsStore } from '$lib/stores/settings.svelte';
 import { CONFIG_LOCALSTORAGE_KEY } from '$lib/constants/storage';
+import { settingsStore } from '$lib/stores/settings.svelte';
+import { validateApiKey } from '$lib/utils/api-key-validation';
+import { beforeEach, describe, expect, it } from 'vitest';
 
 function fakeFetch(status: number, capture: { auth?: string | null } = {}) {
 	return (async (_url: RequestInfo | URL, init?: RequestInit) => {
 		capture.auth = (init?.headers as Record<string, string>)?.['Authorization'] ?? null;
+
 		return new Response(status === 200 ? '{}' : 'Unauthorized', { status });
 	}) as typeof globalThis.fetch;
 }
@@ -35,6 +36,7 @@ describe('api key validation surfaces the splash', () => {
 	it('valid stored key: passes and sends the bearer header', async () => {
 		settingsStore.updateConfig('apiKey', 'sk-good');
 		const capture: { auth?: string | null } = {};
+
 		await expect(validateApiKey(fakeFetch(200, capture))).resolves.toBeUndefined();
 		expect(capture.auth).toBe('Bearer sk-good');
 	});
diff --git a/tools/ui/tests/client/cap-img-size.svelte.test.ts b/tools/ui/tests/client/cap-img-size.svelte.test.ts
index d70494208..e4b7d4a15 100644
--- a/tools/ui/tests/client/cap-img-size.svelte.test.ts
+++ b/tools/ui/tests/client/cap-img-size.svelte.test.ts
@@ -1,6 +1,6 @@
-import { describe, expect, it } from 'vitest';
 import { capImageDataURLSize } from '$lib/utils/cap-img-size';
 import { getJpegOrientationFromDataURL } from '$lib/utils/jpeg-orientation';
+import { describe, expect, it } from 'vitest';
 
 // Real 64x32 jpegs generated with Pillow, quality 90. The upright picture is
 // four solid quadrants: top left red, top right green, bottom left blue,
@@ -13,15 +13,12 @@ const EXIF5 = `data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQABAAD/4QAiRXhpZgAATU
 const EXIF6 = `data:image/jpeg;base64,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`;
 const EXIF8 = `data:image/jpeg;base64,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`;
 const NOEXIF = `data:image/jpeg;base64,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`;
-
 const RED: Rgb = [255, 0, 0];
 const GREEN: Rgb = [0, 200, 0];
 const BLUE: Rgb = [0, 0, 255];
 const YELLOW: Rgb = [255, 220, 0];
-
 // Wide tolerance per channel, jpeg compression shifts solid colors a bit
 const COLOR_TOLERANCE = 70;
-
 // 0.000512 megapixels is 512 pixels, a quarter of the area of the 2048 pixel fixtures
 const QUARTER_AREA_MEGAPIXELS = 0.000512;
 
@@ -30,6 +27,7 @@ type Rgb = [number, number, number];
 function loadImage(dataUrl: string): Promise<HTMLImageElement> {
 	return new Promise((resolve, reject) => {
 		const img = new Image();
+
 		img.onload = () => resolve(img);
 		img.onerror = () => reject(new Error('Failed to decode image.'));
 		img.src = dataUrl;
@@ -40,9 +38,11 @@ function loadImage(dataUrl: string): Promise<HTMLImageElement> {
 async function quadrantColors(dataUrl: string): Promise<Rgb[]> {
 	const img = await loadImage(dataUrl);
 	const canvas = document.createElement('canvas');
+
 	canvas.width = img.naturalWidth;
 	canvas.height = img.naturalHeight;
 	const ctx = canvas.getContext('2d')!;
+
 	ctx.drawImage(img, 0, 0);
 	const points = [
 		[0.25, 0.25],
@@ -50,6 +50,7 @@ async function quadrantColors(dataUrl: string): Promise<Rgb[]> {
 		[0.25, 0.75],
 		[0.75, 0.75]
 	];
+
 	return points.map(([fx, fy]) => {
 		const d = ctx.getImageData(
 			Math.floor(canvas.width * fx),
@@ -57,12 +58,14 @@ async function quadrantColors(dataUrl: string): Promise<Rgb[]> {
 			1,
 			1
 		).data;
+
 		return [d[0], d[1], d[2]];
 	});
 }
 
 function expectUpright(colors: Rgb[]) {
 	const targets = [RED, GREEN, BLUE, YELLOW];
+
 	for (let i = 0; i < 4; i++) {
 		for (let c = 0; c < 3; c++) {
 			expect(Math.abs(colors[i][c] - targets[i][c])).toBeLessThan(COLOR_TOLERANCE);
diff --git a/tools/ui/tests/client/chat-form-contenteditable-blocks.svelte.test.ts b/tools/ui/tests/client/chat-form-contenteditable-blocks.svelte.test.ts
new file mode 100644
index 000000000..602879b99
--- /dev/null
+++ b/tools/ui/tests/client/chat-form-contenteditable-blocks.svelte.test.ts
@@ -0,0 +1,179 @@
+// Guards the newline contract of the chat-form contenteditable: browsers
+// restructure the flat DOM on Enter (`<div>` wrappers, `<br>` shapes) and
+// serialization must fold those back into `\n` so the emitted value never
+// diverges from what is on screen.
+
+import ChatFormContenteditableHarness from './components/ChatFormContenteditableHarness.svelte';
+import { tick } from 'svelte';
+import { describe, expect, it } from 'vitest';
+import { render } from 'vitest-browser-svelte';
+
+const SOURCE = 'see [docs](file:///a/b) here';
+
+function editableIn(container: HTMLElement): HTMLElement {
+	const el = container.querySelector('[role="textbox"]');
+
+	if (!(el instanceof HTMLElement)) throw new Error('contenteditable not rendered');
+
+	return el;
+}
+
+function fireInput(root: HTMLElement) {
+	root.dispatchEvent(new InputEvent('input', { bubbles: true }));
+}
+
+function setCaret(node: Node, offset: number) {
+	const range = document.createRange();
+
+	range.setStart(node, offset);
+	range.setEnd(node, offset);
+	const selection = window.getSelection();
+
+	if (!selection) throw new Error('no selection');
+
+	selection.removeAllRanges();
+	selection.addRange(range);
+}
+
+describe('ChatFormContenteditable browser newline shapes', () => {
+	it('serializes a Chromium Enter <div> wrapper as a newline', async () => {
+		const screen = render(ChatFormContenteditableHarness, { value: SOURCE });
+
+		await tick();
+
+		const root = editableIn(screen.container);
+		const div = document.createElement('div');
+
+		div.textContent = 'second line';
+		root.appendChild(div);
+		fireInput(root);
+		await tick();
+
+		expect(screen.component.getValue()).toBe(`${SOURCE}\nsecond line`);
+	});
+
+	it('serializes a Firefox full <div> wrap as lines, badge included', async () => {
+		const screen = render(ChatFormContenteditableHarness, { value: SOURCE });
+
+		await tick();
+
+		const root = editableIn(screen.container);
+		const first = document.createElement('div');
+
+		while (root.firstChild) first.appendChild(root.firstChild);
+		const second = document.createElement('div');
+
+		second.textContent = 'second line';
+		root.appendChild(first);
+		root.appendChild(second);
+		fireInput(root);
+		await tick();
+
+		expect(screen.component.getValue()).toBe(`${SOURCE}\nsecond line`);
+	});
+
+	it('serializes a <br> as a newline', async () => {
+		const screen = render(ChatFormContenteditableHarness, { value: 'here' });
+
+		await tick();
+
+		const root = editableIn(screen.container);
+
+		root.appendChild(document.createElement('br'));
+		root.appendChild(document.createTextNode('second line'));
+		fireInput(root);
+		await tick();
+
+		expect(screen.component.getValue()).toBe('here\nsecond line');
+	});
+
+	it('ignores a trailing <br> (browser caret placeholder)', async () => {
+		const screen = render(ChatFormContenteditableHarness, { value: 'abc' });
+
+		await tick();
+
+		const root = editableIn(screen.container);
+
+		root.appendChild(document.createElement('br'));
+		fireInput(root);
+		await tick();
+
+		expect(screen.component.getValue()).toBe('abc');
+	});
+
+	it('serializes one newline per empty-line <div><br></div>', async () => {
+		const screen = render(ChatFormContenteditableHarness, { value: 'abc' });
+
+		await tick();
+
+		const root = editableIn(screen.container);
+
+		for (let i = 0; i < 2; i++) {
+			const div = document.createElement('div');
+
+			div.appendChild(document.createElement('br'));
+			root.appendChild(div);
+		}
+		fireInput(root);
+		await tick();
+
+		expect(screen.component.getValue()).toBe('abc\n\n');
+	});
+
+	it('treats a <div><br></div>-only buffer as empty for the placeholder', async () => {
+		const screen = render(ChatFormContenteditableHarness, { value: 'abc' });
+
+		await tick();
+
+		const root = editableIn(screen.container);
+		const div = document.createElement('div');
+
+		div.appendChild(document.createElement('br'));
+		root.replaceChildren(div);
+		fireInput(root);
+		await tick();
+
+		expect(screen.component.getValue()).toBe('');
+		expect(root.dataset.empty).toBe('true');
+	});
+
+	it('maps the caret across block boundaries in both directions', async () => {
+		const screen = render(ChatFormContenteditableHarness, { value: 'abc\ndef' });
+
+		await tick();
+
+		// Rebuild into the Chromium block shape; the source is unchanged,
+		// so no re-render fires.
+		const root = editableIn(screen.container);
+		const div = document.createElement('div');
+
+		div.textContent = 'def';
+		root.replaceChildren(document.createTextNode('abc'), div);
+		fireInput(root);
+		await tick();
+		expect(screen.component.getValue()).toBe('abc\ndef');
+
+		const divText = div.firstChild;
+
+		if (!divText) throw new Error('div text missing');
+
+		setCaret(divText, 2);
+		expect(screen.component.getCaretOffset()).toBe(6);
+
+		screen.component.setCaretOffset(6);
+		const selection = window.getSelection();
+
+		expect(selection?.anchorNode).toBe(divText);
+		expect(selection?.anchorOffset).toBe(2);
+
+		// The boundary newline itself: offset 3 is the end of "abc", offset
+		// 4 the start of the "def" line.
+		screen.component.setCaretOffset(4);
+		expect(window.getSelection()?.anchorNode).toBe(divText);
+		expect(window.getSelection()?.anchorOffset).toBe(0);
+
+		screen.component.setCaretOffset(3);
+		expect(window.getSelection()?.anchorNode).toBe(root.firstChild);
+		expect(window.getSelection()?.anchorOffset).toBe(3);
+	});
+});
diff --git a/tools/ui/tests/client/chat-form-contenteditable-undo.svelte.test.ts b/tools/ui/tests/client/chat-form-contenteditable-undo.svelte.test.ts
new file mode 100644
index 000000000..17406f95e
--- /dev/null
+++ b/tools/ui/tests/client/chat-form-contenteditable-undo.svelte.test.ts
@@ -0,0 +1,161 @@
+// Guards the editing-key contract of the chat-form contenteditable:
+// undo/redo is replayed from source snapshots (the token rebuilds destroy
+// the native undo stack), and Tab is NOT intercepted (WCAG 2.1.2 no
+// keyboard trap), matching the plain textarea.
+
+import ChatFormContenteditableHarness from './components/ChatFormContenteditableHarness.svelte';
+import { tick } from 'svelte';
+import { describe, expect, it } from 'vitest';
+import { render } from 'vitest-browser-svelte';
+
+const SOURCE = 'see [docs](file:///a/b)';
+
+function editableIn(container: HTMLElement): HTMLElement {
+	const el = container.querySelector('[role="textbox"]');
+
+	if (!(el instanceof HTMLElement)) throw new Error('contenteditable not rendered');
+
+	return el;
+}
+
+function type(root: HTMLElement, text: string, inputType = 'insertText') {
+	root.appendChild(document.createTextNode(text));
+	root.dispatchEvent(new InputEvent('input', { bubbles: true, inputType }));
+}
+
+function keydown(root: HTMLElement, init: KeyboardEventInit) {
+	const event = new KeyboardEvent('keydown', { bubbles: true, cancelable: true, ...init });
+
+	root.dispatchEvent(event);
+
+	return event;
+}
+
+describe('ChatFormContenteditable undo/redo', () => {
+	it('undoes and redoes an edit across a badge-containing buffer', async () => {
+		const screen = render(ChatFormContenteditableHarness, { value: SOURCE });
+
+		await tick();
+
+		const root = editableIn(screen.container);
+
+		type(root, ' more');
+		await tick();
+		expect(screen.component.getValue()).toBe(`${SOURCE} more`);
+
+		const undoEvent = keydown(root, { ctrlKey: true, key: 'z' });
+
+		await tick();
+		expect(undoEvent.defaultPrevented).toBe(true);
+		expect(screen.component.getValue()).toBe(SOURCE);
+
+		const redoEvent = keydown(root, { ctrlKey: true, key: 'z', shiftKey: true });
+
+		await tick();
+		expect(redoEvent.defaultPrevented).toBe(true);
+		expect(screen.component.getValue()).toBe(`${SOURCE} more`);
+	});
+
+	it('redoes with Ctrl+Y as well', async () => {
+		const screen = render(ChatFormContenteditableHarness, { value: SOURCE });
+
+		await tick();
+
+		const root = editableIn(screen.container);
+
+		type(root, ' more');
+		await tick();
+		keydown(root, { key: 'z', metaKey: true });
+		await tick();
+		expect(screen.component.getValue()).toBe(SOURCE);
+
+		keydown(root, { ctrlKey: true, key: 'y' });
+		await tick();
+		expect(screen.component.getValue()).toBe(`${SOURCE} more`);
+	});
+
+	it('coalesces a typing burst into one undo step', async () => {
+		const screen = render(ChatFormContenteditableHarness, { value: 'abc' });
+
+		await tick();
+
+		const root = editableIn(screen.container);
+
+		type(root, 'd');
+		type(root, 'e');
+		await tick();
+		expect(screen.component.getValue()).toBe('abcde');
+
+		keydown(root, { ctrlKey: true, key: 'z' });
+		await tick();
+		expect(screen.component.getValue()).toBe('abc');
+	});
+
+	it('keeps a newline as its own undo step', async () => {
+		const screen = render(ChatFormContenteditableHarness, { value: 'abc' });
+
+		await tick();
+
+		const root = editableIn(screen.container);
+
+		type(root, 'd');
+		type(root, '\n', 'insertLineBreak');
+		await tick();
+		expect(screen.component.getValue()).toBe('abcd\n');
+
+		keydown(root, { ctrlKey: true, key: 'z' });
+		await tick();
+		expect(screen.component.getValue()).toBe('abcd');
+
+		keydown(root, { ctrlKey: true, key: 'z' });
+		await tick();
+		expect(screen.component.getValue()).toBe('abc');
+	});
+
+	it('is a no-op when there is nothing to undo', async () => {
+		const screen = render(ChatFormContenteditableHarness, { value: 'abc' });
+
+		await tick();
+
+		const root = editableIn(screen.container);
+		const event = keydown(root, { ctrlKey: true, key: 'z' });
+
+		await tick();
+
+		expect(event.defaultPrevented).toBe(true);
+		expect(screen.component.getValue()).toBe('abc');
+	});
+
+	it('abandons the redo branch after a fresh edit', async () => {
+		const screen = render(ChatFormContenteditableHarness, { value: 'abc' });
+
+		await tick();
+
+		const root = editableIn(screen.container);
+
+		type(root, 'd');
+		await tick();
+		keydown(root, { ctrlKey: true, key: 'z' });
+		await tick();
+		expect(screen.component.getValue()).toBe('abc');
+
+		type(root, 'e');
+		await tick();
+		keydown(root, { ctrlKey: true, key: 'z', shiftKey: true });
+		await tick();
+		expect(screen.component.getValue()).toBe('abce');
+	});
+});
+
+describe('ChatFormContenteditable Tab key', () => {
+	it('does not trap Tab (focus can leave the editable)', async () => {
+		const screen = render(ChatFormContenteditableHarness, { value: SOURCE });
+
+		await tick();
+
+		const root = editableIn(screen.container);
+		const event = keydown(root, { key: 'Tab' });
+
+		expect(event.defaultPrevented).toBe(false);
+	});
+});
diff --git a/tools/ui/tests/client/chat-form-contenteditable.svelte.test.ts b/tools/ui/tests/client/chat-form-contenteditable.svelte.test.ts
new file mode 100644
index 000000000..d10b15c82
--- /dev/null
+++ b/tools/ui/tests/client/chat-form-contenteditable.svelte.test.ts
@@ -0,0 +1,804 @@
+// Guards the clipboard contract of the chat-form contenteditable:
+// copy/cut expose the markdown SOURCE of the selection (each badge
+// contributes its full `[name](file://...)` link) and pasting such
+// markdown re-renders the badges.
+
+import ChatFormContenteditable from '$lib/components/app/chat/ChatForm/ChatFormContenteditable.svelte';
+import { rangeToTextOffset, serializeContent, textOffsetToRange } from '$lib/utils';
+import { tick } from 'svelte';
+import { describe, expect, it, vi } from 'vitest';
+import { userEvent } from 'vitest/browser';
+import { render } from 'vitest-browser-svelte';
+
+const SOURCE = 'hello [docs](file:///a/b) world';
+const BADGE_SELECTOR = '[data-mention-badge="true"]';
+
+function editableIn(container: HTMLElement): HTMLElement {
+	const el = container.querySelector('[role="textbox"]');
+
+	if (!(el instanceof HTMLElement)) throw new Error('contenteditable not rendered');
+
+	return el;
+}
+
+function setSelection(root: HTMLElement, place: (range: Range, root: HTMLElement) => void) {
+	const range = document.createRange();
+
+	place(range, root);
+	const selection = window.getSelection();
+
+	if (!selection) throw new Error('no selection');
+
+	selection.removeAllRanges();
+	selection.addRange(range);
+}
+
+function clipboardEvent(type: 'copy' | 'cut' | 'paste', text = '') {
+	const data = new DataTransfer();
+
+	if (text) data.setData('text/plain', text);
+
+	const event = new ClipboardEvent(type, { bubbles: true, cancelable: true, clipboardData: data });
+
+	return { data, event };
+}
+
+describe('ChatFormContenteditable clipboard', () => {
+	it('copy exposes the markdown source of the selection', async () => {
+		const { container } = render(ChatFormContenteditable, { value: SOURCE });
+
+		await tick();
+
+		const root = editableIn(container);
+
+		setSelection(root, (range) => range.selectNodeContents(root));
+
+		const { data, event } = clipboardEvent('copy');
+
+		root.dispatchEvent(event);
+
+		expect(event.defaultPrevented).toBe(true);
+		expect(data.getData('text/plain')).toBe(SOURCE);
+	});
+
+	it('cut exposes the markdown source and removes the slice', async () => {
+		const { container } = render(ChatFormContenteditable, { value: SOURCE });
+
+		await tick();
+
+		const root = editableIn(container);
+
+		setSelection(root, (range) => {
+			const badge = root.querySelector(BADGE_SELECTOR);
+
+			if (!badge) throw new Error('badge not rendered');
+
+			range.setStartBefore(badge);
+			range.setEndAfter(badge);
+		});
+
+		const { data, event } = clipboardEvent('cut');
+
+		root.dispatchEvent(event);
+
+		expect(event.defaultPrevented).toBe(true);
+		expect(data.getData('text/plain')).toBe('[docs](file:///a/b)');
+		expect(root.querySelector(BADGE_SELECTOR)).toBeNull();
+		expect(root.textContent).toBe('hello  world');
+	});
+
+	it('paste of markdown mention links re-renders badges', async () => {
+		const { container } = render(ChatFormContenteditable, { value: 'hello ' });
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+		setSelection(root, (range) => {
+			range.selectNodeContents(root);
+			range.collapse(false);
+		});
+
+		const { event } = clipboardEvent('paste', '[docs](file:///a/b) world');
+
+		root.dispatchEvent(event);
+		await tick();
+
+		expect(event.defaultPrevented).toBe(true);
+		const badge = root.querySelector(BADGE_SELECTOR);
+
+		expect(badge).not.toBeNull();
+		expect(badge!.getAttribute('data-mention-name')).toBe('docs');
+		expect(root.textContent).toContain('world');
+	});
+
+	it('paste without mention links keeps the DOM untouched', async () => {
+		const { container } = render(ChatFormContenteditable, { value: 'hello ' });
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+		setSelection(root, (range) => {
+			range.selectNodeContents(root);
+			range.collapse(false);
+		});
+		const firstChild = root.firstChild;
+		const { event } = clipboardEvent('paste', 'plain text');
+
+		root.dispatchEvent(event);
+		await tick();
+
+		expect(event.defaultPrevented).toBe(true);
+		expect(root.querySelector(BADGE_SELECTOR)).toBeNull();
+		// no rebuild: the live text node is the same instance
+		expect(root.firstChild).toBe(firstChild);
+	});
+});
+
+describe('ChatFormContenteditable code spans', () => {
+	it('renders inline code from the initial value', async () => {
+		const { container } = render(ChatFormContenteditable, { value: 'run `npm test` now' });
+
+		await tick();
+
+		const root = editableIn(container);
+		const code = root.querySelector('code[data-code-token="inline"]');
+
+		expect(code).not.toBeNull();
+		expect(code!.textContent).toBe('`npm test`');
+	});
+
+	it('renders a fenced code block with a language', async () => {
+		const source = 'before\n```js\nconst a = 1;\n```\nafter';
+		const { container } = render(ChatFormContenteditable, { value: source });
+
+		await tick();
+
+		const root = editableIn(container);
+		const code = root.querySelector('code[data-code-token="block"]');
+
+		expect(code).not.toBeNull();
+		expect(code!.textContent).toBe('```js\nconst a = 1;\n```');
+	});
+
+	it('copy exposes the markdown source of a selection spanning code', async () => {
+		const source = 'run `npm test` now';
+		const { container } = render(ChatFormContenteditable, { value: source });
+
+		await tick();
+
+		const root = editableIn(container);
+
+		setSelection(root, (range) => range.selectNodeContents(root));
+
+		const { data, event } = clipboardEvent('copy');
+
+		root.dispatchEvent(event);
+
+		expect(event.defaultPrevented).toBe(true);
+		expect(data.getData('text/plain')).toBe(source);
+	});
+
+	it('paste of a code span renders the styled element', async () => {
+		const { container } = render(ChatFormContenteditable, { value: 'run ' });
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+		setSelection(root, (range) => {
+			range.selectNodeContents(root);
+			range.collapse(false);
+		});
+
+		const { event } = clipboardEvent('paste', '`npm test` now');
+
+		root.dispatchEvent(event);
+		await tick();
+
+		expect(event.defaultPrevented).toBe(true);
+		const code = root.querySelector('code[data-code-token="inline"]');
+
+		expect(code).not.toBeNull();
+		expect(code!.textContent).toBe('`npm test`');
+		expect(root.textContent).toContain('now');
+	});
+
+	it('highlights a fenced block content and stays byte-exact', async () => {
+		const source = '```js\nconst a = 1;\n```';
+		const { container } = render(ChatFormContenteditable, { value: source });
+
+		await tick();
+
+		const root = editableIn(container);
+		const code = root.querySelector('code[data-code-token="block"]');
+
+		expect(code).not.toBeNull();
+		expect(code!.querySelector('.hljs-keyword')).not.toBeNull();
+		expect(code!.textContent).toBe(source);
+	});
+
+	it('does not highlight inline code', async () => {
+		const { container } = render(ChatFormContenteditable, { value: 'run `const` now' });
+
+		await tick();
+
+		const root = editableIn(container);
+
+		expect(root.querySelector('[class*="hljs-"]')).toBeNull();
+	});
+});
+
+describe('ChatFormContenteditable code block escape hatches', () => {
+	const BLOCK_SOURCE = '```js\nconst a = 1;\n```';
+	const BLOCK_SELECTOR = 'code[data-code-token="block"]';
+
+	function blockIn(root: HTMLElement): HTMLElement {
+		const el = root.querySelector(BLOCK_SELECTOR);
+
+		if (!(el instanceof HTMLElement)) throw new Error('code block not rendered');
+
+		return el;
+	}
+
+	// Caret at the very start/end of the block's text (across highlight spans)
+	function placeCaretInBlock(root: HTMLElement, where: 'start' | 'end') {
+		const code = blockIn(root);
+		const walker = document.createTreeWalker(code, NodeFilter.SHOW_TEXT);
+
+		let target: Node | null = null;
+
+		for (let n = walker.nextNode(); n; n = walker.nextNode()) {
+			target = where === 'start' ? (target ?? n) : n;
+		}
+
+		if (!target) throw new Error('no text inside code block');
+
+		setSelection(root, (range) => {
+			range.setStart(target!, where === 'start' ? 0 : (target!.textContent ?? '').length);
+			range.collapse(true);
+		});
+	}
+
+	function caretContainer(): Node {
+		const selection = window.getSelection();
+
+		if (!selection || selection.rangeCount === 0) throw new Error('no selection');
+
+		return selection.getRangeAt(0).startContainer;
+	}
+
+	it('pads a trailing code block with a br hatch that stays invisible to copy', async () => {
+		const { container } = render(ChatFormContenteditable, { value: BLOCK_SOURCE });
+
+		await tick();
+
+		const root = editableIn(container);
+
+		// no permanent empty line above a leading block
+		expect(root.firstChild).toBe(blockIn(root));
+		expect(root.lastChild?.nodeName).toBe('BR');
+
+		setSelection(root, (range) => range.selectNodeContents(root));
+		const { data, event } = clipboardEvent('copy');
+
+		root.dispatchEvent(event);
+
+		expect(data.getData('text/plain')).toBe(BLOCK_SOURCE);
+	});
+
+	it('escapes a trailing code block with ArrowDown and types after it', async () => {
+		const { container } = render(ChatFormContenteditable, { value: BLOCK_SOURCE });
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+		placeCaretInBlock(root, 'end');
+
+		await userEvent.keyboard('{ArrowDown}');
+		expect(blockIn(root).contains(caretContainer())).toBe(false);
+
+		await userEvent.keyboard('x');
+		await tick();
+
+		expect(blockIn(root).textContent).toBe(BLOCK_SOURCE);
+		// the DOM holds no separator newline (it would render as a
+		// phantom empty line); serialization synthesizes it so the
+		// markdown source keeps the text below the block
+		expect(root.textContent).toBe(BLOCK_SOURCE + 'x');
+		expect(serializeContent(root)).toBe(BLOCK_SOURCE + '\nx');
+		// the stale trailing hatch is removed once real text follows the block
+		expect(root.lastChild?.nodeName).not.toBe('BR');
+	});
+
+	it('escapes a leading code block with ArrowUp and types before it', async () => {
+		const { container } = render(ChatFormContenteditable, { value: BLOCK_SOURCE });
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+		placeCaretInBlock(root, 'start');
+
+		await userEvent.keyboard('{ArrowUp}');
+		expect(blockIn(root).contains(caretContainer())).toBe(false);
+		// the transient hatch line exists while the caret sits on it
+		expect(root.firstChild?.nodeName).toBe('BR');
+
+		await userEvent.keyboard('y');
+		await tick();
+
+		expect(blockIn(root).textContent).toBe(BLOCK_SOURCE);
+		expect(root.textContent).toBe('y' + BLOCK_SOURCE);
+		expect(serializeContent(root)).toBe('y\n' + BLOCK_SOURCE);
+		// the typed text consumed the hatch
+		expect(root.firstChild?.nodeName).not.toBe('BR');
+	});
+
+	it('escapes a leading code block with ArrowLeft from its first character', async () => {
+		const { container } = render(ChatFormContenteditable, { value: BLOCK_SOURCE });
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+		placeCaretInBlock(root, 'start');
+
+		await userEvent.keyboard('{ArrowLeft}');
+		expect(blockIn(root).contains(caretContainer())).toBe(false);
+		expect(root.firstChild?.nodeName).toBe('BR');
+	});
+
+	it('removes the transient leading hatch when the caret moves back into the block', async () => {
+		const { container } = render(ChatFormContenteditable, { value: BLOCK_SOURCE });
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+		placeCaretInBlock(root, 'start');
+
+		await userEvent.keyboard('{ArrowUp}');
+		expect(root.firstChild?.nodeName).toBe('BR');
+
+		await userEvent.keyboard('{ArrowDown}');
+		await tick();
+
+		expect(blockIn(root).contains(caretContainer())).toBe(true);
+		expect(root.firstChild).toBe(blockIn(root));
+	});
+
+	it('extends the selection out of the block with Shift+ArrowDown', async () => {
+		const { container } = render(ChatFormContenteditable, { value: BLOCK_SOURCE });
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+		placeCaretInBlock(root, 'end');
+
+		await userEvent.keyboard('{Shift>}{ArrowDown}{/Shift}');
+
+		const selection = window.getSelection();
+
+		expect(selection).not.toBeNull();
+		expect(selection!.isCollapsed).toBe(false);
+		expect(blockIn(root).contains(selection!.getRangeAt(0).endContainer)).toBe(false);
+	});
+
+	it('line-separates text typed right after the closing fence', async () => {
+		const { container } = render(ChatFormContenteditable, { value: BLOCK_SOURCE });
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+		placeCaretInBlock(root, 'end');
+
+		// no arrow keys: the caret sits at the block's end edge, where the
+		// post-rebuild restore lands it, and the typed text renders on the
+		// line below the block
+		await userEvent.keyboard('x');
+		await tick();
+
+		// the text stays on the caret's line in the DOM (no phantom empty
+		// line); the source gets the separator newline
+		expect(root.textContent).toBe(BLOCK_SOURCE + 'x');
+		expect(serializeContent(root)).toBe(BLOCK_SOURCE + '\nx');
+	});
+
+	it('does not double the newline when Shift+Enter already added one', async () => {
+		const { container } = render(ChatFormContenteditable, { value: BLOCK_SOURCE });
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+		placeCaretInBlock(root, 'end');
+
+		await userEvent.keyboard('{Shift>}{Enter}{/Shift}');
+		await userEvent.keyboard('x');
+		await tick();
+
+		expect(root.textContent).toBe(BLOCK_SOURCE + 'x');
+		expect(serializeContent(root)).toBe(BLOCK_SOURCE + '\nx');
+	});
+
+	it('moves a caret stuck before the inserted newline onto the new line', async () => {
+		const { container } = render(ChatFormContenteditable, {
+			value: BLOCK_SOURCE + '\ntext after the code block'
+		});
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+
+		// post-break DOM some browsers produce: the inserted newline plus
+		// the artificial trailing one, with the caret stuck BEFORE the
+		// inserted one (visually at the end of the old line)
+		root.appendChild(document.createTextNode('\n'));
+		root.appendChild(document.createTextNode('\n'));
+		setSelection(root, (range) => {
+			range.setStart(root.childNodes[2], 0);
+			range.collapse(true);
+		});
+
+		root.dispatchEvent(new InputEvent('input', { bubbles: true, inputType: 'insertLineBreak' }));
+		await tick();
+
+		const selection = window.getSelection();
+
+		expect(rangeToTextOffset(root, selection!.getRangeAt(0))).toBe(
+			(BLOCK_SOURCE + '\ntext after the code block\n').length
+		);
+		expect(serializeContent(root)).toBe(BLOCK_SOURCE + '\ntext after the code block\n\n');
+	});
+
+	it('appends the artificial trailing newline when the browser did not add one', async () => {
+		const { container } = render(ChatFormContenteditable, {
+			value: BLOCK_SOURCE + '\ntext after the code block'
+		});
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+
+		// post-break DOM some browsers produce: a lone trailing \n (or a
+		// <br> the hatch sync strips). Collapsed by the renderer, so the
+		// caret looks stuck on the old line and the next typed character
+		// would consume the newline.
+		root.appendChild(document.createTextNode('\n'));
+		setSelection(root, (range) => {
+			range.setStart(root.childNodes[2], 1);
+			range.collapse(true);
+		});
+
+		root.dispatchEvent(new InputEvent('input', { bubbles: true, inputType: 'insertLineBreak' }));
+		await tick();
+
+		const selection = window.getSelection();
+
+		expect(rangeToTextOffset(root, selection!.getRangeAt(0))).toBe(
+			(BLOCK_SOURCE + '\ntext after the code block\n').length
+		);
+		expect(serializeContent(root)).toBe(BLOCK_SOURCE + '\ntext after the code block\n\n');
+	});
+
+	it('lands the caret on the new line with a single Shift+Enter after text below a block', async () => {
+		const { container } = render(ChatFormContenteditable, {
+			value: BLOCK_SOURCE + '\ntext after the code block'
+		});
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+		setSelection(root, (range) => {
+			const text = root.childNodes[1];
+
+			range.setStart(text, (text.textContent ?? '').length);
+			range.collapse(true);
+		});
+
+		await userEvent.keyboard('{Shift>}{Enter}{/Shift}');
+		await tick();
+
+		const selection = window.getSelection();
+
+		expect(rangeToTextOffset(root, selection!.getRangeAt(0))).toBe(
+			(BLOCK_SOURCE + '\ntext after the code block\n').length
+		);
+		expect(serializeContent(root)).toBe(BLOCK_SOURCE + '\ntext after the code block\n\n');
+
+		// the next typed character lands on the new line
+		await userEvent.keyboard('x');
+		await tick();
+		expect(serializeContent(root)).toBe(BLOCK_SOURCE + '\ntext after the code block\nx');
+	});
+
+	it('lets Backspace at the text start move into the block without a source fight', async () => {
+		const { container } = render(ChatFormContenteditable, { value: BLOCK_SOURCE });
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+		placeCaretInBlock(root, 'end');
+
+		await userEvent.keyboard('{ArrowDown}');
+		await userEvent.keyboard('create');
+		await tick();
+		expect(serializeContent(root)).toBe(BLOCK_SOURCE + '\ncreate');
+
+		// Backspace at the start of the text line: the separator newline
+		// is structural (synthesized while text follows the block), so
+		// the caret just moves to the block's edge - nothing is re-added
+		await userEvent.keyboard('{Home}');
+		await userEvent.keyboard('{Backspace}');
+		await tick();
+
+		expect(serializeContent(root)).toBe(BLOCK_SOURCE + '\ncreate');
+		expect(caretContainer()).toBe(root);
+	});
+
+	it('lets forward Delete eat the text after a block normally', async () => {
+		const { container } = render(ChatFormContenteditable, { value: BLOCK_SOURCE });
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+		placeCaretInBlock(root, 'end');
+
+		await userEvent.keyboard('{ArrowDown}');
+		await userEvent.keyboard('create');
+		await tick();
+
+		await userEvent.keyboard('{Home}');
+		await userEvent.keyboard('{Delete}');
+		await tick();
+
+		expect(serializeContent(root)).toBe(BLOCK_SOURCE + '\nreate');
+	});
+
+	it('renders text after a block without a phantom empty line', async () => {
+		const { container } = render(ChatFormContenteditable, {
+			value: BLOCK_SOURCE + '\nhello'
+		});
+
+		await tick();
+
+		const root = editableIn(container);
+
+		expect(root.textContent).toBe(BLOCK_SOURCE + 'hello');
+		expect(serializeContent(root)).toBe(BLOCK_SOURCE + '\nhello');
+	});
+
+	it('keeps an intentional blank line after a block out of the separator', async () => {
+		const { container } = render(ChatFormContenteditable, {
+			value: BLOCK_SOURCE + '\n\nhello'
+		});
+
+		await tick();
+
+		const root = editableIn(container);
+
+		expect(root.textContent).toBe(BLOCK_SOURCE + '\nhello');
+		expect(serializeContent(root)).toBe(BLOCK_SOURCE + '\n\nhello');
+	});
+
+	it('re-highlights while typing inside a block and keeps the caret', async () => {
+		const { container } = render(ChatFormContenteditable, { value: BLOCK_SOURCE });
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+
+		// caret at the start of the block content (after the opening fence)
+		setSelection(root, (range) => {
+			const target = textOffsetToRange(root, 6);
+
+			range.setStart(target.startContainer, target.startOffset);
+			range.collapse(true);
+		});
+
+		await userEvent.keyboard('x');
+		await tick();
+
+		const code = blockIn(root);
+
+		expect(serializeContent(root)).toBe('```js\nxconst a = 1;\n```');
+		expect(code.textContent).toBe('```js\nxconst a = 1;\n```');
+		expect(code.querySelector('.hljs-number')).not.toBeNull();
+
+		const selection = window.getSelection();
+
+		expect(code.contains(selection!.getRangeAt(0).startContainer)).toBe(true);
+		expect(rangeToTextOffset(root, selection!.getRangeAt(0))).toBe(7);
+	});
+});
+
+describe('ChatFormContenteditable Enter in code blocks', () => {
+	const BLOCK_SOURCE = '```js\nconst a = 1;\n```';
+
+	it('adds a line instead of submitting on plain Enter inside a block', async () => {
+		const onKeydown = vi.fn();
+		const { container } = render(ChatFormContenteditable, {
+			onKeydown,
+			value: BLOCK_SOURCE
+		});
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+
+		// caret at the start of the block content (after the opening fence)
+		setSelection(root, (range) => {
+			const target = textOffsetToRange(root, 6);
+
+			range.setStart(target.startContainer, target.startOffset);
+			range.collapse(true);
+		});
+
+		await userEvent.keyboard('{Enter}');
+		await tick();
+
+		// consumed locally: the parent's submit handler never sees it
+		expect(onKeydown).not.toHaveBeenCalled();
+		expect(serializeContent(root)).toBe('```js\n\nconst a = 1;\n```');
+
+		const code = root.querySelector('code[data-code-token="block"]');
+		const selection = window.getSelection();
+
+		expect(code!.contains(selection!.getRangeAt(0).startContainer)).toBe(true);
+		expect(rangeToTextOffset(root, selection!.getRangeAt(0))).toBe(7);
+	});
+
+	it('adds a line after a still-open fence (no closing ``` yet)', async () => {
+		const onKeydown = vi.fn();
+		const { container } = render(ChatFormContenteditable, {
+			onKeydown,
+			value: '```js\nconst a = 1;'
+		});
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+
+		// caret at the start of the block content (after the opening fence)
+		setSelection(root, (range) => {
+			const target = textOffsetToRange(root, 6);
+
+			range.setStart(target.startContainer, target.startOffset);
+			range.collapse(true);
+		});
+
+		await userEvent.keyboard('{Enter}');
+		await tick();
+
+		expect(onKeydown).not.toHaveBeenCalled();
+		expect(serializeContent(root)).toBe('```js\n\nconst a = 1;');
+	});
+
+	it('forwards plain Enter to the parent when the caret is outside a block', async () => {
+		const onKeydown = vi.fn();
+		const { container } = render(ChatFormContenteditable, {
+			onKeydown,
+			value: BLOCK_SOURCE + '\nafter'
+		});
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+		setSelection(root, (range) => {
+			range.selectNodeContents(root);
+			range.collapse(false);
+		});
+
+		await userEvent.keyboard('{Enter}');
+
+		expect(onKeydown).toHaveBeenCalledTimes(1);
+		expect(onKeydown.mock.calls[0][0].defaultPrevented).toBe(false);
+	});
+
+	it('forwards plain Enter on the trailing hatch line after a block', async () => {
+		const onKeydown = vi.fn();
+		const { container } = render(ChatFormContenteditable, {
+			onKeydown,
+			value: BLOCK_SOURCE
+		});
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+		// root-level caret between the block and its trailing br hatch
+		setSelection(root, (range) => {
+			range.setStart(root, 1);
+			range.collapse(true);
+		});
+
+		await userEvent.keyboard('{Enter}');
+
+		expect(onKeydown).toHaveBeenCalledTimes(1);
+	});
+
+	it('forwards Ctrl+Enter inside a block so explicit submit survives', async () => {
+		const onKeydown = vi.fn();
+		const { container } = render(ChatFormContenteditable, {
+			onKeydown,
+			value: BLOCK_SOURCE
+		});
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+		setSelection(root, (range) => {
+			const target = textOffsetToRange(root, 6);
+
+			range.setStart(target.startContainer, target.startOffset);
+			range.collapse(true);
+		});
+
+		await userEvent.keyboard('{Control>}{Enter}{/Control}');
+
+		expect(onKeydown).toHaveBeenCalledWith(
+			expect.objectContaining({ ctrlKey: true, key: 'Enter' })
+		);
+		expect(serializeContent(root)).toBe(BLOCK_SOURCE);
+	});
+
+	it('forwards Enter inside an inline code span', async () => {
+		const onKeydown = vi.fn();
+		const { container } = render(ChatFormContenteditable, {
+			onKeydown,
+			value: 'run `npm test` now'
+		});
+
+		await tick();
+
+		const root = editableIn(container);
+
+		root.focus();
+		const code = root.querySelector('code[data-code-token="inline"]')!;
+
+		setSelection(root, (range) => {
+			range.setStart(code.firstChild!, 3);
+			range.collapse(true);
+		});
+
+		await userEvent.keyboard('{Enter}');
+
+		expect(onKeydown).toHaveBeenCalledTimes(1);
+	});
+});
diff --git a/tools/ui/tests/client/chat-form-enter-code-block.svelte.test.ts b/tools/ui/tests/client/chat-form-enter-code-block.svelte.test.ts
new file mode 100644
index 000000000..9e684a763
--- /dev/null
+++ b/tools/ui/tests/client/chat-form-enter-code-block.svelte.test.ts
@@ -0,0 +1,124 @@
+// Guards the Enter-key contract of the chat form against the
+// fenced-code-block flow: while the caret sits inside a fenced
+// block region - closed, or still OPEN while the user is typing
+// one - plain Enter adds a line instead of submitting the message.
+// The textarea path is covered here end-to-end (the contenteditable
+// consumes the same case locally; see chat-form-contenteditable).
+
+import ChatFormTestWrapper from './components/ChatFormTestWrapper.svelte';
+import { SETTINGS_KEYS } from '$lib/constants/settings-keys';
+import { settingsStore } from '$lib/stores/settings.svelte';
+import { tick } from 'svelte';
+import { beforeEach, describe, expect, it, vi } from 'vitest';
+import { userEvent } from 'vitest/browser';
+import { render } from 'vitest-browser-svelte';
+
+function textareaIn(container: HTMLElement): HTMLTextAreaElement {
+	const el = container.querySelector('textarea');
+
+	if (!(el instanceof HTMLTextAreaElement)) throw new Error('textarea not rendered');
+
+	return el;
+}
+
+describe('ChatForm Enter in code blocks', () => {
+	beforeEach(() => {
+		settingsStore.updateConfig(SETTINGS_KEYS.SEND_ON_ENTER, true);
+	});
+
+	it('adds a line after a still-open fence instead of submitting', async () => {
+		const onSubmit = vi.fn();
+		const { container } = render(ChatFormTestWrapper, { onSubmit });
+
+		await tick();
+
+		const textarea = textareaIn(container);
+
+		await userEvent.click(textarea);
+		await userEvent.keyboard('```');
+		await tick();
+
+		await userEvent.keyboard('{Enter}');
+		await tick();
+
+		expect(onSubmit).not.toHaveBeenCalled();
+		expect(textarea.value).toBe('```\n');
+	});
+
+	it('keeps adding lines while the block stays open', async () => {
+		const onSubmit = vi.fn();
+		const { container } = render(ChatFormTestWrapper, { onSubmit });
+
+		await tick();
+
+		const textarea = textareaIn(container);
+
+		await userEvent.click(textarea);
+		await userEvent.keyboard('```js');
+		await tick();
+
+		await userEvent.keyboard('{Enter}');
+		await userEvent.keyboard('const a = 1;');
+		await userEvent.keyboard('{Enter}');
+		await tick();
+
+		expect(onSubmit).not.toHaveBeenCalled();
+		expect(textarea.value).toBe('```js\nconst a = 1;\n');
+	});
+
+	it('submits when the caret is before the opening fence', async () => {
+		const onSubmit = vi.fn();
+		const { container } = render(ChatFormTestWrapper, { onSubmit });
+
+		await tick();
+
+		const textarea = textareaIn(container);
+
+		await userEvent.click(textarea);
+		await userEvent.keyboard('```');
+		await tick();
+
+		textarea.setSelectionRange(0, 0);
+
+		await userEvent.keyboard('{Enter}');
+		await tick();
+
+		expect(onSubmit).toHaveBeenCalledTimes(1);
+	});
+
+	it('submits on Enter outside a code block', async () => {
+		const onSubmit = vi.fn();
+		const { container } = render(ChatFormTestWrapper, { onSubmit });
+
+		await tick();
+
+		const textarea = textareaIn(container);
+
+		await userEvent.click(textarea);
+		await userEvent.keyboard('hello');
+		await tick();
+
+		await userEvent.keyboard('{Enter}');
+		await tick();
+
+		expect(onSubmit).toHaveBeenCalledTimes(1);
+	});
+
+	it('submits on Ctrl+Enter even inside a code block', async () => {
+		const onSubmit = vi.fn();
+		const { container } = render(ChatFormTestWrapper, { onSubmit });
+
+		await tick();
+
+		const textarea = textareaIn(container);
+
+		await userEvent.click(textarea);
+		await userEvent.keyboard('```');
+		await tick();
+
+		await userEvent.keyboard('{Control>}{Enter}{/Control}');
+		await tick();
+
+		expect(onSubmit).toHaveBeenCalledTimes(1);
+	});
+});
diff --git a/tools/ui/tests/client/chat-form-mention-picker-gate.svelte.test.ts b/tools/ui/tests/client/chat-form-mention-picker-gate.svelte.test.ts
new file mode 100644
index 000000000..aaee18c99
--- /dev/null
+++ b/tools/ui/tests/client/chat-form-mention-picker-gate.svelte.test.ts
@@ -0,0 +1,63 @@
+// Guards the @-mention picker's file_glob_search gate: when the server
+// does not expose the tool (started without --tools) or the user disabled
+// it, the picker still opens but explains why instead of firing searches
+// that would only fail with "Search failed".
+
+import ChatFormMentionPicker from '$lib/components/app/chat/ChatForm/ChatFormPickers/ChatFormMentionPicker.svelte';
+import { DISABLED_TOOL_KEYS_LOCALSTORAGE_KEY } from '$lib/constants';
+import { BuiltInTool } from '$lib/enums';
+import { toolsStore } from '$lib/stores/tools.svelte';
+import type { OpenAIToolDefinition } from '$lib/types';
+import { tick } from 'svelte';
+import { afterEach, describe, expect, it } from 'vitest';
+import { render } from 'vitest-browser-svelte';
+
+const FILE_SEARCH_DEF: OpenAIToolDefinition = {
+	function: { description: '', name: BuiltInTool.FILE_GLOB_SEARCH, parameters: {} },
+	type: 'function'
+};
+const FILE_SEARCH_KEY = `builtin:${BuiltInTool.FILE_GLOB_SEARCH}`;
+
+// The store keeps its builtin tool list private; tests inject it through
+// the reactive field so the derived gates recompute.
+function setBuiltinTools(defs: OpenAIToolDefinition[]) {
+	(toolsStore as unknown as { _builtinTools: OpenAIToolDefinition[] })._builtinTools = defs;
+}
+
+function renderPicker() {
+	return render(ChatFormMentionPicker, {
+		isOpen: true,
+		onClose: () => {},
+		onSelect: () => {},
+		query: 'main'
+	});
+}
+
+afterEach(() => {
+	setBuiltinTools([]);
+	toolsStore.setToolEnabled(FILE_SEARCH_KEY, true);
+	localStorage.removeItem(DISABLED_TOOL_KEYS_LOCALSTORAGE_KEY);
+});
+
+describe('ChatFormMentionPicker file_glob_search gate', () => {
+	it('explains that file search is unavailable when the server has no tools', async () => {
+		setBuiltinTools([]);
+		renderPicker();
+		await tick();
+
+		expect(document.body.textContent).toContain(
+			'File search is unavailable on this server (started without --tools)'
+		);
+	});
+
+	it('explains that file search must be enabled when the user disabled it', async () => {
+		setBuiltinTools([FILE_SEARCH_DEF]);
+		toolsStore.setToolEnabled(FILE_SEARCH_KEY, false);
+		renderPicker();
+		await tick();
+
+		expect(document.body.textContent).toContain(
+			'File search is disabled - enable "Search files" in Settings > Tools to use @-mentions'
+		);
+	});
+});
diff --git a/tools/ui/tests/client/chat-form-slash-commands.svelte.test.ts b/tools/ui/tests/client/chat-form-slash-commands.svelte.test.ts
new file mode 100644
index 000000000..d053f7f60
--- /dev/null
+++ b/tools/ui/tests/client/chat-form-slash-commands.svelte.test.ts
@@ -0,0 +1,139 @@
+// Guards the slash-command dispatch contract: commands dispatch only on
+// explicit selection (Enter/click in the picker), never mid-typing.
+// Typing `/model is broken` is prose until the command is picked - the
+// buffer must survive; only an actual selection consumes the token.
+
+import ChatFormPickersHarness from './components/ChatFormPickersHarness.svelte';
+import { tick } from 'svelte';
+import { describe, expect, it } from 'vitest';
+import { render } from 'vitest-browser-svelte';
+
+describe('slash command dispatch', () => {
+	it('does not dispatch or clear the buffer when a space follows the name', async () => {
+		const screen = render(ChatFormPickersHarness);
+
+		await tick();
+
+		screen.component.type('/model is broken');
+		await tick();
+
+		const pickers = screen.component.getPickers();
+
+		expect(screen.component.getValue()).toBe('/model is broken');
+		expect(screen.component.getCalls()).not.toContain('openModelSelector');
+		expect(screen.component.getCalls().some((c) => c.startsWith('setValue:'))).toBe(false);
+		expect(pickers.isCommandPickerOpen).toBe(true);
+		expect(pickers.commandQuery).toBe('model');
+	});
+
+	it('dispatches /model on explicit selection and consumes the token', async () => {
+		const screen = render(ChatFormPickersHarness);
+
+		await tick();
+
+		screen.component.type('/model is broken');
+		await tick();
+
+		const pickers = screen.component.getPickers();
+		const model = pickers.availableCommands.find((c) => c.name === 'model');
+
+		if (!model) throw new Error('model command missing');
+
+		pickers.handleCommandSelect(model);
+		await tick();
+
+		expect(screen.component.getValue()).toBe('');
+		expect(screen.component.getCalls()).toContain('openModelSelector');
+		expect(pickers.isCommandPickerOpen).toBe(false);
+	});
+
+	it('seeds the prompt picker search from the token args on selection', async () => {
+		const screen = render(ChatFormPickersHarness);
+
+		await tick();
+
+		screen.component.type('/prompt weather');
+		await tick();
+
+		const pickers = screen.component.getPickers();
+
+		expect(pickers.isPromptPickerOpen).toBe(false);
+
+		const prompt = pickers.availableCommands.find((c) => c.name === 'prompt');
+
+		if (!prompt) throw new Error('prompt command missing');
+
+		pickers.handleCommandSelect(prompt);
+		await tick();
+
+		expect(screen.component.getValue()).toBe('');
+		expect(pickers.isPromptPickerOpen).toBe(true);
+		expect(pickers.promptSearchQuery).toBe('weather');
+	});
+
+	it('normalizes a partial /cwd token on selection and keeps it in the buffer', async () => {
+		const screen = render(ChatFormPickersHarness);
+
+		await tick();
+
+		screen.component.type('/cw docs');
+		await tick();
+
+		const pickers = screen.component.getPickers();
+
+		expect(pickers.isWorkingDirectoryPickerOpen).toBe(false);
+
+		const cwd = pickers.availableCommands.find((c) => c.name === 'cwd');
+
+		if (!cwd) throw new Error('cwd command missing');
+
+		pickers.handleCommandSelect(cwd);
+		await tick();
+
+		expect(pickers.isWorkingDirectoryPickerOpen).toBe(true);
+		expect(pickers.workingDirectoryQuery).toBe('docs');
+		expect(screen.component.getValue()).toBe('/cwd docs');
+	});
+
+	it('syncs the /cwd token into the picker search while the picker is open', async () => {
+		const screen = render(ChatFormPickersHarness);
+
+		await tick();
+
+		const pickers = screen.component.getPickers();
+		const cwd = pickers.availableCommands.find((c) => c.name === 'cwd');
+
+		if (!cwd) throw new Error('cwd command missing');
+
+		screen.component.type('/cwd docs');
+		pickers.handleCommandSelect(cwd);
+		await tick();
+
+		screen.component.type('/cwd docs/sub');
+		await tick();
+
+		expect(pickers.isWorkingDirectoryPickerOpen).toBe(true);
+		expect(pickers.workingDirectoryQuery).toBe('docs/sub');
+		expect(pickers.isCommandPickerOpen).toBe(false);
+	});
+
+	it('abandons the /cwd picker when the token is edited away from /cwd', async () => {
+		const screen = render(ChatFormPickersHarness);
+
+		await tick();
+
+		const pickers = screen.component.getPickers();
+		const cwd = pickers.availableCommands.find((c) => c.name === 'cwd');
+
+		if (!cwd) throw new Error('cwd command missing');
+
+		screen.component.type('/cwd docs');
+		pickers.handleCommandSelect(cwd);
+		await tick();
+
+		screen.component.type('/cwdd docs');
+		await tick();
+
+		expect(pickers.isWorkingDirectoryPickerOpen).toBe(false);
+	});
+});
diff --git a/tools/ui/tests/client/collapsible-lazy-body.svelte.test.ts b/tools/ui/tests/client/collapsible-lazy-body.svelte.test.ts
index 9b29bea73..c82210176 100644
--- a/tools/ui/tests/client/collapsible-lazy-body.svelte.test.ts
+++ b/tools/ui/tests/client/collapsible-lazy-body.svelte.test.ts
@@ -6,29 +6,30 @@
 // ~41ms/section/token for a 200KB result). These tests pin the fix: closed means
 // not rendered, and opening still mounts the body.
 
-import { describe, it, expect } from 'vitest';
-import { render } from 'vitest-browser-svelte';
-import { tick } from 'svelte';
 import CollapsibleLazyBodyHarness from './components/CollapsibleLazyBodyHarness.svelte';
+import { tick } from 'svelte';
+import { describe, expect, it } from 'vitest';
+import { render } from 'vitest-browser-svelte';
 
 const MARKER = 'collapsible-body-marker';
 
 describe('collapsible wrappers render their body lazily', () => {
 	for (const variant of ['content', 'terminal'] as const) {
 		it(`${variant}: body is absent while closed and present once open`, async () => {
-			const screen = render(CollapsibleLazyBodyHarness, { variant, open: false });
+			const screen = render(CollapsibleLazyBodyHarness, { open: false, variant });
+
 			await tick();
 
 			expect(document.body.textContent).not.toContain(MARKER);
 
-			await screen.rerender({ variant, open: true });
+			await screen.rerender({ open: true, variant });
 			await tick();
 
 			expect(document.body.textContent).toContain(MARKER);
 
 			// And it unmounts again on close, so a collapsed block stops costing
 			// anything during streaming.
-			await screen.rerender({ variant, open: false });
+			await screen.rerender({ open: false, variant });
 			await tick();
 
 			expect(document.body.textContent).not.toContain(MARKER);
diff --git a/tools/ui/tests/client/components/AgenticPerfWrapper.svelte b/tools/ui/tests/client/components/AgenticPerfWrapper.svelte
index 8f95860b7..15c390a5e 100644
--- a/tools/ui/tests/client/components/AgenticPerfWrapper.svelte
+++ b/tools/ui/tests/client/components/AgenticPerfWrapper.svelte
@@ -1,7 +1,7 @@
 <script lang="ts">
-	import * as Tooltip from '$lib/components/ui/tooltip';
-	import ChatMessageAgenticContent from '$lib/components/app/chat/ChatMessages/ChatMessageAgenticContent.svelte';
 	import { perfState } from './agentic-perf-state.svelte';
+	import ChatMessageAgenticContent from '$lib/components/app/chat/ChatMessages/ChatMessageAgenticContent.svelte';
+	import * as Tooltip from '$lib/components/ui/tooltip';
 </script>
 
 <Tooltip.Provider>
diff --git a/tools/ui/tests/client/components/ChatFormContenteditableHarness.svelte b/tools/ui/tests/client/components/ChatFormContenteditableHarness.svelte
new file mode 100644
index 000000000..fac773756
--- /dev/null
+++ b/tools/ui/tests/client/components/ChatFormContenteditableHarness.svelte
@@ -0,0 +1,27 @@
+<script lang="ts">
+	import ChatFormContenteditable from '$lib/components/app/chat/ChatForm/ChatFormContenteditable.svelte';
+	import { untrack } from 'svelte';
+
+	interface Props {
+		value?: string;
+	}
+
+	let { value: initial = '' }: Props = $props();
+
+	let value = $state(untrack(() => initial));
+	let inputRef: ChatFormContenteditable | undefined = $state(undefined);
+
+	export function getValue() {
+		return value;
+	}
+
+	export function getCaretOffset() {
+		return inputRef?.getCaretOffset();
+	}
+
+	export function setCaretOffset(offset: number) {
+		inputRef?.setCaretOffset(offset);
+	}
+</script>
+
+<ChatFormContenteditable bind:this={inputRef} bind:value />
diff --git a/tools/ui/tests/client/components/ChatFormPickersHarness.svelte b/tools/ui/tests/client/components/ChatFormPickersHarness.svelte
new file mode 100644
index 000000000..e8ef6465b
--- /dev/null
+++ b/tools/ui/tests/client/components/ChatFormPickersHarness.svelte
@@ -0,0 +1,51 @@
+<script lang="ts">
+	import {
+		useChatFormPickers,
+		type UseChatFormPickersReturn
+	} from '$lib/hooks/use-chat-form-pickers.svelte';
+
+	let value = $state('');
+	let caretOffset = $state(0);
+	const calls: string[] = [];
+
+	const pickers = useChatFormPickers({
+		focusInput: () => {},
+		getCaretOffset: () => caretOffset,
+		getCwd: () => null,
+		getPickersRef: () => undefined,
+		getServerHome: () => null,
+		getShowModelSelector: () => true,
+		getValue: () => value,
+		hasCwdTools: () => true,
+		hasPrompts: () => true,
+		openModelSelector: () => {
+			calls.push('openModelSelector');
+		},
+		setCaretOffset: (o) => {
+			caretOffset = o;
+		},
+		setValue: (v) => {
+			value = v;
+			calls.push(`setValue:${v}`);
+		}
+	});
+
+	// Simulate the user typing: update the buffer and run the input flow.
+	export function type(text: string) {
+		value = text;
+		caretOffset = text.length;
+		pickers.handleInput();
+	}
+
+	export function getValue() {
+		return value;
+	}
+
+	export function getCalls() {
+		return calls;
+	}
+
+	export function getPickers(): UseChatFormPickersReturn {
+		return pickers;
+	}
+</script>
diff --git a/tools/ui/tests/client/components/ChatFormTestWrapper.svelte b/tools/ui/tests/client/components/ChatFormTestWrapper.svelte
new file mode 100644
index 000000000..7ec8bf7f8
--- /dev/null
+++ b/tools/ui/tests/client/components/ChatFormTestWrapper.svelte
@@ -0,0 +1,12 @@
+<script lang="ts">
+	import ChatForm from '$lib/components/app/chat/ChatForm/ChatForm.svelte';
+	import * as Tooltip from '$lib/components/ui/tooltip';
+
+	let { onSubmit }: { onSubmit?: () => void } = $props();
+
+	let value = $state('');
+</script>
+
+<Tooltip.Provider>
+	<ChatForm bind:value {onSubmit} />
+</Tooltip.Provider>
diff --git a/tools/ui/tests/client/components/ChatMessagesPerfWrapper.svelte b/tools/ui/tests/client/components/ChatMessagesPerfWrapper.svelte
index 14d938978..504f68597 100644
--- a/tools/ui/tests/client/components/ChatMessagesPerfWrapper.svelte
+++ b/tools/ui/tests/client/components/ChatMessagesPerfWrapper.svelte
@@ -2,8 +2,8 @@
 	// Mounts the real ChatMessages list against the real conversations store, so
 	// the harness exercises `displayMessages` (which rebuilds every message's
 	// toolMessages array) rather than a single message subtree.
-	import * as Tooltip from '$lib/components/ui/tooltip';
 	import ChatMessages from '$lib/components/app/chat/ChatMessages/ChatMessages.svelte';
+	import * as Tooltip from '$lib/components/ui/tooltip';
 	import { conversationsStore } from '$lib/stores/conversations.svelte';
 </script>
 
diff --git a/tools/ui/tests/client/components/CollapsibleLazyBodyHarness.svelte b/tools/ui/tests/client/components/CollapsibleLazyBodyHarness.svelte
index 53d3b9cfd..b11ea0f10 100644
--- a/tools/ui/tests/client/components/CollapsibleLazyBodyHarness.svelte
+++ b/tools/ui/tests/client/components/CollapsibleLazyBodyHarness.svelte
@@ -7,7 +7,7 @@
 		open: boolean;
 	}
 
-	let { variant, open }: Props = $props();
+	let { open, variant }: Props = $props();
 </script>
 
 {#if variant === 'content'}
diff --git a/tools/ui/tests/client/components/McpServerFormWrapper.svelte b/tools/ui/tests/client/components/McpServerFormWrapper.svelte
index fe2cc958b..7bbabbc82 100644
--- a/tools/ui/tests/client/components/McpServerFormWrapper.svelte
+++ b/tools/ui/tests/client/components/McpServerFormWrapper.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
-	import { untrack } from 'svelte';
 	import McpServerForm from '$lib/components/app/mcp/McpServerForm.svelte';
+	import { untrack } from 'svelte';
 
 	interface Props {
 		headers?: string;
diff --git a/tools/ui/tests/client/components/PickerListScrollHarness.svelte b/tools/ui/tests/client/components/PickerListScrollHarness.svelte
new file mode 100644
index 000000000..87746979f
--- /dev/null
+++ b/tools/ui/tests/client/components/PickerListScrollHarness.svelte
@@ -0,0 +1,43 @@
+<script lang="ts">
+	import { ChatFormPickerList, ChatFormPickerListItem } from '$lib/components/app/chat';
+
+	interface Item {
+		id: string;
+		label: string;
+	}
+
+	const items: Item[] = Array.from({ length: 20 }, (_, i) => ({
+		id: String(i),
+		label: `item ${i}`
+	}));
+
+	let open = $state(false);
+	let scrollTrigger = $state(0);
+	let selectedIndex = $state(0);
+
+	export function openPicker() {
+		open = true;
+	}
+</script>
+
+<div style="height: 5000px;">conversation</div>
+
+{#if open}
+	<div data-testid="picker-host">
+		<ChatFormPickerList
+			{items}
+			isLoading={false}
+			{selectedIndex}
+			searchQuery=""
+			showSearchInput={false}
+			{scrollTrigger}
+			itemKey={(it) => it.id}
+		>
+			{#snippet item(it, index, isSelected)}
+				<ChatFormPickerListItem dataIndex={index} {isSelected} onclick={() => {}}>
+					{it.label}
+				</ChatFormPickerListItem>
+			{/snippet}
+		</ChatFormPickerList>
+	</div>
+{/if}
diff --git a/tools/ui/tests/client/components/TestWrapper.svelte b/tools/ui/tests/client/components/TestWrapper.svelte
index 1380ec851..3c874276a 100644
--- a/tools/ui/tests/client/components/TestWrapper.svelte
+++ b/tools/ui/tests/client/components/TestWrapper.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
-	import * as Tooltip from '$lib/components/ui/tooltip';
 	import Page from '../../../src/routes/(chat)/+page.svelte';
+	import * as Tooltip from '$lib/components/ui/tooltip';
 </script>
 
 <!--
diff --git a/tools/ui/tests/client/components/agentic-perf-state.svelte.ts b/tools/ui/tests/client/components/agentic-perf-state.svelte.ts
index f0cc8c3b8..abf989da2 100644
--- a/tools/ui/tests/client/components/agentic-perf-state.svelte.ts
+++ b/tools/ui/tests/client/components/agentic-perf-state.svelte.ts
@@ -11,7 +11,7 @@ export const perfState = $state<{
 	toolMessages: DatabaseMessage[];
 	isStreaming: boolean;
 }>({
+	isStreaming: true,
 	message: null,
-	toolMessages: [],
-	isStreaming: true
+	toolMessages: []
 });
diff --git a/tools/ui/tests/client/conversation-import-db.svelte.test.ts b/tools/ui/tests/client/conversation-import-db.svelte.test.ts
index 2a27be9b0..de331f131 100644
--- a/tools/ui/tests/client/conversation-import-db.svelte.test.ts
+++ b/tools/ui/tests/client/conversation-import-db.svelte.test.ts
@@ -1,21 +1,21 @@
-import { afterEach, describe, expect, it } from 'vitest';
-import { DatabaseService } from '$lib/services/database.service';
 import { MessageRole, MessageType } from '$lib/enums';
+import { DatabaseService } from '$lib/services/database.service';
 import type { ExportedConversation } from '$lib/types/database';
+import { afterEach, describe, expect, it } from 'vitest';
 
 function makeSession(id: string): ExportedConversation {
 	return {
-		conv: { id, currNode: `${id}-msg`, lastModified: 0, name: `Chat ${id}` },
+		conv: { currNode: `${id}-msg`, id, lastModified: 0, name: `Chat ${id}` },
 		messages: [
 			{
-				id: `${id}-msg`,
-				convId: id,
-				type: MessageType.TEXT,
-				timestamp: 0,
-				role: MessageRole.USER,
+				children: [],
 				content: `hello from ${id}`,
+				convId: id,
+				id: `${id}-msg`,
 				parent: null,
-				children: []
+				role: MessageRole.USER,
+				timestamp: 0,
+				type: MessageType.TEXT
 			}
 		]
 	} as unknown as ExportedConversation;
@@ -23,6 +23,7 @@ function makeSession(id: string): ExportedConversation {
 
 afterEach(async () => {
 	const conversations = await DatabaseService.getAllConversations();
+
 	await DatabaseService.bulkDeleteConversations(conversations.map((conv) => conv.id));
 });
 
diff --git a/tools/ui/tests/client/mcp-display-name.svelte.test.ts b/tools/ui/tests/client/mcp-display-name.svelte.test.ts
index d0b213b2c..f17e08cf1 100644
--- a/tools/ui/tests/client/mcp-display-name.svelte.test.ts
+++ b/tools/ui/tests/client/mcp-display-name.svelte.test.ts
@@ -1,8 +1,8 @@
-import { beforeEach, describe, expect, it } from 'vitest';
-import { render } from 'vitest-browser-svelte';
 import { McpServerForm } from '$lib/components/app/mcp';
 import { mcpStore } from '$lib/stores/mcp.svelte';
 import { settingsStore } from '$lib/stores/settings.svelte';
+import { beforeEach, describe, expect, it } from 'vitest';
+import { render } from 'vitest-browser-svelte';
 
 describe('mcp server display name', () => {
 	beforeEach(() => {
@@ -11,44 +11,48 @@ describe('mcp server display name', () => {
 
 	it('custom display name wins over the url fallback', () => {
 		const server = mcpStore.addServer({
+			displayName: 'My Tools',
 			enabled: false,
-			url: 'https://mcp.example.com/a',
-			displayName: 'My Tools'
+			url: 'https://mcp.example.com/a'
 		});
+
 		expect(mcpStore.getServerLabel(server)).toBe('My Tools');
 	});
 
 	it('without a custom name the url is the label', () => {
 		const server = mcpStore.addServer({ enabled: false, url: 'https://mcp.example.com/a' });
+
 		expect(mcpStore.getServerLabel(server)).toBe('https://mcp.example.com/a');
 	});
 
 	it('identical labels get positional suffixes', () => {
 		const a = mcpStore.addServer({
+			displayName: 'GitHub',
 			enabled: false,
-			url: 'https://mcp.example.com/a',
-			displayName: 'GitHub'
+			url: 'https://mcp.example.com/a'
 		});
 		const b = mcpStore.addServer({
+			displayName: 'GitHub',
 			enabled: false,
-			url: 'https://mcp.example.com/b',
-			displayName: 'GitHub'
+			url: 'https://mcp.example.com/b'
 		});
+
 		expect(mcpStore.getServerLabel(a)).toBe('GitHub (1)');
 		expect(mcpStore.getServerLabel(b)).toBe('GitHub (2)');
 	});
 
 	it('renaming one twin dissolves the suffixes', () => {
 		const a = mcpStore.addServer({
+			displayName: 'GitHub',
 			enabled: false,
-			url: 'https://mcp.example.com/a',
-			displayName: 'GitHub'
+			url: 'https://mcp.example.com/a'
 		});
 		const b = mcpStore.addServer({
+			displayName: 'GitHub',
 			enabled: false,
-			url: 'https://mcp.example.com/b',
-			displayName: 'GitHub'
+			url: 'https://mcp.example.com/b'
 		});
+
 		mcpStore.updateServer(b.id, { displayName: 'GitHub Work' });
 		expect(mcpStore.getServerLabel(a)).toBe('GitHub');
 		expect(mcpStore.getServerLabel(mcpStore.getServerById(b.id)!)).toBe('GitHub Work');
@@ -56,16 +60,17 @@ describe('mcp server display name', () => {
 
 	it('the form exposes an editable display name field', async () => {
 		let captured = '';
+
 		const screen = await render(McpServerForm, {
-			url: 'https://mcp.example.com/a',
 			headers: '',
 			name: '',
-			onUrlChange: () => {},
 			onHeadersChange: () => {},
-			onNameChange: (v: string) => (captured = v)
+			onNameChange: (v: string) => (captured = v),
+			onUrlChange: () => {},
+			url: 'https://mcp.example.com/a'
 		});
-
 		const input = screen.getByLabelText('Display name');
+
 		await expect.element(input).toBeVisible();
 		await input.fill('My Custom Server');
 		expect(captured).toBe('My Custom Server');
diff --git a/tools/ui/tests/client/mcp-server-form.svelte.test.ts b/tools/ui/tests/client/mcp-server-form.svelte.test.ts
index b4bd89234..99b7a1354 100644
--- a/tools/ui/tests/client/mcp-server-form.svelte.test.ts
+++ b/tools/ui/tests/client/mcp-server-form.svelte.test.ts
@@ -1,6 +1,6 @@
+import McpServerFormWrapper from './components/McpServerFormWrapper.svelte';
 import { describe, expect, it } from 'vitest';
 import { render } from 'vitest-browser-svelte';
-import McpServerFormWrapper from './components/McpServerFormWrapper.svelte';
 
 const AUTHORIZATION_HEADER = 'Authorization';
 const BEARER_PREFIX = 'Bearer ';
@@ -48,9 +48,11 @@ describe('McpServerForm - Authorization / bearer UI', () => {
 		await screen.getByRole('switch', { name: /authorization/i }).click();
 
 		const token = 'super-secret';
+
 		await bearerInput(screen).fill(token);
 
 		const expected = JSON.stringify({ [AUTHORIZATION_HEADER]: `${BEARER_PREFIX}${token}` });
+
 		await expect
 			.element(capturedHeaders(screen))
 			.toHaveAttribute('data-captured-headers', expected);
@@ -58,10 +60,9 @@ describe('McpServerForm - Authorization / bearer UI', () => {
 
 	it('pre-existing Bearer header pre-fills the bearer input with the token stripped', async () => {
 		const existing = JSON.stringify({
-			'X-Trace-Id': 'abc',
-			[AUTHORIZATION_HEADER]: `${BEARER_PREFIX}preexisting`
+			[AUTHORIZATION_HEADER]: `${BEARER_PREFIX}preexisting`,
+			'X-Trace-Id': 'abc'
 		});
-
 		const screen = await render(McpServerFormWrapper, { headers: existing });
 
 		await expect.element(bearerInput(screen)).toBeVisible();
@@ -70,24 +71,24 @@ describe('McpServerForm - Authorization / bearer UI', () => {
 
 	it('non-Bearer Authorization is ignored by the dedicated UI and stays in the KV section', async () => {
 		const existing = JSON.stringify({ [AUTHORIZATION_HEADER]: 'Basic czNjcjpwYXNz' });
-
 		const screen = await render(McpServerFormWrapper, { headers: existing });
 
 		await expect.element(bearerInput(screen)).not.toBeInTheDocument();
 
 		const headerKeyInput = screen.getByPlaceholder('Header name');
+
 		await expect.element(headerKeyInput).toBeVisible();
 	});
 
 	it('engaging the token UI replaces a non-Bearer Authorization with the Bearer scheme', async () => {
 		const existing = JSON.stringify({ [AUTHORIZATION_HEADER]: 'Basic old' });
-
 		const screen = await render(McpServerFormWrapper, { headers: existing });
 
 		await screen.getByRole('switch', { name: /authorization/i }).click();
 		await bearerInput(screen).fill('new');
 
 		const expected = JSON.stringify({ [AUTHORIZATION_HEADER]: `${BEARER_PREFIX}new` });
+
 		await expect
 			.element(capturedHeaders(screen))
 			.toHaveAttribute('data-captured-headers', expected);
@@ -126,8 +127,8 @@ describe('McpServerForm - Authorization / bearer UI', () => {
 	it('does not surface Bearer Authorization in the KV section even when pre-existing', async () => {
 		const existing = JSON.stringify({ [AUTHORIZATION_HEADER]: `${BEARER_PREFIX}xyz` });
 		const screen = await render(McpServerFormWrapper, { headers: existing });
-
 		const headerKeyInput = screen.getByPlaceholder('Header name');
+
 		await expect.element(headerKeyInput).not.toBeInTheDocument();
 	});
 });
diff --git a/tools/ui/tests/client/page.svelte.test.ts b/tools/ui/tests/client/page.svelte.test.ts
index 32e333d7f..37d7e08c4 100644
--- a/tools/ui/tests/client/page.svelte.test.ts
+++ b/tools/ui/tests/client/page.svelte.test.ts
@@ -1,6 +1,6 @@
-import { describe, it, expect } from 'vitest';
-import { render } from 'vitest-browser-svelte';
 import TestWrapper from './components/TestWrapper.svelte';
+import { describe, expect, it } from 'vitest';
+import { render } from 'vitest-browser-svelte';
 
 describe('/+page.svelte', () => {
 	it('should render page without throwing', async () => {
diff --git a/tools/ui/tests/client/picker-list-scroll.svelte.test.ts b/tools/ui/tests/client/picker-list-scroll.svelte.test.ts
new file mode 100644
index 000000000..469b626e6
--- /dev/null
+++ b/tools/ui/tests/client/picker-list-scroll.svelte.test.ts
@@ -0,0 +1,32 @@
+// Regression test: opening a chat-form picker must not scroll the
+// conversation to the top. Root cause: the list's scroll effect fired
+// scrollIntoView on the initial mount, before the popover was positioned,
+// so the browser scrolled every scrollable ancestor to reveal the row.
+
+import PickerListScrollHarness from './components/PickerListScrollHarness.svelte';
+import { tick } from 'svelte';
+import { describe, expect, it } from 'vitest';
+import { render } from 'vitest-browser-svelte';
+
+describe('ChatFormPickerList mount scroll', () => {
+	it('does not scroll documentElement when the picker mounts', async () => {
+		const screen = render(PickerListScrollHarness);
+
+		await tick();
+
+		document.documentElement.scrollTop = document.documentElement.scrollHeight;
+		await tick();
+		const before = document.documentElement.scrollTop;
+
+		expect(before).toBeGreaterThan(0);
+
+		screen.component.openPicker();
+		await tick();
+		await new Promise((r) => setTimeout(r, 100));
+		await tick();
+
+		const after = document.documentElement.scrollTop;
+
+		expect(after).toBe(before);
+	});
+});
diff --git a/tools/ui/tests/client/sandbox.service.svelte.test.ts b/tools/ui/tests/client/sandbox.service.svelte.test.ts
index 8f2e3df20..7c0d7926f 100644
--- a/tools/ui/tests/client/sandbox.service.svelte.test.ts
+++ b/tools/ui/tests/client/sandbox.service.svelte.test.ts
@@ -1,6 +1,6 @@
-import { beforeEach, describe, expect, it } from 'vitest';
-import { SandboxService } from '$lib/services/sandbox.service';
 import { SANDBOX_TOOL_NAME } from '$lib/constants';
+import { SandboxService } from '$lib/services/sandbox.service';
+import { beforeEach, describe, expect, it } from 'vitest';
 
 const run = (code: string, timeoutMs?: number) =>
 	SandboxService.executeTool(SANDBOX_TOOL_NAME, {
@@ -11,6 +11,7 @@ const run = (code: string, timeoutMs?: number) =>
 describe('sandbox service', () => {
 	beforeEach(async () => {
 		const { settingsStore } = await import('$lib/stores/settings.svelte');
+
 		settingsStore.config = {
 			...settingsStore.config,
 			symbolicMathEnabled: true
@@ -19,18 +20,21 @@ describe('sandbox service', () => {
 
 	it('executes plain JavaScript', async () => {
 		const reply = await run('return 1 + 1;');
+
 		expect(reply.isError).toBe(false);
 		expect(reply.content).toContain('=> 2');
 	});
 
 	it('exposes nerdamer for symbolic computation', async () => {
 		const reply = await run("return nerdamer.diff('sin(x)/x', 'x').toString();");
+
 		expect(reply.isError).toBe(false);
 		expect(reply.content).toContain('cos(x)');
 	});
 
 	it('computes exact rational arithmetic', async () => {
 		const reply = await run("return nerdamer('1/3 + 1/6').toString();");
+
 		expect(reply.isError).toBe(false);
 		expect(reply.content).toContain('=> 1/2');
 	});
@@ -39,6 +43,7 @@ describe('sandbox service', () => {
 		const reply = await run(
 			"return nerdamer('expand((1+x*y)^3 - (1 + 3*x*y + 3*x^2*y^2 + x^3*y^3))').toString();"
 		);
+
 		expect(reply.isError).toBe(false);
 		expect(reply.content).toContain('=> 0');
 	});
@@ -47,12 +52,14 @@ describe('sandbox service', () => {
 		const reply = await run(
 			"try { await fetch('https://example.com/'); return 'leaked'; } catch { return 'blocked'; }"
 		);
+
 		expect(reply.isError).toBe(false);
 		expect(reply.content).toContain('=> blocked');
 	});
 
 	it('enforces the timeout on runaway code', async () => {
 		const reply = await run('while (true) {}', 500);
+
 		expect(reply.isError).toBe(true);
 		expect(reply.content).toContain('timed out');
 	});
diff --git a/tools/ui/tests/client/settings-registry-invariants.svelte.test.ts b/tools/ui/tests/client/settings-registry-invariants.svelte.test.ts
index 74817234e..6e169702c 100644
--- a/tools/ui/tests/client/settings-registry-invariants.svelte.test.ts
+++ b/tools/ui/tests/client/settings-registry-invariants.svelte.test.ts
@@ -1,10 +1,10 @@
-import { beforeEach, describe, expect, it } from 'vitest';
-import { settingsStore, config } from '$lib/stores/settings.svelte';
-import { serverStore } from '$lib/stores/server.svelte';
-import { ParameterSyncService } from '$lib/services/parameter-sync.service';
 import { SETTING_CONFIG_DEFAULT } from '$lib/constants/settings-registry';
 import { CONFIG_LOCALSTORAGE_KEY } from '$lib/constants/storage';
+import { ParameterSyncService } from '$lib/services/parameter-sync.service';
+import { serverStore } from '$lib/stores/server.svelte';
+import { config, settingsStore } from '$lib/stores/settings.svelte';
 import type { SettingsConfigType } from '$lib/types';
+import { beforeEach, describe, expect, it } from 'vitest';
 
 type Primitive = string | number | boolean;
 
@@ -14,13 +14,17 @@ const KEYS = Object.keys(SETTING_CONFIG_DEFAULT).filter(
 
 function divergent(key: string, base: Primitive): Primitive {
 	if (typeof base === 'boolean') return !base;
+
 	if (typeof base === 'number') return base + 7;
+
 	return `user-${key}`;
 }
 
 function baselineFor(key: string, base: Primitive): Primitive {
 	if (typeof base === 'boolean') return !base;
+
 	if (typeof base === 'number') return base + 42;
+
 	return `admin-${key}`;
 }
 
@@ -37,7 +41,6 @@ function mockProps(uiSettings: Record<string, Primitive>) {
 
 const setUser = (key: string, value: Primitive) =>
 	settingsStore.updateConfig(key as keyof SettingsConfigType, value as never);
-
 const current = (key: string) => (config() as Record<string, unknown>)[key];
 
 describe('registry-wide invariants', () => {
@@ -48,6 +51,7 @@ describe('registry-wide invariants', () => {
 	it('I1: no load ever modifies a stored user value, for any key of any type', () => {
 		settingsStore.initialize();
 		const userValues: Record<string, Primitive> = {};
+
 		for (const key of KEYS) {
 			userValues[key] = divergent(key, SETTING_CONFIG_DEFAULT[key] as Primitive);
 			setUser(key, userValues[key]);
@@ -56,6 +60,7 @@ describe('registry-wide invariants', () => {
 		// simulated F5 + adverse admin baseline on every key, synced twice
 		settingsStore.initialize();
 		const adverse: Record<string, Primitive> = {};
+
 		for (const key of KEYS)
 			adverse[key] = baselineFor(key, SETTING_CONFIG_DEFAULT[key] as Primitive);
 		mockProps(adverse);
@@ -70,6 +75,7 @@ describe('registry-wide invariants', () => {
 	it('first visit: the baseline applies for every key, false and 0 included', () => {
 		settingsStore.initialize();
 		const baseline: Record<string, Primitive> = {};
+
 		for (const key of KEYS)
 			baseline[key] = baselineFor(key, SETTING_CONFIG_DEFAULT[key] as Primitive);
 		mockProps(baseline);
@@ -78,6 +84,7 @@ describe('registry-wide invariants', () => {
 
 		for (const key of KEYS) {
 			if (ParameterSyncService.canSyncParameter(key)) continue;
+
 			expect(current(key), key).toBe(baseline[key]);
 		}
 	});
@@ -87,6 +94,7 @@ describe('registry-wide invariants', () => {
 		for (const key of KEYS) setUser(key, divergent(key, SETTING_CONFIG_DEFAULT[key] as Primitive));
 
 		const baseline: Record<string, Primitive> = {};
+
 		KEYS.filter((_, i) => i % 2 === 0).forEach((key) => {
 			baseline[key] = baselineFor(key, SETTING_CONFIG_DEFAULT[key] as Primitive);
 		});
diff --git a/tools/ui/tests/client/settings-render-keys-migration.svelte.test.ts b/tools/ui/tests/client/settings-render-keys-migration.svelte.test.ts
new file mode 100644
index 000000000..380a2e74d
--- /dev/null
+++ b/tools/ui/tests/client/settings-render-keys-migration.svelte.test.ts
@@ -0,0 +1,64 @@
+// Guards the unfolding of `renderContentAsRawText` back onto the two
+// per-surface render keys. The single toggle carried user content and
+// thinking at once, so only the user key is restored from it and thinking
+// returns to its own default. The toggle is removed from the persisted
+// config so it does not stay orphaned in localStorage.
+
+import { CONFIG_LOCALSTORAGE_KEY } from '$lib/constants/storage';
+import { MigrationService } from '$lib/services/migration.service';
+import { config, settingsStore } from '$lib/stores/settings.svelte';
+import { beforeEach, describe, expect, it } from 'vitest';
+
+const RENDER_KEYS_MIGRATION_ID = 'render-keys-unfold-v1';
+
+async function seedConfig(stored: Record<string, unknown>) {
+	localStorage.setItem(CONFIG_LOCALSTORAGE_KEY, JSON.stringify(stored));
+
+	const migration = MigrationService.getMigrations().find((m) => m.id === RENDER_KEYS_MIGRATION_ID);
+
+	await migration?.run();
+	settingsStore.initialize();
+}
+
+function persisted(): Record<string, unknown> {
+	return JSON.parse(localStorage.getItem(CONFIG_LOCALSTORAGE_KEY) ?? '{}');
+}
+
+describe('renderContentAsRawText unfolding', () => {
+	beforeEach(() => {
+		localStorage.removeItem(CONFIG_LOCALSTORAGE_KEY);
+		MigrationService.resetState();
+		settingsStore.initialize();
+	});
+
+	it('maps raw text to user content as plain text', async () => {
+		await seedConfig({ renderContentAsRawText: true });
+		expect(config().renderUserContentAsMarkdown).toBe(false);
+	});
+
+	it('maps markdown to user content as markdown', async () => {
+		await seedConfig({ renderContentAsRawText: false });
+		expect(config().renderUserContentAsMarkdown).toBe(true);
+	});
+
+	it('leaves thinking on its own default', async () => {
+		await seedConfig({ renderContentAsRawText: true });
+		expect(config().renderThinkingAsMarkdown).toBe(true);
+	});
+
+	it('keeps an explicit user preference over the toggle', async () => {
+		await seedConfig({ renderContentAsRawText: true, renderUserContentAsMarkdown: true });
+		expect(config().renderUserContentAsMarkdown).toBe(true);
+	});
+
+	it('drops the toggle from the persisted config', async () => {
+		await seedConfig({ renderContentAsRawText: true });
+		expect(persisted().renderContentAsRawText).toBeUndefined();
+	});
+
+	it('leaves both surfaces on markdown when nothing is stored', async () => {
+		await seedConfig({});
+		expect(config().renderUserContentAsMarkdown).toBe(true);
+		expect(config().renderThinkingAsMarkdown).toBe(true);
+	});
+});
diff --git a/tools/ui/tests/client/ui-settings-sync.svelte.test.ts b/tools/ui/tests/client/ui-settings-sync.svelte.test.ts
index e2ba3c2da..bef2400df 100644
--- a/tools/ui/tests/client/ui-settings-sync.svelte.test.ts
+++ b/tools/ui/tests/client/ui-settings-sync.svelte.test.ts
@@ -1,7 +1,7 @@
-import { beforeEach, describe, expect, it } from 'vitest';
-import { settingsStore, config } from '$lib/stores/settings.svelte';
-import { serverStore } from '$lib/stores/server.svelte';
 import { CONFIG_LOCALSTORAGE_KEY } from '$lib/constants/storage';
+import { serverStore } from '$lib/stores/server.svelte';
+import { config, settingsStore } from '$lib/stores/settings.svelte';
+import { beforeEach, describe, expect, it } from 'vitest';
 
 function mockProps(uiSettings: Record<string, string | number | boolean>) {
 	Object.defineProperty(serverStore, 'props', {
@@ -21,7 +21,7 @@ describe('server ui_settings application semantics', () => {
 
 	it('applies the admin defaults once for a new user', () => {
 		settingsStore.initialize();
-		mockProps({ theme: 'dark', apiKey: '' });
+		mockProps({ apiKey: '', theme: 'dark' });
 
 		settingsStore.syncWithServerDefaults();
 
@@ -35,7 +35,7 @@ describe('server ui_settings application semantics', () => {
 
 		// simulated F5: config now exists in localStorage
 		settingsStore.initialize();
-		mockProps({ theme: 'dark', apiKey: '' });
+		mockProps({ apiKey: '', theme: 'dark' });
 
 		settingsStore.syncWithServerDefaults();
 		settingsStore.syncWithServerDefaults();
@@ -43,6 +43,7 @@ describe('server ui_settings application semantics', () => {
 		expect(config().theme).toBe('light');
 		expect(config().apiKey).toBe('sk-user-key');
 		const stored = JSON.parse(localStorage.getItem(CONFIG_LOCALSTORAGE_KEY) ?? '{}');
+
 		expect(stored.apiKey).toBe('sk-user-key');
 	});
 
@@ -50,7 +51,7 @@ describe('server ui_settings application semantics', () => {
 		settingsStore.initialize();
 		settingsStore.updateConfig('theme', 'light');
 		settingsStore.updateConfig('apiKey', 'sk-user-key');
-		mockProps({ theme: 'dark', apiKey: '' });
+		mockProps({ apiKey: '', theme: 'dark' });
 
 		settingsStore.forceSyncWithServerDefaults();
 
diff --git a/tools/ui/tests/client/update-message-in-place.svelte.test.ts b/tools/ui/tests/client/update-message-in-place.svelte.test.ts
index 54c215fef..65298b44b 100644
--- a/tools/ui/tests/client/update-message-in-place.svelte.test.ts
+++ b/tools/ui/tests/client/update-message-in-place.svelte.test.ts
@@ -7,21 +7,21 @@
 // made per-token cost scale with conversation length (1.26ms at 1 prior message
 // -> 3.07ms at 40). Mutating in place keeps it flat.
 
-import { describe, it, expect } from 'vitest';
+import { MessageRole } from '$lib/enums';
 import { conversationsStore } from '$lib/stores/conversations.svelte';
 import type { DatabaseMessage } from '$lib/types';
-import { MessageRole } from '$lib/enums';
+import { describe, expect, it } from 'vitest';
 
 function makeMessage(id: string): DatabaseMessage {
 	return {
-		id,
-		convId: 'c1',
-		type: 'text',
-		timestamp: 0,
-		role: MessageRole.ASSISTANT,
+		children: [],
 		content: '',
+		convId: 'c1',
+		id,
 		parent: null,
-		children: []
+		role: MessageRole.ASSISTANT,
+		timestamp: 0,
+		type: 'text'
 	} as DatabaseMessage;
 }
 
diff --git a/tools/ui/tests/e2e/pwa.e2e.ts b/tools/ui/tests/e2e/pwa.e2e.ts
index c20eec276..09442f429 100644
--- a/tools/ui/tests/e2e/pwa.e2e.ts
+++ b/tools/ui/tests/e2e/pwa.e2e.ts
@@ -13,6 +13,7 @@ test.describe('PWA Service Worker', () => {
 					setTimeout(() => reject(new Error('Service worker registration failed: timeout')), 15000)
 				)
 			]);
+
 			// @ts-expect-error registration is of type unknown
 			return registration.active?.scriptURL;
 		});
@@ -30,6 +31,7 @@ test.describe('PWA Service Worker', () => {
 
 		const swActive = await page.evaluate(async () => {
 			const reg = await navigator.serviceWorker.ready;
+
 			return reg.active?.scriptURL ?? null;
 		});
 
@@ -67,6 +69,7 @@ test.describe('PWA Service Worker', () => {
 		await offlinePage.goto('/');
 
 		const bodyText = await offlinePage.locator('body').textContent();
+
 		expect(bodyText).toBeTruthy();
 
 		await context.close();
@@ -74,9 +77,11 @@ test.describe('PWA Service Worker', () => {
 
 	test('version.json is accessible and contains version', async ({ page }) => {
 		const versionResponse = await page.request.get('/_app/version.json');
+
 		expect(versionResponse.ok()).toBeTruthy();
 
 		const versionData = await versionResponse.json();
+
 		expect(versionData).toHaveProperty('version');
 		expect(typeof versionData.version).toBe('string');
 		expect(versionData.version.length).toBeGreaterThan(0);
@@ -84,9 +89,11 @@ test.describe('PWA Service Worker', () => {
 
 	test('manifest.webmanifest is accessible and valid', async ({ page }) => {
 		const response = await page.request.get('/manifest.webmanifest');
+
 		expect(response.ok()).toBeTruthy();
 
 		const manifest = await response.json();
+
 		expect(manifest).toHaveProperty('name', 'llama-ui');
 		expect(manifest).toHaveProperty('short_name', 'llama-ui');
 		expect(manifest).toHaveProperty('start_url', './');
@@ -97,6 +104,7 @@ test.describe('PWA Service Worker', () => {
 
 	test('index.html contains content-hashed bundle references', async ({ page }) => {
 		const response = await page.request.get('/');
+
 		expect(response.ok()).toBeTruthy();
 
 		const html = await response.text();
diff --git a/tools/ui/tests/stories/ChatMessage.stories.svelte b/tools/ui/tests/stories/ChatMessage.stories.svelte
index e640176a8..023ba1ac4 100644
--- a/tools/ui/tests/stories/ChatMessage.stories.svelte
+++ b/tools/ui/tests/stories/ChatMessage.stories.svelte
@@ -3,86 +3,86 @@
 	import ChatMessage from '$lib/components/app/chat/ChatMessages/ChatMessage/ChatMessage.svelte';
 
 	const { Story } = defineMeta({
-		title: 'Components/ChatScreen/ChatMessage',
 		component: ChatMessage,
 		parameters: {
 			layout: 'centered'
-		}
+		},
+		title: 'Components/ChatScreen/ChatMessage'
 	});
 
 	// Mock messages for different scenarios
 	const userMessage: DatabaseMessage = {
-		id: '1',
-		convId: 'conv-1',
-		type: 'message',
-		timestamp: Date.now() - 1000 * 60 * 5,
-		role: 'user',
+		children: [],
 		content: 'What is the meaning of life, the universe, and everything?',
+		convId: 'conv-1',
+		id: '1',
 		parent: '',
+		role: 'user',
 		thinking: '',
-		children: []
+		timestamp: Date.now() - 1000 * 60 * 5,
+		type: 'message'
 	};
 
 	const assistantMessage: DatabaseMessage = {
-		id: '2',
-		convId: 'conv-1',
-		type: 'message',
-		timestamp: Date.now() - 1000 * 60 * 3,
-		role: 'assistant',
+		children: [],
 		content:
 			'The answer to the ultimate question of life, the universe, and everything is **42**.\n\nThis comes from Douglas Adams\' "The Hitchhiker\'s Guide to the Galaxy," where a supercomputer named Deep Thought calculated this answer over 7.5 million years. However, the question itself was never properly formulated, which is why the answer seems meaningless without context.',
+		convId: 'conv-1',
+		id: '2',
 		parent: '1',
+		role: 'assistant',
 		thinking: '',
-		children: []
+		timestamp: Date.now() - 1000 * 60 * 3,
+		type: 'message'
 	};
 
 	const assistantWithReasoning: DatabaseMessage = {
-		id: '3',
-		convId: 'conv-1',
-		type: 'message',
-		timestamp: Date.now() - 1000 * 60 * 2,
-		role: 'assistant',
+		children: [],
 		content: "Here's the concise answer, now that I've thought it through carefully for you.",
+		convId: 'conv-1',
+		id: '3',
 		parent: '1',
+		role: 'assistant',
 		thinking:
 			"Let's consider the user's question step by step:\\n\\n1. Identify the core problem\\n2. Evaluate relevant information\\n3. Formulate a clear answer\\n\\nFollowing this process ensures the final response stays focused and accurate.",
-		children: []
+		timestamp: Date.now() - 1000 * 60 * 2,
+		type: 'message'
 	};
 	const rawOutputMessage: DatabaseMessage = {
-		id: '6',
-		convId: 'conv-1',
-		type: 'message',
-		timestamp: Date.now() - 1000 * 60,
-		role: 'assistant',
+		children: [],
 		content:
 			'<|channel|>analysis<|message|>User greeted me. Initiating overcomplicated analysis: Is this a trap? No, just a normal hello. Respond calmly, act like a helpful assistant, and do not start explaining quantum physics again. Confidence 0.73. Engaging socially acceptable greeting protocol...<|end|>Hello there! How can I help you today?',
+		convId: 'conv-1',
+		id: '6',
 		parent: '1',
+		role: 'assistant',
 		thinking: '',
-		children: []
+		timestamp: Date.now() - 1000 * 60,
+		type: 'message'
 	};
 
 	let processingMessage = $state({
-		id: '4',
-		convId: 'conv-1',
-		type: 'message',
-		timestamp: 0, // No timestamp = processing
-		role: 'assistant',
+		children: [],
 		content: '',
+		convId: 'conv-1',
+		id: '4',
 		parent: '1',
+		role: 'assistant',
 		thinking: '',
-		children: []
+		timestamp: 0, // No timestamp = processing
+		type: 'message'
 	});
 
 	let streamingMessage = $state({
-		id: '5',
-		convId: 'conv-1',
-		type: 'message',
-		timestamp: 0, // No timestamp = streaming
-		role: 'assistant',
+		children: [],
 		content: '',
+		convId: 'conv-1',
+		id: '5',
 		parent: '1',
+		role: 'assistant',
 		thinking: '',
-		children: []
+		timestamp: 0, // No timestamp = streaming
+		type: 'message'
 	});
 </script>
 
@@ -93,6 +93,7 @@
 	}}
 	play={async () => {
 		const { settingsStore } = await import('$lib/stores/settings.svelte');
+
 		settingsStore.updateConfig('showRawOutputSwitch', false);
 	}}
 />
@@ -105,6 +106,7 @@
 	}}
 	play={async () => {
 		const { settingsStore } = await import('$lib/stores/settings.svelte');
+
 		settingsStore.updateConfig('showRawOutputSwitch', false);
 	}}
 />
@@ -117,6 +119,7 @@
 	}}
 	play={async () => {
 		const { settingsStore } = await import('$lib/stores/settings.svelte');
+
 		settingsStore.updateConfig('showRawOutputSwitch', false);
 	}}
 />
@@ -129,6 +132,7 @@
 	}}
 	play={async () => {
 		const { settingsStore } = await import('$lib/stores/settings.svelte');
+
 		settingsStore.updateConfig('showRawOutputSwitch', true);
 	}}
 />
@@ -141,16 +145,18 @@
 	asChild
 	play={async () => {
 		const { settingsStore } = await import('$lib/stores/settings.svelte');
+
 		settingsStore.updateConfig('showRawOutputSwitch', false);
 		// Phase 1: Stream reasoning content in chunks
 		let reasoningText =
 			'I need to think about this carefully. Let me break down the problem:\n\n1. The user is asking for help with something complex\n2. I should provide a thorough and helpful response\n3. I need to consider multiple approaches\n4. The best solution would be to explain step by step\n\nThis approach will ensure clarity and understanding.';
-
 		let reasoningChunk = 'I';
 		let i = 0;
+
 		while (i < reasoningText.length) {
 			const chunkSize = Math.floor(Math.random() * 5) + 3; // Random 3-7 characters
 			const chunk = reasoningText.slice(i, i + chunkSize);
+
 			reasoningChunk += chunk;
 
 			// Update the reactive state directly
@@ -164,11 +170,13 @@
 			"Based on my analysis, here's the solution:\n\n**Step 1:** First, we need to understand the requirements clearly.\n\n**Step 2:** Then we can implement the solution systematically.\n\n**Step 3:** Finally, we test and validate the results.\n\nThis approach ensures we cover all aspects of the problem effectively.";
 
 		let contentChunk = '';
+
 		i = 0;
 
 		while (i < regularText.length) {
 			const chunkSize = Math.floor(Math.random() * 5) + 3; // Random 3-7 characters
 			const chunk = regularText.slice(i, i + chunkSize);
+
 			contentChunk += chunk;
 
 			// Update the reactive state directly
@@ -193,6 +201,7 @@
 	}}
 	play={async () => {
 		const { settingsStore } = await import('$lib/stores/settings.svelte');
+
 		settingsStore.updateConfig('showRawOutputSwitch', false);
 		// Import the chat store to simulate loading state
 		const { chatStore } = await import('$lib/stores/chat.svelte');
diff --git a/tools/ui/tests/stories/ChatScreenForm.stories.svelte b/tools/ui/tests/stories/ChatScreenForm.stories.svelte
index 4c1734345..4aeddd6be 100644
--- a/tools/ui/tests/stories/ChatScreenForm.stories.svelte
+++ b/tools/ui/tests/stories/ChatScreenForm.stories.svelte
@@ -1,42 +1,42 @@
 <script module lang="ts">
+	import jpgAsset from './fixtures/assets/1.jpg?url';
+	import pdfAsset from './fixtures/assets/example.pdf?raw';
+	import svgAsset from './fixtures/assets/hf-logo.svg?url';
 	import { defineMeta } from '@storybook/addon-svelte-csf';
 	import ChatScreenForm from '$lib/components/app/chat/ChatScreen/ChatScreenForm.svelte';
 	import { expect } from 'storybook/test';
-	import jpgAsset from './fixtures/assets/1.jpg?url';
-	import svgAsset from './fixtures/assets/hf-logo.svg?url';
-	import pdfAsset from './fixtures/assets/example.pdf?raw';
 
 	const { Story } = defineMeta({
-		title: 'Components/ChatScreen/ChatScreenForm',
 		component: ChatScreenForm,
 		parameters: {
 			layout: 'centered'
-		}
+		},
+		title: 'Components/ChatScreen/ChatScreenForm'
 	});
 
 	let fileAttachments = $state([
 		{
+			file: new File([''], '1.jpg', { type: 'image/jpeg' }),
 			id: '1',
 			name: '1.jpg',
-			type: 'image/jpeg',
-			size: 44891,
 			preview: jpgAsset,
-			file: new File([''], '1.jpg', { type: 'image/jpeg' })
+			size: 44891,
+			type: 'image/jpeg'
 		},
 		{
+			file: new File([''], 'hf-logo.svg', { type: 'image/svg+xml' }),
 			id: '2',
 			name: 'hf-logo.svg',
-			type: 'image/svg+xml',
-			size: 1234,
 			preview: svgAsset,
-			file: new File([''], 'hf-logo.svg', { type: 'image/svg+xml' })
+			size: 1234,
+			type: 'image/svg+xml'
 		},
 		{
+			file: new File([pdfAsset], 'example.pdf', { type: 'application/pdf' }),
 			id: '3',
 			name: 'example.pdf',
-			type: 'application/pdf',
 			size: 351048,
-			file: new File([pdfAsset], 'example.pdf', { type: 'application/pdf' })
+			type: 'application/pdf'
 		}
 	]);
 </script>
@@ -62,6 +62,7 @@
 		await expect(textarea).toHaveValue(text);
 
 		const fileInput = document.querySelector('input[type="file"]');
+
 		await expect(fileInput).not.toHaveAttribute('accept');
 	}}
 />
diff --git a/tools/ui/tests/stories/MarkdownContent.stories.svelte b/tools/ui/tests/stories/MarkdownContent.stories.svelte
index 04f270a43..094573291 100644
--- a/tools/ui/tests/stories/MarkdownContent.stories.svelte
+++ b/tools/ui/tests/stories/MarkdownContent.stories.svelte
@@ -1,59 +1,60 @@
 <script module lang="ts">
-	import { defineMeta } from '@storybook/addon-svelte-csf';
-	import { expect } from 'storybook/test';
-	import { MarkdownContent } from '$lib/components/app';
 	import { AI_TUTORIAL_MD } from './fixtures/ai-tutorial.js';
 	import { API_DOCS_MD } from './fixtures/api-docs.js';
 	import { BLOG_POST_MD } from './fixtures/blog-post.js';
 	import { DATA_ANALYSIS_MD } from './fixtures/data-analysis.js';
-	import { README_MD } from './fixtures/readme.js';
-	import { MATH_FORMULAS_MD } from './fixtures/math-formulas.js';
 	import { EMPTY_MD } from './fixtures/empty.js';
+	import { MATH_FORMULAS_MD } from './fixtures/math-formulas.js';
+	import { README_MD } from './fixtures/readme.js';
+	import { defineMeta } from '@storybook/addon-svelte-csf';
+	import { MarkdownContent } from '$lib/components/app';
+	import { expect } from 'storybook/test';
 
 	const { Story } = defineMeta({
-		title: 'Components/MarkdownContent',
 		component: MarkdownContent,
 		parameters: {
 			layout: 'centered'
-		}
+		},
+		title: 'Components/MarkdownContent'
 	});
 </script>
 
-<Story name="Empty" args={{ content: EMPTY_MD, class: 'max-w-[56rem] w-[calc(100vw-2rem)]' }} />
+<Story name="Empty" args={{ class: 'max-w-[56rem] w-[calc(100vw-2rem)]', content: EMPTY_MD }} />
 
 <Story
 	name="AI Tutorial"
-	args={{ content: AI_TUTORIAL_MD, class: 'max-w-[56rem] w-[calc(100vw-2rem)]' }}
+	args={{ class: 'max-w-[56rem] w-[calc(100vw-2rem)]', content: AI_TUTORIAL_MD }}
 />
 
 <Story
 	name="API Documentation"
-	args={{ content: API_DOCS_MD, class: 'max-w-[56rem] w-[calc(100vw-2rem)]' }}
+	args={{ class: 'max-w-[56rem] w-[calc(100vw-2rem)]', content: API_DOCS_MD }}
 />
 
 <Story
 	name="Technical Blog"
-	args={{ content: BLOG_POST_MD, class: 'max-w-[56rem] w-[calc(100vw-2rem)]' }}
+	args={{ class: 'max-w-[56rem] w-[calc(100vw-2rem)]', content: BLOG_POST_MD }}
 />
 
 <Story
 	name="Data Analysis"
-	args={{ content: DATA_ANALYSIS_MD, class: 'max-w-[56rem] w-[calc(100vw-2rem)]' }}
+	args={{ class: 'max-w-[56rem] w-[calc(100vw-2rem)]', content: DATA_ANALYSIS_MD }}
 />
 
 <Story
 	name="README file"
-	args={{ content: README_MD, class: 'max-w-[56rem] w-[calc(100vw-2rem)]' }}
+	args={{ class: 'max-w-[56rem] w-[calc(100vw-2rem)]', content: README_MD }}
 />
 
 <Story
 	name="Math Formulas"
-	args={{ content: MATH_FORMULAS_MD, class: 'max-w-[56rem] w-[calc(100vw-2rem)]' }}
+	args={{ class: 'max-w-[56rem] w-[calc(100vw-2rem)]', content: MATH_FORMULAS_MD }}
 />
 
 <Story
 	name="URL Links"
 	args={{
+		class: 'max-w-[56rem] w-[calc(100vw-2rem)]',
 		content: `# URL Links Test
 
 Here are some example URLs that should open in new tabs:
@@ -65,11 +66,11 @@ Here are some example URLs that should open in new tabs:
 
 You can also test inline links like https://example.com or https://docs.python.org.
 
-All links should have \`target="_blank"\` and \`rel="noopener noreferrer"\` attributes for security.`,
-		class: 'max-w-[56rem] w-[calc(100vw-2rem)]'
+All links should have \`target="_blank"\` and \`rel="noopener noreferrer"\` attributes for security.`
 	}}
 	play={async (context) => {
 		const { canvasElement } = context;
+
 		// Wait for component to render
 		await new Promise((resolve) => setTimeout(resolve, 100));
 
@@ -97,22 +98,26 @@ All links should have \`target="_blank"\` and \`rel="noopener noreferrer"\` attr
 		const hugginFaceLink = linkList.find(
 			(link) => link.getAttribute('href') === 'https://huggingface.co'
 		);
+
 		expect(hugginFaceLink).toBeTruthy();
 		expect(hugginFaceLink?.textContent).toBe('Hugging Face Homepage');
 
 		const githubLink = linkList.find(
 			(link) => link.getAttribute('href') === 'https://github.com/ggml-org/llama.cpp'
 		);
+
 		expect(githubLink).toBeTruthy();
 		expect(githubLink?.textContent).toBe('GitHub Repository');
 
 		const openaiLink = linkList.find((link) => link.getAttribute('href') === 'https://openai.com');
+
 		expect(openaiLink).toBeTruthy();
 		expect(openaiLink?.textContent).toBe('OpenAI Website');
 
 		const googleLink = linkList.find(
 			(link) => link.getAttribute('href') === 'https://www.google.com'
 		);
+
 		expect(googleLink).toBeTruthy();
 		expect(googleLink?.textContent).toBe('Google Search');
 
@@ -120,11 +125,13 @@ All links should have \`target="_blank"\` and \`rel="noopener noreferrer"\` attr
 		const exampleLink = linkList.find(
 			(link) => link.getAttribute('href') === 'https://example.com'
 		);
+
 		expect(exampleLink).toBeTruthy();
 
 		const pythonDocsLink = linkList.find(
 			(link) => link.getAttribute('href') === 'https://docs.python.org'
 		);
+
 		expect(pythonDocsLink).toBeTruthy();
 
 		console.log(`✅ URL Links test passed - Found ${links.length} links with proper attributes`);
diff --git a/tools/ui/tests/stories/ModelsSelector.stories.svelte b/tools/ui/tests/stories/ModelsSelector.stories.svelte
index 3aba0dc78..d63300cb2 100644
--- a/tools/ui/tests/stories/ModelsSelector.stories.svelte
+++ b/tools/ui/tests/stories/ModelsSelector.stories.svelte
@@ -3,39 +3,39 @@
 	import ModelsSelectorList from '$lib/components/app/models/ModelsSelectorList.svelte';
 	import ModelsSelectorOption from '$lib/components/app/models/ModelsSelectorOption.svelte';
 	import type { GroupedModelOptions, ModelItem } from '$lib/components/app/models/utils';
-	import { modelsStore } from '$lib/stores/models.svelte';
 	import { ServerModelStatus } from '$lib/enums';
+	import { modelsStore } from '$lib/stores/models.svelte';
 
 	const { Story } = defineMeta({
-		title: 'Components/ModelsSelector',
 		parameters: {
 			layout: 'centered'
-		}
+		},
+		title: 'Components/ModelsSelector'
 	});
 
 	const mockModel = (id: string, name: string, orgName?: string, tags?: string[]): ModelOption => ({
+		capabilities: [],
 		id,
-		name,
 		model: orgName ? `${orgName}/${name}` : name,
-		capabilities: [],
+		name,
 		parsedId: {
-			raw: orgName ? `${orgName}/${name}` : name,
-			orgName: orgName ?? null,
+			activatedParams: null,
 			modelName: name,
+			orgName: orgName ?? null,
 			params: null,
-			activatedParams: null,
 			quantization: null,
+			raw: orgName ? `${orgName}/${name}` : name,
 			tags: tags ?? []
 		},
 		tags
 	});
 
 	const mockRouterEntry = (modelName: string, status: ServerModelStatus): ApiModelDataEntry => ({
+		created: Date.now(),
 		id: modelName,
+		in_cache: true,
 		object: 'model',
 		owned_by: 'llamacpp',
-		created: Date.now(),
-		in_cache: true,
 		path: `/models/${modelName}`,
 		status: { value: status }
 	});
@@ -60,57 +60,58 @@
 	mockModelsStore();
 
 	const loadedModels: ModelItem[] = [
-		{ option: mockModel('llama3.1-8b', 'Llama-3.1-8B-Instruct', 'meta'), flatIndex: 0 },
-		{ option: mockModel('mistral-7b', 'Mistral-7B-v0.3', 'mistralai'), flatIndex: 1 }
+		{ flatIndex: 0, option: mockModel('llama3.1-8b', 'Llama-3.1-8B-Instruct', 'meta') },
+		{ flatIndex: 1, option: mockModel('mistral-7b', 'Mistral-7B-v0.3', 'mistralai') }
 	];
 
 	const favoriteModels: ModelItem[] = [
-		{ option: mockModel('qwen2.5-7b', 'Qwen2.5-7B-Instruct', 'Qwen'), flatIndex: 2 },
-		{ option: mockModel('llama3.2-3b', 'Llama-3.2-3B-Instruct', 'meta'), flatIndex: 3 }
+		{ flatIndex: 2, option: mockModel('qwen2.5-7b', 'Qwen2.5-7B-Instruct', 'Qwen') },
+		{ flatIndex: 3, option: mockModel('llama3.2-3b', 'Llama-3.2-3B-Instruct', 'meta') }
 	];
 
 	const availableModels: ModelItem[] = [
 		{
-			option: mockModel('deepseek-coder-6.7b', 'DeepSeek-Coder-6.7B', 'deepseek', ['coding']),
-			flatIndex: 4
+			flatIndex: 4,
+			option: mockModel('deepseek-coder-6.7b', 'DeepSeek-Coder-6.7B', 'deepseek', ['coding'])
 		},
-		{ option: mockModel('gemma-2-9b', 'Gemma-2-9B-IT', 'google'), flatIndex: 5 },
-		{ option: mockModel('phi-3-mini', 'Phi-3-mini-4k', 'microsoft'), flatIndex: 6 },
-		{ option: mockModel('codellama-7b', 'CodeLlama-7B', 'codellama', ['coding']), flatIndex: 7 },
-		{ option: mockModel('neural-chat-7b', 'Neural-Chat-7B-v3-3', 'intel'), flatIndex: 8 }
+		{ flatIndex: 5, option: mockModel('gemma-2-9b', 'Gemma-2-9B-IT', 'google') },
+		{ flatIndex: 6, option: mockModel('phi-3-mini', 'Phi-3-mini-4k', 'microsoft') },
+		{ flatIndex: 7, option: mockModel('codellama-7b', 'CodeLlama-7B', 'codellama', ['coding']) },
+		{ flatIndex: 8, option: mockModel('neural-chat-7b', 'Neural-Chat-7B-v3-3', 'intel') }
 	];
 
 	const groupedOptions: GroupedModelOptions = {
-		loaded: loadedModels,
-		favorites: favoriteModels,
 		available: [
 			{
-				orgName: 'deepseek',
-				items: [availableModels[0]]
+				items: [availableModels[0]],
+				orgName: 'deepseek'
 			},
 			{
-				orgName: 'google',
-				items: [availableModels[1]]
+				items: [availableModels[1]],
+				orgName: 'google'
 			},
 			{
-				orgName: 'microsoft',
-				items: [availableModels[2]]
+				items: [availableModels[2]],
+				orgName: 'microsoft'
 			},
 			{
-				orgName: 'codellama',
-				items: [availableModels[3]]
+				items: [availableModels[3]],
+				orgName: 'codellama'
 			},
 			{
-				orgName: 'intel',
-				items: [availableModels[4]]
+				items: [availableModels[4]],
+				orgName: 'intel'
 			}
-		]
+		],
+		favorites: favoriteModels,
+		loaded: loadedModels
 	};
 
 	function handleSelect(modelId: string) {
 		const opt = [...loadedModels, ...favoriteModels, ...availableModels].find(
 			(m) => m.option.id === modelId
 		);
+
 		if (opt) {
 			selectedModel = opt.option.model;
 			activeId = modelId;
@@ -134,9 +135,9 @@
 	<div class="w-80 rounded-lg border border-border bg-popover p-2 shadow-md">
 		<ModelsSelectorList
 			groups={{
-				loaded: [loadedModels[0]],
+				available: [],
 				favorites: [],
-				available: []
+				loaded: [loadedModels[0]]
 			}}
 			currentModel={null}
 			activeId={null}
@@ -150,9 +151,9 @@
 	<div class="w-80 rounded-lg border border-border bg-popover p-2 shadow-md">
 		<ModelsSelectorList
 			groups={{
-				loaded: [],
+				available: [],
 				favorites: favoriteModels,
-				available: []
+				loaded: []
 			}}
 			currentModel={null}
 			activeId={null}
diff --git a/tools/ui/tests/stories/PwaRefreshAlert.stories.svelte b/tools/ui/tests/stories/PwaRefreshAlert.stories.svelte
index 26aa57323..bb2d830a2 100644
--- a/tools/ui/tests/stories/PwaRefreshAlert.stories.svelte
+++ b/tools/ui/tests/stories/PwaRefreshAlert.stories.svelte
@@ -4,11 +4,11 @@
 	import { expect } from 'storybook/test';
 
 	const { Story } = defineMeta({
-		title: 'Components/PwaRefreshAlert',
 		component: PwaRefreshAlert,
 		parameters: {
 			layout: 'centered'
-		}
+		},
+		title: 'Components/PwaRefreshAlert'
 	});
 </script>
 
@@ -17,12 +17,15 @@
 	args={{ needRefresh: true, updateServiceWorker: () => console.log('reload') }}
 	play={async ({ canvas }) => {
 		const title = canvas.getByText('Update available');
+
 		await expect(title).toBeInTheDocument();
 
 		const description = canvas.getByText(/A new version is available/);
+
 		await expect(description).toBeInTheDocument();
 
 		const button = canvas.getByRole('button', { name: 'Reload' });
+
 		await expect(button).toBeInTheDocument();
 	}}
 />
@@ -32,6 +35,7 @@
 	args={{ needRefresh: false, updateServiceWorker: () => console.log('reload') }}
 	play={async ({ canvas }) => {
 		const title = canvas.queryByText('Update available');
+
 		await expect(title).not.toBeInTheDocument();
 	}}
 />
@@ -44,14 +48,17 @@
 	}}
 	play={async ({ canvas, userEvent }) => {
 		const button = canvas.getByRole('button', { name: 'Reload' });
+
 		await expect(button).toBeInTheDocument();
 
 		await userEvent.click(button);
 
 		const title = canvas.queryByText('Update available');
+
 		await expect(title).not.toBeInTheDocument();
 
 		const reloadBtn = canvas.queryByRole('button', { name: 'Reload' });
+
 		await expect(reloadBtn).not.toBeInTheDocument();
 	}}
 />
diff --git a/tools/ui/tests/stories/SidebarNavigation.stories.svelte b/tools/ui/tests/stories/SidebarNavigation.stories.svelte
index 7fbcef3ed..635992601 100644
--- a/tools/ui/tests/stories/SidebarNavigation.stories.svelte
+++ b/tools/ui/tests/stories/SidebarNavigation.stories.svelte
@@ -5,11 +5,11 @@
 	import { screen } from 'storybook/test';
 
 	const { Story } = defineMeta({
-		title: 'Components/SidebarNavigation',
 		component: SidebarNavigation,
 		parameters: {
 			layout: 'centered'
-		}
+		},
+		title: 'Components/SidebarNavigation'
 	});
 </script>
 
@@ -17,34 +17,34 @@
 	// Mock conversations for the sidebar
 	const mockConversations: DatabaseConversation[] = [
 		{
+			currNode: 'msg-1',
 			id: 'conv-1',
-			name: 'Getting Started with AI',
 			lastModified: Date.now() - 1000 * 60 * 5, // 5 minutes ago
-			currNode: 'msg-1'
+			name: 'Getting Started with AI'
 		},
 		{
+			currNode: 'msg-2',
 			id: 'conv-2',
-			name: 'Python Programming Help',
 			lastModified: Date.now() - 1000 * 60 * 60 * 2, // 2 hours ago
-			currNode: 'msg-2'
+			name: 'Python Programming Help'
 		},
 		{
+			currNode: 'msg-3',
 			id: 'conv-3',
-			name: 'Creative Writing Ideas',
 			lastModified: Date.now() - 1000 * 60 * 60 * 24, // 1 day ago
-			currNode: 'msg-3'
+			name: 'Creative Writing Ideas'
 		},
 		{
+			currNode: 'msg-4',
 			id: 'conv-4',
-			name: 'This is a very long conversation title that should be truncated properly when displayed',
 			lastModified: Date.now() - 1000 * 60 * 60 * 24 * 3, // 3 days ago
-			currNode: 'msg-4'
+			name: 'This is a very long conversation title that should be truncated properly when displayed'
 		},
 		{
+			currNode: 'msg-5',
 			id: 'conv-5',
-			name: 'Math Problem Solving',
 			lastModified: Date.now() - 1000 * 60 * 60 * 24 * 7, // 1 week ago
-			currNode: 'msg-5'
+			name: 'Math Problem Solving'
 		}
 	];
 </script>
@@ -81,8 +81,10 @@
 
 		// Expand sidebar first, then click Search in the expanded button list
 		const logoTrigger = screen.getByRole('button', { name: /expand navigation/i });
+
 		await userEvent.click(logoTrigger);
 		const searchTrigger = screen.getByText('Search');
+
 		userEvent.click(searchTrigger);
 	}}
 >
@@ -97,6 +99,7 @@
 	play={async () => {
 		// Mock empty conversations store
 		const { conversationsStore } = await import('$lib/stores/conversations.svelte');
+
 		conversationsStore.conversations = [];
 	}}
 >
diff --git a/tools/ui/tests/stories/a11y/ActionIcon.a11y.stories.svelte b/tools/ui/tests/stories/a11y/ActionIcon.a11y.stories.svelte
index 20f5e057b..5ac1f7db8 100644
--- a/tools/ui/tests/stories/a11y/ActionIcon.a11y.stories.svelte
+++ b/tools/ui/tests/stories/a11y/ActionIcon.a11y.stories.svelte
@@ -1,16 +1,16 @@
 <script module lang="ts">
-	import { defineMeta } from '@storybook/addon-svelte-csf';
 	import { Copy } from '@lucide/svelte';
+	import { defineMeta } from '@storybook/addon-svelte-csf';
 	import ActionIcon from '$lib/components/app/actions/ActionIcon.svelte';
 	import { expect } from 'storybook/test';
 
 	const { Story } = defineMeta({
-		title: 'Components/ActionIcon/Accessibility',
 		component: ActionIcon,
 		parameters: {
 			layout: 'centered'
 		},
-		tags: ['!dev']
+		tags: ['!dev'],
+		title: 'Components/ActionIcon/Accessibility'
 	});
 </script>
 
diff --git a/tools/ui/tests/stories/a11y/ChatMessageStatistics.a11y.stories.svelte b/tools/ui/tests/stories/a11y/ChatMessageStatistics.a11y.stories.svelte
index 4aaf60cd6..c757da51f 100644
--- a/tools/ui/tests/stories/a11y/ChatMessageStatistics.a11y.stories.svelte
+++ b/tools/ui/tests/stories/a11y/ChatMessageStatistics.a11y.stories.svelte
@@ -4,30 +4,30 @@
 	import { expect } from 'storybook/test';
 
 	const { Story } = defineMeta({
-		title: 'Components/ChatMessageStatistics/Accessibility',
 		component: ChatMessageStatistics,
 		parameters: {
 			layout: 'centered'
 		},
-		tags: ['!dev']
+		tags: ['!dev'],
+		title: 'Components/ChatMessageStatistics/Accessibility'
 	});
 </script>
 
 <Story
 	name="ViewButtonsSingleTabStop"
 	args={{
-		promptTokens: 100,
-		promptMs: 500,
-		predictedTokens: 200,
-		predictedMs: 1000,
 		agenticTimings: {
-			turns: 1,
+			llm: { predicted_ms: 1000, predicted_n: 200, prompt_ms: 500, prompt_n: 100 },
 			toolCallsCount: 1,
 			toolsMs: 500,
-			llm: { predicted_n: 200, predicted_ms: 1000, prompt_n: 100, prompt_ms: 500 }
+			turns: 1
 		},
 		hideSummary: false,
-		isLive: false
+		isLive: false,
+		predictedMs: 1000,
+		predictedTokens: 200,
+		promptMs: 500,
+		promptTokens: 100
 	}}
 	play={async ({ canvas, userEvent }) => {
 		const reading = await canvas.findByRole('button', { name: 'Reading' });
diff --git a/tools/ui/tests/stories/a11y/ChatScreenForm.a11y.stories.svelte b/tools/ui/tests/stories/a11y/ChatScreenForm.a11y.stories.svelte
index 46f852c06..a162f78d4 100644
--- a/tools/ui/tests/stories/a11y/ChatScreenForm.a11y.stories.svelte
+++ b/tools/ui/tests/stories/a11y/ChatScreenForm.a11y.stories.svelte
@@ -1,16 +1,16 @@
 <script module lang="ts">
 	import { defineMeta } from '@storybook/addon-svelte-csf';
 	import ChatScreenForm from '$lib/components/app/chat/ChatScreen/ChatScreenForm.svelte';
-	import { expect, screen, waitFor } from 'storybook/test';
 	import { ATTACHMENT_TOOLTIP_TEXT } from '$lib/constants';
+	import { expect, screen, waitFor } from 'storybook/test';
 
 	const { Story } = defineMeta({
-		title: 'Components/ChatScreen/ChatScreenForm/Accessibility',
 		component: ChatScreenForm,
 		parameters: {
 			layout: 'centered'
 		},
-		tags: ['!dev']
+		tags: ['!dev'],
+		title: 'Components/ChatScreen/ChatScreenForm/Accessibility'
 	});
 </script>
 
@@ -19,6 +19,7 @@
 	args={{ class: 'max-w-[56rem] w-[calc(100vw-2rem)]' }}
 	play={async ({ canvas, userEvent }) => {
 		const textarea = await canvas.findByRole('textbox');
+
 		await userEvent.clear(textarea);
 		await userEvent.type(textarea, 'What is the meaning of life?');
 
diff --git a/tools/ui/tests/stories/a11y/HorizontalScrollCarousel.a11y.stories.svelte b/tools/ui/tests/stories/a11y/HorizontalScrollCarousel.a11y.stories.svelte
index 937d7ab10..ef5abeafa 100644
--- a/tools/ui/tests/stories/a11y/HorizontalScrollCarousel.a11y.stories.svelte
+++ b/tools/ui/tests/stories/a11y/HorizontalScrollCarousel.a11y.stories.svelte
@@ -4,12 +4,12 @@
 	import { expect, waitFor } from 'storybook/test';
 
 	const { Story } = defineMeta({
-		title: 'Components/HorizontalScrollCarousel/Accessibility',
 		component: HorizontalScrollCarousel,
 		parameters: {
 			layout: 'centered'
 		},
-		tags: ['!dev']
+		tags: ['!dev'],
+		title: 'Components/HorizontalScrollCarousel/Accessibility'
 	});
 </script>
 
diff --git a/tools/ui/tests/stories/a11y/SidebarNavigationConversationItem.a11y.stories.svelte b/tools/ui/tests/stories/a11y/SidebarNavigationConversationItem.a11y.stories.svelte
index 1fc42608f..2a80ec530 100644
--- a/tools/ui/tests/stories/a11y/SidebarNavigationConversationItem.a11y.stories.svelte
+++ b/tools/ui/tests/stories/a11y/SidebarNavigationConversationItem.a11y.stories.svelte
@@ -4,20 +4,20 @@
 	import { expect } from 'storybook/test';
 
 	const mockForkedConversation: DatabaseConversation = {
+		currNode: 'msg-2',
+		forkedFromConversationId: 'conv-1',
 		id: 'conv-2',
-		name: 'Forked Conversation',
 		lastModified: Date.now(),
-		currNode: 'msg-2',
-		forkedFromConversationId: 'conv-1'
+		name: 'Forked Conversation'
 	};
 
 	const { Story } = defineMeta({
-		title: 'Components/SidebarNavigationConversationItem/Accessibility',
 		component: SidebarNavigationConversationItem,
 		parameters: {
 			layout: 'centered'
 		},
-		tags: ['!dev']
+		tags: ['!dev'],
+		title: 'Components/SidebarNavigationConversationItem/Accessibility'
 	});
 </script>
 
diff --git a/tools/ui/tests/stories/fixtures/storybook-mocks.ts b/tools/ui/tests/stories/fixtures/storybook-mocks.ts
index ecfcdf09d..736674690 100644
--- a/tools/ui/tests/stories/fixtures/storybook-mocks.ts
+++ b/tools/ui/tests/stories/fixtures/storybook-mocks.ts
@@ -1,5 +1,5 @@
-import { serverStore } from '$lib/stores/server.svelte';
 import { modelsStore } from '$lib/stores/models.svelte';
+import { serverStore } from '$lib/stores/server.svelte';
 
 /**
  * Mock server properties for Storybook testing
@@ -8,16 +8,17 @@ import { modelsStore } from '$lib/stores/models.svelte';
 export function mockServerProps(props: Partial<ApiLlamaCppServerProps>): void {
 	// Reset any pointer-events from previous tests (dropdown cleanup)
 	const body = document.querySelector('body');
+
 	if (body) body.style.pointerEvents = '';
 
 	// Directly set the props for testing purposes
 	(serverStore as unknown as { props: ApiLlamaCppServerProps }).props = {
-		model_path: props.model_path || 'test-model',
 		modalities: {
-			vision: props.modalities?.vision ?? false,
 			audio: props.modalities?.audio ?? false,
-			video: props.modalities?.video ?? false
+			video: props.modalities?.video ?? false,
+			vision: props.modalities?.vision ?? false
 		},
+		model_path: props.model_path || 'test-model',
 		...props
 	} as ApiLlamaCppServerProps;
 
@@ -41,8 +42,8 @@ export function mockServerProps(props: Partial<ApiLlamaCppServerProps>): void {
 	(modelsStore as any).models = [
 		{
 			id: 'test-model',
-			name: 'Test Model',
-			model: 'test-model'
+			model: 'test-model',
+			name: 'Test Model'
 		}
 	];
 
@@ -56,12 +57,12 @@ export function mockServerProps(props: Partial<ApiLlamaCppServerProps>): void {
  */
 export function resetServerStore(): void {
 	(serverStore as unknown as { props: ApiLlamaCppServerProps }).props = {
-		model_path: '',
 		modalities: {
-			vision: false,
 			audio: false,
-			video: false
-		}
+			video: false,
+			vision: false
+		},
+		model_path: ''
 	} as ApiLlamaCppServerProps;
 	(serverStore as unknown as { error: string }).error = '';
 	(serverStore as unknown as { loading: boolean }).loading = false;
@@ -71,16 +72,16 @@ export function resetServerStore(): void {
  * Common mock configurations for Storybook stories
  */
 export const mockConfigs = {
-	visionOnly: {
-		modalities: { vision: true, audio: false }
-	},
 	audioOnly: {
-		modalities: { vision: false, audio: true }
+		modalities: { audio: true, vision: false }
 	},
 	bothModalities: {
-		modalities: { vision: true, audio: true }
+		modalities: { audio: true, vision: true }
 	},
 	noModalities: {
-		modalities: { vision: false, audio: false, video: false }
+		modalities: { audio: false, video: false, vision: false }
+	},
+	visionOnly: {
+		modalities: { audio: false, vision: true }
 	}
 } as const;
diff --git a/tools/ui/tests/unit/abort.test.ts b/tools/ui/tests/unit/abort.test.ts
index 306e71ca1..b8b41667d 100644
--- a/tools/ui/tests/unit/abort.test.ts
+++ b/tools/ui/tests/unit/abort.test.ts
@@ -1,5 +1,5 @@
-import { describe, expect, it } from 'vitest';
 import { isAbortError } from '$lib/utils/abort';
+import { describe, expect, it } from 'vitest';
 
 describe('isAbortError', () => {
 	it('returns false for null, undefined and non-error values', () => {
@@ -12,11 +12,13 @@ describe('isAbortError', () => {
 
 	it('returns true for DOMException with AbortError name', () => {
 		const err = new DOMException('Operation was aborted', 'AbortError');
+
 		expect(isAbortError(err)).toBe(true);
 	});
 
 	it('returns true for plain Error with AbortError name', () => {
 		const err = new Error('aborted');
+
 		err.name = 'AbortError';
 		expect(isAbortError(err)).toBe(true);
 	});
diff --git a/tools/ui/tests/unit/agentic-hotpath.bench.ts b/tools/ui/tests/unit/agentic-hotpath.bench.ts
index 51b99c31f..8bdaa095a 100644
--- a/tools/ui/tests/unit/agentic-hotpath.bench.ts
+++ b/tools/ui/tests/unit/agentic-hotpath.bench.ts
@@ -6,57 +6,52 @@
 //
 // Run: npx vitest bench --project=unit tests/unit/agentic-hotpath.bench.ts
 
-import { bench, describe } from 'vitest';
-
+import { classifyToolResult, parseToolResultWithImages } from '$lib/utils/agentic';
+import { detectIncompleteCodeBlock, highlightCode } from '$lib/utils/code';
+import { computeLineDiff } from '$lib/utils/compute-line-diff';
+import { preprocessLaTeX } from '$lib/utils/latex-protection';
+import { parsePartialJsonArgs } from '$lib/utils/parse-partial-json-args';
+import { extractSearchQuery, extractSearchResults } from '$lib/utils/search-results';
+import { all as lowlightAll } from 'lowlight';
+import rehypeHighlight from 'rehype-highlight';
+import rehypeKatex from 'rehype-katex';
+import rehypeStringify from 'rehype-stringify';
 import { remark } from 'remark';
 import remarkBreaks from 'remark-breaks';
 import remarkGfm from 'remark-gfm';
 import remarkMath from 'remark-math';
 import remarkRehype from 'remark-rehype';
-import rehypeKatex from 'rehype-katex';
-import rehypeHighlight from 'rehype-highlight';
-import rehypeStringify from 'rehype-stringify';
-import { all as lowlightAll } from 'lowlight';
-
-import { computeLineDiff } from '$lib/utils/compute-line-diff';
-import { extractSearchResults, extractSearchQuery } from '$lib/utils/search-results';
-import { parsePartialJsonArgs } from '$lib/utils/parse-partial-json-args';
-import { highlightCode, detectIncompleteCodeBlock } from '$lib/utils/code';
-import { classifyToolResult, parseToolResultWithImages } from '$lib/utils/agentic';
-import { preprocessLaTeX } from '$lib/utils/latex-protection';
+import { bench, describe } from 'vitest';
 
 // --- fixtures -------------------------------------------------------------
 
 function lines(n: number, seed: string): string {
 	const out: string[] = [];
+
 	for (let i = 0; i < n; i++) out.push(`${seed} line ${i} const value_${i} = compute(${i});`);
+
 	return out.join('\n');
 }
 
 const SHELL_OUTPUT_1KB = lines(12, 'out');
 const SHELL_OUTPUT_200KB = lines(2600, 'out');
 const SHELL_OUTPUT_2MB = lines(26000, 'out');
-
 // Realistic exec_shell_command result: the exit-code marker is the final line,
 // which is what the un-anchored EXIT_CODE regex has to scan the whole blob for.
 const SHELL_2MB_WITH_EXIT = `${SHELL_OUTPUT_2MB}\n[exit code: 0]`;
-
 const EDIT_OLD_400 = lines(400, 'old');
 const EDIT_NEW_400 = lines(400, 'new');
 const EDIT_OLD_50 = lines(50, 'old');
 const EDIT_NEW_50 = lines(50, 'new');
-
 const WRITE_FILE_ARGS = JSON.stringify({
-	path: '/src/lib/thing.ts',
-	content: lines(1500, 'src')
+	content: lines(1500, 'src'),
+	path: '/src/lib/thing.ts'
 });
-
 const MARKDOWN_50KB = Array.from(
 	{ length: 400 },
 	(_, i) =>
 		`## Section ${i}\n\nSome **bold** prose with a [link](https://example.com) and \`inline\` code.\n\n- bullet one\n- bullet two\n\n\`\`\`ts\nconst x${i} = ${i};\n\`\`\`\n`
 ).join('\n');
-
 const CODE_BLOCK_5KB = lines(60, 'code');
 
 // --- A: computeLineDiff (O(m*n) LCS, allocates a full matrix) --------------
@@ -79,7 +74,9 @@ describe('computeLineDiff', () => {
 function buildProcessor() {
 	// eslint-disable-next-line @typescript-eslint/no-explicit-any
 	let proc: any = remark().use(remarkGfm);
+
 	proc = proc.use(remarkMath).use(remarkBreaks).use(remarkRehype).use(rehypeKatex);
+
 	return proc.use(rehypeHighlight, { languages: lowlightAll }).use(rehypeStringify, {
 		allowDangerousHtml: true
 	});
@@ -109,7 +106,6 @@ describe('markdown parse scaling (whole-string reparse per frame)', () => {
 			{ length: Math.ceil((kb * 1024) / 64) },
 			(_, i) => `The quick brown fox jumps over the lazy dog. Sentence ${i}.`
 		).join(' ');
-
 	const MD_3KB = prose(3);
 	const MD_11KB = prose(11);
 	const MD_26KB = prose(26);
@@ -139,7 +135,6 @@ describe('other whole-string passes per frame', () => {
 			{ length: Math.ceil((kb * 1024) / 64) },
 			(_, i) => `The quick brown fox jumps over the lazy dog. Sentence ${i}.`
 		).join(' ');
-
 	const MD_3KB = prose(3);
 	const MD_11KB = prose(11);
 	const MD_26KB = prose(26);
diff --git a/tools/ui/tests/unit/agentic-sections.test.ts b/tools/ui/tests/unit/agentic-sections.test.ts
index 0efe5968c..4096a1710 100644
--- a/tools/ui/tests/unit/agentic-sections.test.ts
+++ b/tools/ui/tests/unit/agentic-sections.test.ts
@@ -1,34 +1,34 @@
-import { describe, it, expect } from 'vitest';
-import { deriveAgenticSections, hasAgenticContent } from '$lib/utils/agentic';
 import { AgenticSectionType, MessageRole } from '$lib/enums';
-import type { DatabaseMessage } from '$lib/types/database';
 import type { ApiChatCompletionToolCall } from '$lib/types/api';
+import type { DatabaseMessage } from '$lib/types/database';
+import { deriveAgenticSections, hasAgenticContent } from '$lib/utils/agentic';
+import { describe, expect, it } from 'vitest';
 
 function makeAssistant(overrides: Partial<DatabaseMessage> = {}): DatabaseMessage {
 	return {
-		id: overrides.id ?? 'ast-1',
-		convId: 'conv-1',
-		type: 'text',
-		timestamp: Date.now(),
-		role: MessageRole.ASSISTANT,
+		children: [],
 		content: overrides.content ?? '',
+		convId: 'conv-1',
+		id: overrides.id ?? 'ast-1',
 		parent: null,
-		children: [],
+		role: MessageRole.ASSISTANT,
+		timestamp: Date.now(),
+		type: 'text',
 		...overrides
 	} as DatabaseMessage;
 }
 
 function makeToolMsg(overrides: Partial<DatabaseMessage> = {}): DatabaseMessage {
 	return {
-		id: overrides.id ?? 'tool-1',
-		convId: 'conv-1',
-		type: 'text',
-		timestamp: Date.now(),
-		role: MessageRole.TOOL,
+		children: [],
 		content: overrides.content ?? 'tool result',
+		convId: 'conv-1',
+		id: overrides.id ?? 'tool-1',
 		parent: null,
-		children: [],
+		role: MessageRole.TOOL,
+		timestamp: Date.now(),
 		toolCallId: overrides.toolCallId ?? 'call_1',
+		type: 'text',
 		...overrides
 	} as DatabaseMessage;
 }
@@ -37,12 +37,14 @@ describe('deriveAgenticSections', () => {
 	it('returns empty array for assistant with no content', () => {
 		const msg = makeAssistant({ content: '' });
 		const sections = deriveAgenticSections(msg);
+
 		expect(sections).toEqual([]);
 	});
 
 	it('returns text section for simple assistant message', () => {
 		const msg = makeAssistant({ content: 'Hello world' });
 		const sections = deriveAgenticSections(msg);
+
 		expect(sections).toHaveLength(1);
 		expect(sections[0].type).toBe(AgenticSectionType.TEXT);
 		expect(sections[0].content).toBe('Hello world');
@@ -54,6 +56,7 @@ describe('deriveAgenticSections', () => {
 			reasoningContent: 'Let me think...'
 		});
 		const sections = deriveAgenticSections(msg);
+
 		expect(sections).toHaveLength(2);
 		expect(sections[0].type).toBe(AgenticSectionType.REASONING);
 		expect(sections[0].content).toBe('Let me think...');
@@ -65,17 +68,18 @@ describe('deriveAgenticSections', () => {
 			content: 'Let me check.',
 			toolCalls: JSON.stringify([
 				{
+					function: { arguments: '{"q":"test"}', name: 'search' },
 					id: 'call_1',
-					type: 'function',
-					function: { name: 'search', arguments: '{"q":"test"}' }
+					type: 'function'
 				}
 			])
 		});
 		const toolResult = makeToolMsg({
-			toolCallId: 'call_1',
-			content: 'Found 3 results'
+			content: 'Found 3 results',
+			toolCallId: 'call_1'
 		});
 		const sections = deriveAgenticSections(msg, [toolResult]);
+
 		expect(sections).toHaveLength(2);
 		expect(sections[0].type).toBe(AgenticSectionType.TEXT);
 		expect(sections[1].type).toBe(AgenticSectionType.TOOL_CALL);
@@ -86,10 +90,11 @@ describe('deriveAgenticSections', () => {
 	it('single turn: pending tool call without result', () => {
 		const msg = makeAssistant({
 			toolCalls: JSON.stringify([
-				{ id: 'call_1', type: 'function', function: { name: 'bash', arguments: '{}' } }
+				{ function: { arguments: '{}', name: 'bash' }, id: 'call_1', type: 'function' }
 			])
 		});
 		const sections = deriveAgenticSections(msg, [], [], true);
+
 		expect(sections).toHaveLength(1);
 		expect(sections[0].type).toBe(AgenticSectionType.TOOL_CALL_PENDING);
 		expect(sections[0].toolName).toBe('bash');
@@ -107,10 +112,11 @@ describe('deriveAgenticSections', () => {
 		const partialArgs = '{"path":"/Users/fifa2026.html","content":"<!DOCTYPE h';
 		const msg = makeAssistant({
 			toolCalls: JSON.stringify([
-				{ id: 'call_1', type: 'function', function: { name: 'write_file', arguments: partialArgs } }
+				{ function: { arguments: partialArgs, name: 'write_file' }, id: 'call_1', type: 'function' }
 			])
 		});
 		const sections = deriveAgenticSections(msg, [], [], true);
+
 		expect(sections).toHaveLength(1);
 		expect(sections[0].type).toBe(AgenticSectionType.TOOL_CALL_PENDING);
 		expect(sections[0].type).not.toBe(AgenticSectionType.TOOL_CALL_STREAMING);
@@ -120,24 +126,24 @@ describe('deriveAgenticSections', () => {
 
 	it('multi-turn: two assistant turns grouped as one session', () => {
 		const assistant1 = makeAssistant({
-			id: 'ast-1',
 			content: 'Turn 1 text',
+			id: 'ast-1',
 			toolCalls: JSON.stringify([
 				{
+					function: { arguments: '{"q":"foo"}', name: 'search' },
 					id: 'call_1',
-					type: 'function',
-					function: { name: 'search', arguments: '{"q":"foo"}' }
+					type: 'function'
 				}
 			])
 		});
-		const tool1 = makeToolMsg({ id: 'tool-1', toolCallId: 'call_1', content: 'result 1' });
+		const tool1 = makeToolMsg({ content: 'result 1', id: 'tool-1', toolCallId: 'call_1' });
 		const assistant2 = makeAssistant({
-			id: 'ast-2',
-			content: 'Final answer based on results.'
+			content: 'Final answer based on results.',
+			id: 'ast-2'
 		});
-
 		// toolMessages contains both tool result and continuation assistant
 		const sections = deriveAgenticSections(assistant1, [tool1, assistant2]);
+
 		expect(sections).toHaveLength(3);
 		// Turn 1
 		expect(sections[0].type).toBe(AgenticSectionType.TEXT);
@@ -152,40 +158,40 @@ describe('deriveAgenticSections', () => {
 
 	it('multi-turn: three turns with tool calls', () => {
 		const assistant1 = makeAssistant({
-			id: 'ast-1',
 			content: '',
+			id: 'ast-1',
 			toolCalls: JSON.stringify([
 				{
+					function: { arguments: '{}', name: 'list_files' },
 					id: 'call_1',
-					type: 'function',
-					function: { name: 'list_files', arguments: '{}' }
+					type: 'function'
 				}
 			])
 		});
-		const tool1 = makeToolMsg({ id: 'tool-1', toolCallId: 'call_1', content: 'file1 file2' });
+		const tool1 = makeToolMsg({ content: 'file1 file2', id: 'tool-1', toolCallId: 'call_1' });
 		const assistant2 = makeAssistant({
-			id: 'ast-2',
 			content: 'Reading file1...',
+			id: 'ast-2',
 			toolCalls: JSON.stringify([
 				{
+					function: { arguments: '{"path":"file1"}', name: 'read_file' },
 					id: 'call_2',
-					type: 'function',
-					function: { name: 'read_file', arguments: '{"path":"file1"}' }
+					type: 'function'
 				}
 			])
 		});
 		const tool2 = makeToolMsg({
+			content: 'contents of file1',
 			id: 'tool-2',
-			toolCallId: 'call_2',
-			content: 'contents of file1'
+			toolCallId: 'call_2'
 		});
 		const assistant3 = makeAssistant({
-			id: 'ast-3',
 			content: 'Here is the analysis.',
+			id: 'ast-3',
 			reasoningContent: 'The file contains...'
 		});
-
 		const sections = deriveAgenticSections(assistant1, [tool1, assistant2, tool2, assistant3]);
+
 		// Turn 1: tool_call (no text since content is empty)
 		// Turn 2: text + tool_call
 		// Turn 3: reasoning + text
@@ -206,6 +212,7 @@ describe('deriveAgenticSections', () => {
 			reasoningContent: 'Let me think about this...'
 		});
 		const sections = deriveAgenticSections(msg, [], [], true);
+
 		expect(sections).toHaveLength(1);
 		expect(sections[0].type).toBe(AgenticSectionType.REASONING_PENDING);
 		expect(sections[0].content).toBe('Let me think about this...');
@@ -217,6 +224,7 @@ describe('deriveAgenticSections', () => {
 			reasoningContent: 'Let me think...'
 		});
 		const sections = deriveAgenticSections(msg, [], [], true);
+
 		expect(sections).toHaveLength(2);
 		expect(sections[0].type).toBe(AgenticSectionType.REASONING);
 		expect(sections[1].type).toBe(AgenticSectionType.TEXT);
@@ -227,6 +235,7 @@ describe('deriveAgenticSections', () => {
 			reasoningContent: 'Let me think...'
 		});
 		const sections = deriveAgenticSections(msg, [], [], false);
+
 		expect(sections).toHaveLength(1);
 		expect(sections[0].type).toBe(AgenticSectionType.REASONING);
 	});
@@ -234,17 +243,16 @@ describe('deriveAgenticSections', () => {
 	it('multi-turn: streaming tool calls on last turn', () => {
 		const assistant1 = makeAssistant({
 			toolCalls: JSON.stringify([
-				{ id: 'call_1', type: 'function', function: { name: 'search', arguments: '{}' } }
+				{ function: { arguments: '{}', name: 'search' }, id: 'call_1', type: 'function' }
 			])
 		});
-		const tool1 = makeToolMsg({ toolCallId: 'call_1', content: 'result' });
-		const assistant2 = makeAssistant({ id: 'ast-2', content: '' });
-
+		const tool1 = makeToolMsg({ content: 'result', toolCallId: 'call_1' });
+		const assistant2 = makeAssistant({ content: '', id: 'ast-2' });
 		const streamingToolCalls: ApiChatCompletionToolCall[] = [
-			{ id: 'call_2', type: 'function', function: { name: 'write_file', arguments: '{"pa' } }
+			{ function: { arguments: '{"pa', name: 'write_file' }, id: 'call_2', type: 'function' }
 		];
-
 		const sections = deriveAgenticSections(assistant1, [tool1, assistant2], streamingToolCalls);
+
 		// Turn 1: tool_call
 		// Turn 2 (streaming): streaming tool call
 		expect(sections.some((s) => s.type === AgenticSectionType.TOOL_CALL)).toBe(true);
@@ -255,26 +263,30 @@ describe('deriveAgenticSections', () => {
 describe('hasAgenticContent', () => {
 	it('returns false for plain assistant', () => {
 		const msg = makeAssistant({ content: 'Just text' });
+
 		expect(hasAgenticContent(msg)).toBe(false);
 	});
 
 	it('returns true when message has toolCalls', () => {
 		const msg = makeAssistant({
 			toolCalls: JSON.stringify([
-				{ id: 'call_1', type: 'function', function: { name: 'test', arguments: '{}' } }
+				{ function: { arguments: '{}', name: 'test' }, id: 'call_1', type: 'function' }
 			])
 		});
+
 		expect(hasAgenticContent(msg)).toBe(true);
 	});
 
 	it('returns true when toolMessages are provided', () => {
 		const msg = makeAssistant();
 		const tool = makeToolMsg();
+
 		expect(hasAgenticContent(msg, [tool])).toBe(true);
 	});
 
 	it('returns false for empty toolCalls JSON', () => {
 		const msg = makeAssistant({ toolCalls: '[]' });
+
 		expect(hasAgenticContent(msg)).toBe(false);
 	});
 });
diff --git a/tools/ui/tests/unit/agentic-strip.test.ts b/tools/ui/tests/unit/agentic-strip.test.ts
index 86867f8a9..f4c2e8a47 100644
--- a/tools/ui/tests/unit/agentic-strip.test.ts
+++ b/tools/ui/tests/unit/agentic-strip.test.ts
@@ -1,5 +1,5 @@
-import { describe, it, expect } from 'vitest';
 import { LEGACY_AGENTIC_REGEX } from '$lib/constants/agentic';
+import { describe, expect, it } from 'vitest';
 
 /**
  * Tests for legacy marker stripping (used in migration).
@@ -25,7 +25,6 @@ const COMPLETE_BLOCK =
 	'<<<TOOL_ARGS_END>>>\n' +
 	'file1.txt\nfile2.txt\n' +
 	'<<<AGENTIC_TOOL_CALL_END>>>\n';
-
 // Partial block: streaming was cut before END arrived.
 const OPEN_BLOCK =
 	'\n\n<<<AGENTIC_TOOL_CALL_START>>>\n' +
@@ -39,6 +38,7 @@ describe('legacy agentic marker stripping (for migration)', () => {
 	it('strips a complete tool call block, leaving surrounding text', () => {
 		const input = 'Before.' + COMPLETE_BLOCK + 'After.';
 		const result = stripLegacyContextMarkers(input);
+
 		expect(result).not.toContain('<<<');
 		expect(result).toContain('Before.');
 		expect(result).toContain('After.');
@@ -47,6 +47,7 @@ describe('legacy agentic marker stripping (for migration)', () => {
 	it('strips multiple complete tool call blocks', () => {
 		const input = 'A' + COMPLETE_BLOCK + 'B' + COMPLETE_BLOCK + 'C';
 		const result = stripLegacyContextMarkers(input);
+
 		expect(result).not.toContain('<<<');
 		expect(result).toContain('A');
 		expect(result).toContain('B');
@@ -56,17 +57,20 @@ describe('legacy agentic marker stripping (for migration)', () => {
 	it('strips an open/partial tool call block (no END marker)', () => {
 		const input = 'Lead text.' + OPEN_BLOCK;
 		const result = stripLegacyContextMarkers(input);
+
 		expect(result).toBe('Lead text.');
 		expect(result).not.toContain('<<<');
 	});
 
 	it('does not alter content with no markers', () => {
 		const input = 'Just a normal assistant response.';
+
 		expect(stripLegacyContextMarkers(input)).toBe(input);
 	});
 
 	it('strips reasoning block independently', () => {
 		const input = '<<<reasoning_content_start>>>think hard<<<reasoning_content_end>>>Answer.';
+
 		expect(stripLegacyContextMarkers(input)).toBe('Answer.');
 	});
 
@@ -75,6 +79,7 @@ describe('legacy agentic marker stripping (for migration)', () => {
 			'<<<reasoning_content_start>>>plan<<<reasoning_content_end>>>' +
 			'Some text.' +
 			COMPLETE_BLOCK;
+
 		expect(stripLegacyContextMarkers(input)).not.toContain('<<<');
 		expect(stripLegacyContextMarkers(input)).toContain('Some text.');
 	});
diff --git a/tools/ui/tests/unit/assistant-raw-output.test.ts b/tools/ui/tests/unit/assistant-raw-output.test.ts
index 48a75be51..ec75a0e49 100644
--- a/tools/ui/tests/unit/assistant-raw-output.test.ts
+++ b/tools/ui/tests/unit/assistant-raw-output.test.ts
@@ -1,7 +1,7 @@
-import { describe, expect, it } from 'vitest';
-import { AgenticSectionType } from '$lib/enums';
 import { REASONING_TAGS } from '$lib/constants';
-import { buildAssistantRawOutput, type AgenticSection } from '$lib/utils/agentic';
+import { AgenticSectionType } from '$lib/enums';
+import { type AgenticSection, buildAssistantRawOutput } from '$lib/utils/agentic';
+import { describe, expect, it } from 'vitest';
 
 function makeSection(
 	overrides: Partial<AgenticSection> & { type: AgenticSectionType }
@@ -18,26 +18,29 @@ describe('buildAssistantRawOutput', () => {
 	});
 
 	it('formats a reasoning section with a single newline between tags and content', () => {
-		const sections = [makeSection({ type: AgenticSectionType.REASONING, content: 'thinking...' })];
+		const sections = [makeSection({ content: 'thinking...', type: AgenticSectionType.REASONING })];
+
 		expect(buildAssistantRawOutput(sections)).toBe(
 			`${REASONING_TAGS.START}\nthinking...${REASONING_TAGS.END}`
 		);
 	});
 
 	it('formats a text section as-is', () => {
-		const sections = [makeSection({ type: AgenticSectionType.TEXT, content: 'Hello' })];
+		const sections = [makeSection({ content: 'Hello', type: AgenticSectionType.TEXT })];
+
 		expect(buildAssistantRawOutput(sections)).toBe('Hello');
 	});
 
 	it('formats a tool call with JSON args and no result label', () => {
 		const sections = [
 			makeSection({
-				type: AgenticSectionType.TOOL_CALL,
-				toolName: 'read_file',
 				toolArgs: JSON.stringify({ path: '/tmp/file.txt' }),
-				toolResult: 'file contents'
+				toolName: 'read_file',
+				toolResult: 'file contents',
+				type: AgenticSectionType.TOOL_CALL
 			})
 		];
+
 		expect(buildAssistantRawOutput(sections)).toBe(
 			[
 				'{',
@@ -55,21 +58,23 @@ describe('buildAssistantRawOutput', () => {
 
 	it('joins multiple sections with double newlines', () => {
 		const sections = [
-			makeSection({ type: AgenticSectionType.TEXT, content: 'Hello' }),
-			makeSection({ type: AgenticSectionType.TOOL_CALL, toolName: 'noop' })
+			makeSection({ content: 'Hello', type: AgenticSectionType.TEXT }),
+			makeSection({ toolName: 'noop', type: AgenticSectionType.TOOL_CALL })
 		];
+
 		expect(buildAssistantRawOutput(sections)).toBe('Hello\n\n{\n  "name": "noop"\n}');
 	});
 
 	it('falls back to raw string args when JSON parsing fails', () => {
 		const sections = [
 			makeSection({
-				type: AgenticSectionType.TOOL_CALL,
-				toolName: 'broken',
 				toolArgs: '{not json',
-				toolResult: 'result'
+				toolName: 'broken',
+				toolResult: 'result',
+				type: AgenticSectionType.TOOL_CALL
 			})
 		];
+
 		expect(buildAssistantRawOutput(sections)).toBe(
 			['{', '  "name": "broken",', '  "arguments": "{not json"', '}', '', '', 'result'].join('\n')
 		);
diff --git a/tools/ui/tests/unit/classify-tool-result.test.ts b/tools/ui/tests/unit/classify-tool-result.test.ts
index a1f2c8d11..6147dee67 100644
--- a/tools/ui/tests/unit/classify-tool-result.test.ts
+++ b/tools/ui/tests/unit/classify-tool-result.test.ts
@@ -1,5 +1,5 @@
-import { describe, it, expect } from 'vitest';
 import { classifyToolResult } from '$lib/utils/agentic';
+import { describe, expect, it } from 'vitest';
 
 describe('classifyToolResult', () => {
 	describe('text', () => {
@@ -43,6 +43,7 @@ describe('classifyToolResult', () => {
 
 		it('classifies a deeply nested JSON payload', () => {
 			const nested = JSON.stringify({ items: [{ id: 1, tags: ['a', 'b'] }] }, null, 2);
+
 			expect(classifyToolResult(nested)).toBe('json');
 		});
 
@@ -52,6 +53,7 @@ describe('classifyToolResult', () => {
 			// `classifyToolResult` only inspects the top-level shape, not
 			// every nested line marker.
 			const jsonWithLink = '{"docs": "see [docs](https://example.com) for more"}';
+
 			expect(classifyToolResult(jsonWithLink)).toBe('json');
 		});
 	});
@@ -91,11 +93,13 @@ describe('classifyToolResult', () => {
 
 		it('classifies a markdown table', () => {
 			const table = '| a | b |\n| - | - |\n| 1 | 2 |';
+
 			expect(classifyToolResult(table)).toBe('markdown');
 		});
 
 		it('classifies a markdown table with alignment markers', () => {
 			const table = '| left | center | right |\n| :--- | :---: | ---: |\n| a | b | c |';
+
 			expect(classifyToolResult(table)).toBe('markdown');
 		});
 
@@ -116,6 +120,7 @@ describe('classifyToolResult', () => {
 				'| ----- | ----- |',
 				'| a     | b     |'
 			].join('\n');
+
 			expect(classifyToolResult(md)).toBe('markdown');
 		});
 	});
@@ -124,6 +129,7 @@ describe('classifyToolResult', () => {
 		it('prefers JSON over markdown when both signals are present', () => {
 			// Starts with `[`, parses as JSON - markdown check is skipped.
 			const arr = '[1, 2, "# not-a-heading", "**not-bold**"]';
+
 			expect(classifyToolResult(arr)).toBe('json');
 		});
 	});
diff --git a/tools/ui/tests/unit/clipboard.test.ts b/tools/ui/tests/unit/clipboard.test.ts
index d8ea4899e..71ac790e6 100644
--- a/tools/ui/tests/unit/clipboard.test.ts
+++ b/tools/ui/tests/unit/clipboard.test.ts
@@ -1,57 +1,61 @@
-import { describe, it, expect } from 'vitest';
 import { AttachmentType } from '$lib/enums';
 import {
 	formatMessageForClipboard,
-	parseClipboardContent,
-	hasClipboardAttachments
+	hasClipboardAttachments,
+	parseClipboardContent
 } from '$lib/utils/clipboard';
+import { describe, expect, it } from 'vitest';
 
 describe('formatMessageForClipboard', () => {
 	it('returns plain content when no extras', () => {
 		const result = formatMessageForClipboard('Hello world', undefined);
+
 		expect(result).toBe('Hello world');
 	});
 
 	it('returns plain content when extras is empty array', () => {
 		const result = formatMessageForClipboard('Hello world', []);
+
 		expect(result).toBe('Hello world');
 	});
 
 	it('handles empty string content', () => {
 		const result = formatMessageForClipboard('', undefined);
+
 		expect(result).toBe('');
 	});
 
 	it('returns plain content when extras has only non-text attachments', () => {
 		const extras = [
 			{
-				type: AttachmentType.IMAGE as const,
+				base64Url: 'data:image/png;base64,...',
 				name: 'image.png',
-				base64Url: 'data:image/png;base64,...'
+				type: AttachmentType.IMAGE as const
 			}
 		];
 		const result = formatMessageForClipboard('Hello world', extras);
+
 		expect(result).toBe('Hello world');
 	});
 
 	it('filters non-text attachments and keeps only text ones', () => {
 		const extras = [
 			{
-				type: AttachmentType.IMAGE as const,
+				base64Url: 'data:image/png;base64,...',
 				name: 'image.png',
-				base64Url: 'data:image/png;base64,...'
+				type: AttachmentType.IMAGE as const
 			},
 			{
-				type: AttachmentType.TEXT as const,
+				content: 'Text content',
 				name: 'file.txt',
-				content: 'Text content'
+				type: AttachmentType.TEXT as const
 			},
 			{
-				type: AttachmentType.PDF as const,
-				name: 'doc.pdf',
 				base64Data: 'data:application/pdf;base64,...',
 				content: 'PDF content',
-				processedAsImages: false
+				name: 'doc.pdf',
+				processedAsImages: false,
+				type: AttachmentType.PDF as const
 			}
 		];
 		const result = formatMessageForClipboard('Hello', extras);
@@ -64,14 +68,14 @@ describe('formatMessageForClipboard', () => {
 	it('formats message with text attachments', () => {
 		const extras = [
 			{
-				type: AttachmentType.TEXT as const,
+				content: 'File 1 content',
 				name: 'file1.txt',
-				content: 'File 1 content'
+				type: AttachmentType.TEXT as const
 			},
 			{
-				type: AttachmentType.TEXT as const,
+				content: 'File 2 content',
 				name: 'file2.txt',
-				content: 'File 2 content'
+				type: AttachmentType.TEXT as const
 			}
 		];
 		const result = formatMessageForClipboard('Hello world', extras);
@@ -87,9 +91,9 @@ describe('formatMessageForClipboard', () => {
 		const content = 'Hello "world" with\nnewline';
 		const extras = [
 			{
-				type: AttachmentType.TEXT as const,
+				content: 'Test content',
 				name: 'test.txt',
-				content: 'Test content'
+				type: AttachmentType.TEXT as const
 			}
 		];
 		const result = formatMessageForClipboard(content, extras);
@@ -98,15 +102,16 @@ describe('formatMessageForClipboard', () => {
 		expect(result.startsWith('"')).toBe(true);
 		// The content should be properly escaped
 		const parsed = JSON.parse(result.split('\n')[0]);
+
 		expect(parsed).toBe(content);
 	});
 
 	it('converts legacy context type to TEXT type', () => {
 		const extras = [
 			{
-				type: AttachmentType.LEGACY_CONTEXT as const,
+				content: 'Legacy content',
 				name: 'legacy.txt',
-				content: 'Legacy content'
+				type: AttachmentType.LEGACY_CONTEXT as const
 			}
 		];
 		const result = formatMessageForClipboard('Hello', extras);
@@ -118,9 +123,9 @@ describe('formatMessageForClipboard', () => {
 	it('handles attachment content with special characters', () => {
 		const extras = [
 			{
-				type: AttachmentType.TEXT as const,
+				content: 'const x = "hello\\nworld";\nconst y = `template ${var}`;',
 				name: 'code.js',
-				content: 'const x = "hello\\nworld";\nconst y = `template ${var}`;'
+				type: AttachmentType.TEXT as const
 			}
 		];
 		const formatted = formatMessageForClipboard('Check this code', extras);
@@ -134,9 +139,9 @@ describe('formatMessageForClipboard', () => {
 	it('handles unicode characters in content and attachments', () => {
 		const extras = [
 			{
-				type: AttachmentType.TEXT as const,
+				content: '日本語テスト 🎉 émojis',
 				name: 'unicode.txt',
-				content: '日本語テスト 🎉 émojis'
+				type: AttachmentType.TEXT as const
 			}
 		];
 		const formatted = formatMessageForClipboard('Привет мир 👋', extras);
@@ -149,14 +154,14 @@ describe('formatMessageForClipboard', () => {
 	it('formats as plain text when asPlainText is true', () => {
 		const extras = [
 			{
-				type: AttachmentType.TEXT as const,
+				content: 'File 1 content',
 				name: 'file1.txt',
-				content: 'File 1 content'
+				type: AttachmentType.TEXT as const
 			},
 			{
-				type: AttachmentType.TEXT as const,
+				content: 'File 2 content',
 				name: 'file2.txt',
-				content: 'File 2 content'
+				type: AttachmentType.TEXT as const
 			}
 		];
 		const result = formatMessageForClipboard('Hello world', extras, true);
@@ -166,15 +171,16 @@ describe('formatMessageForClipboard', () => {
 
 	it('returns plain content when asPlainText is true but no attachments', () => {
 		const result = formatMessageForClipboard('Hello world', [], true);
+
 		expect(result).toBe('Hello world');
 	});
 
 	it('plain text mode does not use JSON format', () => {
 		const extras = [
 			{
-				type: AttachmentType.TEXT as const,
+				content: 'Test content',
 				name: 'test.txt',
-				content: 'Test content'
+				type: AttachmentType.TEXT as const
 			}
 		];
 		const result = formatMessageForClipboard('Hello', extras, true);
@@ -216,7 +222,6 @@ describe('parseClipboardContent', () => {
 
 	it('returns original text when JSON array is malformed', () => {
 		const input = '"Hello"\n[invalid json';
-
 		const result = parseClipboardContent(input);
 
 		expect(result.message).toBe('"Hello"\n[invalid json');
@@ -229,7 +234,6 @@ describe('parseClipboardContent', () => {
   {"type":"TEXT","name":"file1.txt","content":"File 1 content"},
   {"type":"TEXT","name":"file2.txt","content":"File 2 content"}
 ]`;
-
 		const result = parseClipboardContent(input);
 
 		expect(result.message).toBe('Hello world');
@@ -245,7 +249,6 @@ describe('parseClipboardContent', () => {
 [
   {"type":"TEXT","name":"file.txt","content":"test"}
 ]`;
-
 		const result = parseClipboardContent(input);
 
 		expect(result.message).toBe('Hello "world" with quotes');
@@ -257,7 +260,6 @@ describe('parseClipboardContent', () => {
 [
   {"type":"TEXT","name":"file.txt","content":"test"}
 ]`;
-
 		const result = parseClipboardContent(input);
 
 		expect(result.message).toBe('Hello\nworld');
@@ -266,7 +268,6 @@ describe('parseClipboardContent', () => {
 
 	it('returns message only when no array follows', () => {
 		const input = '"Just a quoted string"';
-
 		const result = parseClipboardContent(input);
 
 		expect(result.message).toBe('Just a quoted string');
@@ -281,7 +282,6 @@ describe('parseClipboardContent', () => {
   {"name":"missing-type.txt","content":"missing"},
   {"type":"TEXT","content":"missing name"}
 ]`;
-
 		const result = parseClipboardContent(input);
 
 		expect(result.message).toBe('Hello');
@@ -291,7 +291,6 @@ describe('parseClipboardContent', () => {
 
 	it('handles empty attachments array', () => {
 		const input = '"Hello"\n[]';
-
 		const result = parseClipboardContent(input);
 
 		expect(result.message).toBe('Hello');
@@ -302,17 +301,16 @@ describe('parseClipboardContent', () => {
 		const originalContent = 'Hello "world" with\nspecial characters';
 		const originalExtras = [
 			{
-				type: AttachmentType.TEXT as const,
+				content: 'Content with\nnewlines and "quotes"',
 				name: 'file1.txt',
-				content: 'Content with\nnewlines and "quotes"'
+				type: AttachmentType.TEXT as const
 			},
 			{
-				type: AttachmentType.TEXT as const,
+				content: 'Another file',
 				name: 'file2.txt',
-				content: 'Another file'
+				type: AttachmentType.TEXT as const
 			}
 		];
-
 		const formatted = formatMessageForClipboard(originalContent, originalExtras);
 		const parsed = parseClipboardContent(formatted);
 
@@ -360,9 +358,9 @@ describe('roundtrip edge cases', () => {
 	it('preserves empty message with attachments', () => {
 		const extras = [
 			{
-				type: AttachmentType.TEXT as const,
+				content: 'Content only',
 				name: 'file.txt',
-				content: 'Content only'
+				type: AttachmentType.TEXT as const
 			}
 		];
 		const formatted = formatMessageForClipboard('', extras);
@@ -376,9 +374,9 @@ describe('roundtrip edge cases', () => {
 	it('preserves attachment with empty content', () => {
 		const extras = [
 			{
-				type: AttachmentType.TEXT as const,
+				content: '',
 				name: 'empty.txt',
-				content: ''
+				type: AttachmentType.TEXT as const
 			}
 		];
 		const formatted = formatMessageForClipboard('Message', extras);
@@ -393,9 +391,9 @@ describe('roundtrip edge cases', () => {
 		const content = 'Path: C:\\\\Users\\\\test\\\\file.txt';
 		const extras = [
 			{
-				type: AttachmentType.TEXT as const,
+				content: 'D:\\\\Data\\\\file',
 				name: 'path.txt',
-				content: 'D:\\\\Data\\\\file'
+				type: AttachmentType.TEXT as const
 			}
 		];
 		const formatted = formatMessageForClipboard(content, extras);
@@ -409,9 +407,9 @@ describe('roundtrip edge cases', () => {
 		const content = 'Line1\t\tTabbed\n  Spaced\r\nCRLF';
 		const extras = [
 			{
-				type: AttachmentType.TEXT as const,
+				content: '\t\t\n\n   ',
 				name: 'whitespace.txt',
-				content: '\t\t\n\n   '
+				type: AttachmentType.TEXT as const
 			}
 		];
 		const formatted = formatMessageForClipboard(content, extras);
diff --git a/tools/ui/tests/unit/code.test.ts b/tools/ui/tests/unit/code.test.ts
index 7820c9807..6106a2b8f 100644
--- a/tools/ui/tests/unit/code.test.ts
+++ b/tools/ui/tests/unit/code.test.ts
@@ -1,5 +1,5 @@
+import { highlightCode, splitGluedClosingCodeFences, trimCodePadding } from '$lib/utils/code';
 import { describe, expect, it } from 'vitest';
-import { highlightCode, trimCodePadding } from '$lib/utils/code';
 
 describe('trimCodePadding', () => {
 	it('removes a single leading newline', () => {
@@ -60,44 +60,92 @@ describe('highlightCode', () => {
 
 	it('does not produce a leading newline in the highlighted html', () => {
 		const html = highlightCode('\nfunction multiply(a, b) {\n  return a * b;\n}\n', 'javascript');
+
 		expect(html.startsWith('\n')).toBe(false);
 		expect(html.startsWith(' ')).toBe(false);
 	});
 
 	it('does not produce a trailing newline in the highlighted html', () => {
 		const html = highlightCode('\nfunction foo() {}\n', 'javascript');
+
 		expect(html.endsWith('\n')).toBe(false);
 	});
 
 	it('preserves internal blank lines in highlighted code', () => {
 		const html = highlightCode('\nfunction foo() {\n\n  return 1;\n}\n', 'javascript');
+
 		expect(html).toContain('\n\n');
 	});
 
 	it('produces the same body for framed and unframed input', () => {
 		const trimmed = highlightCode('function foo() {}', 'javascript');
 		const framed = highlightCode('\nfunction foo() {}\n', 'javascript');
+
 		expect(framed).toBe(trimmed);
 	});
 
 	it('auto-detects an unknown language by default', () => {
 		const html = highlightCode('const answer = 42;', 'not-a-language');
+
 		expect(html).toContain('hljs-');
 	});
 
 	it('escapes instead of auto-detecting when autoDetect is false', () => {
 		const html = highlightCode('const answer = 42;', 'not-a-language', false);
+
 		expect(html).not.toContain('hljs-');
 		expect(html).toBe('const answer = 42;');
 	});
 
 	it('still highlights a known language when autoDetect is false', () => {
 		const html = highlightCode('const answer = 42;', 'javascript', false);
+
 		expect(html).toContain('hljs-');
 	});
 
 	it('escapes html metacharacters when falling back to plain text', () => {
 		const html = highlightCode('<script>a && b</script>', 'not-a-language', false);
+
 		expect(html).toBe('&lt;script&gt;a &amp;&amp; b&lt;/script&gt;');
 	});
 });
+
+describe('splitGluedClosingCodeFences', () => {
+	it('splits text glued to a closing fence onto its own line', () => {
+		const input = "```ts\nlet foo = 'bar';\n```create this file on [Desktop](file:///a/b/)";
+
+		expect(splitGluedClosingCodeFences(input)).toBe(
+			"```ts\nlet foo = 'bar';\n```\ncreate this file on [Desktop](file:///a/b/)"
+		);
+	});
+
+	it('leaves a well-formed code block untouched', () => {
+		const input = "```ts\nlet foo = 'bar';\n```\ncreate this file on [Desktop](file:///a/b/)";
+
+		expect(splitGluedClosingCodeFences(input)).toBe(input);
+	});
+
+	it('leaves content without fences untouched', () => {
+		expect(splitGluedClosingCodeFences('hello world')).toBe('hello world');
+	});
+
+	it('keeps nested markdown fences inside a block intact', () => {
+		const input = '```md\n# Example\n```python\nprint(1)\n```\n```';
+
+		expect(splitGluedClosingCodeFences(input)).toBe(input);
+	});
+
+	it('splits every glued closing fence when several blocks are present', () => {
+		const input = '```ts\na\n```first words\n\n```js\nb\n```second words';
+
+		expect(splitGluedClosingCodeFences(input)).toBe(
+			'```ts\na\n```\nfirst words\n\n```js\nb\n```\nsecond words'
+		);
+	});
+
+	it('leaves a still-open fence untouched', () => {
+		const input = '```ts\nlet foo = 1;';
+
+		expect(splitGluedClosingCodeFences(input)).toBe(input);
+	});
+});
diff --git a/tools/ui/tests/unit/command-token.test.ts b/tools/ui/tests/unit/command-token.test.ts
new file mode 100644
index 000000000..b4f080269
--- /dev/null
+++ b/tools/ui/tests/unit/command-token.test.ts
@@ -0,0 +1,51 @@
+import { findCommandToken, takeCommandDismissSnapshot } from '$lib/utils';
+import { describe, expect, it } from 'vitest';
+
+describe('findCommandToken', () => {
+	it('returns null when the value does not start with a slash', () => {
+		expect(findCommandToken('hello /prompt')).toBeNull();
+		expect(findCommandToken('')).toBeNull();
+		expect(findCommandToken('prompt')).toBeNull();
+	});
+
+	it('parses a bare slash', () => {
+		expect(findCommandToken('/')).toEqual({ args: '', end: 1, name: '' });
+	});
+
+	it('parses a command name with no args', () => {
+		expect(findCommandToken('/prompt')).toEqual({ args: '', end: 7, name: 'prompt' });
+	});
+
+	it('parses a command name followed by a space', () => {
+		expect(findCommandToken('/prompt ')).toEqual({ args: '', end: 8, name: 'prompt' });
+	});
+
+	it('parses args after the command name', () => {
+		expect(findCommandToken('/prompt rev')).toEqual({ args: 'rev', end: 11, name: 'prompt' });
+	});
+
+	it('parses multi-word args', () => {
+		expect(findCommandToken('/prompt  review  code ')).toEqual({
+			args: ' review  code ',
+			end: 22,
+			name: 'prompt'
+		});
+	});
+
+	it('treats the whole run as the name when there is no space', () => {
+		expect(findCommandToken('/promptx')).toEqual({ args: '', end: 8, name: 'promptx' });
+	});
+});
+
+describe('takeCommandDismissSnapshot', () => {
+	it('returns null when there is no command token', () => {
+		expect(takeCommandDismissSnapshot('hello')).toBeNull();
+	});
+
+	it('captures the name and args', () => {
+		expect(takeCommandDismissSnapshot('/prompt rev')).toEqual({
+			args: 'rev',
+			name: 'prompt'
+		});
+	});
+});
diff --git a/tools/ui/tests/unit/compute-line-diff.test.ts b/tools/ui/tests/unit/compute-line-diff.test.ts
index 461060321..fbe133a3b 100644
--- a/tools/ui/tests/unit/compute-line-diff.test.ts
+++ b/tools/ui/tests/unit/compute-line-diff.test.ts
@@ -1,6 +1,6 @@
-import { describe, expect, it } from 'vitest';
 import { DiffLineKind } from '$lib/enums';
-import { computeLineDiff, renderUnifiedDiff, type DiffLine } from '$lib/utils';
+import { computeLineDiff, type DiffLine, renderUnifiedDiff } from '$lib/utils';
+import { describe, expect, it } from 'vitest';
 
 describe('computeLineDiff', () => {
 	it('returns empty for two empty inputs', () => {
@@ -9,34 +9,35 @@ describe('computeLineDiff', () => {
 
 	it('marks every line as removed for an empty new text', () => {
 		expect(computeLineDiff('a\nb\nc', '')).toEqual([
-			{ kind: 'remove', text: 'a', oldLine: 1 },
-			{ kind: 'remove', text: 'b', oldLine: 2 },
-			{ kind: 'remove', text: 'c', oldLine: 3 }
+			{ kind: 'remove', oldLine: 1, text: 'a' },
+			{ kind: 'remove', oldLine: 2, text: 'b' },
+			{ kind: 'remove', oldLine: 3, text: 'c' }
 		]);
 	});
 
 	it('marks every line as added for an empty old text', () => {
 		expect(computeLineDiff('', 'a\nb')).toEqual([
-			{ kind: 'add', text: 'a', newLine: 1 },
-			{ kind: 'add', text: 'b', newLine: 2 }
+			{ kind: 'add', newLine: 1, text: 'a' },
+			{ kind: 'add', newLine: 2, text: 'b' }
 		]);
 	});
 
 	it('detects a single-line replace', () => {
 		expect(computeLineDiff('old', 'new')).toEqual([
-			{ kind: 'add', text: 'new', newLine: 1 },
-			{ kind: 'remove', text: 'old', oldLine: 1 }
+			{ kind: 'add', newLine: 1, text: 'new' },
+			{ kind: 'remove', oldLine: 1, text: 'old' }
 		]);
 	});
 
 	it('preserves interleaved context around additions', () => {
 		const oldText = ['a', 'b', 'c'].join('\n');
 		const newText = ['a', 'b', 'B', 'c'].join('\n');
+
 		expect(computeLineDiff(oldText, newText)).toEqual([
-			{ kind: 'context', text: 'a', oldLine: 1, newLine: 1 },
-			{ kind: 'context', text: 'b', oldLine: 2, newLine: 2 },
-			{ kind: 'add', text: 'B', newLine: 3 },
-			{ kind: 'context', text: 'c', oldLine: 3, newLine: 4 }
+			{ kind: 'context', newLine: 1, oldLine: 1, text: 'a' },
+			{ kind: 'context', newLine: 2, oldLine: 2, text: 'b' },
+			{ kind: 'add', newLine: 3, text: 'B' },
+			{ kind: 'context', newLine: 4, oldLine: 3, text: 'c' }
 		]);
 	});
 
@@ -45,47 +46,50 @@ describe('computeLineDiff', () => {
 		// show context flanking the changed line at its natural position.
 		const oldText = ['a', 'b', 'c', 'd'].join('\n');
 		const newText = ['a', 'b', 'X', 'd'].join('\n');
+
 		expect(computeLineDiff(oldText, newText)).toEqual([
-			{ kind: 'context', text: 'a', oldLine: 1, newLine: 1 },
-			{ kind: 'context', text: 'b', oldLine: 2, newLine: 2 },
-			{ kind: 'add', text: 'X', newLine: 3 },
-			{ kind: 'remove', text: 'c', oldLine: 3 },
-			{ kind: 'context', text: 'd', oldLine: 4, newLine: 4 }
+			{ kind: 'context', newLine: 1, oldLine: 1, text: 'a' },
+			{ kind: 'context', newLine: 2, oldLine: 2, text: 'b' },
+			{ kind: 'add', newLine: 3, text: 'X' },
+			{ kind: 'remove', oldLine: 3, text: 'c' },
+			{ kind: 'context', newLine: 4, oldLine: 4, text: 'd' }
 		]);
 	});
 
 	it('preserves interleaved context around removals', () => {
 		const oldText = ['a', 'b', 'c', 'd'].join('\n');
 		const newText = ['a', 'c', 'd'].join('\n');
+
 		expect(computeLineDiff(oldText, newText)).toEqual([
-			{ kind: 'context', text: 'a', oldLine: 1, newLine: 1 },
-			{ kind: 'remove', text: 'b', oldLine: 2 },
-			{ kind: 'context', text: 'c', oldLine: 3, newLine: 2 },
-			{ kind: 'context', text: 'd', oldLine: 4, newLine: 3 }
+			{ kind: 'context', newLine: 1, oldLine: 1, text: 'a' },
+			{ kind: 'remove', oldLine: 2, text: 'b' },
+			{ kind: 'context', newLine: 2, oldLine: 3, text: 'c' },
+			{ kind: 'context', newLine: 3, oldLine: 4, text: 'd' }
 		]);
 	});
 
 	it('handles purely identical inputs', () => {
 		const text = 'x\ny\nz';
 		const result = computeLineDiff(text, text);
+
 		expect(result).toEqual([
-			{ kind: 'context', text: 'x', oldLine: 1, newLine: 1 },
-			{ kind: 'context', text: 'y', oldLine: 2, newLine: 2 },
-			{ kind: 'context', text: 'z', oldLine: 3, newLine: 3 }
+			{ kind: 'context', newLine: 1, oldLine: 1, text: 'x' },
+			{ kind: 'context', newLine: 2, oldLine: 2, text: 'y' },
+			{ kind: 'context', newLine: 3, oldLine: 3, text: 'z' }
 		]);
 	});
 
 	it('strips a trailing newline on the old/new inputs', () => {
 		expect(computeLineDiff('a\n', 'a\nb\n')).toEqual([
-			{ kind: 'context', text: 'a', oldLine: 1, newLine: 1 },
-			{ kind: 'add', text: 'b', newLine: 2 }
+			{ kind: 'context', newLine: 1, oldLine: 1, text: 'a' },
+			{ kind: 'add', newLine: 2, text: 'b' }
 		]);
 	});
 
 	it('normalizes trailing CR on each line', () => {
 		expect(computeLineDiff('a\r\nb\r\n', 'a\nb')).toEqual([
-			{ kind: 'context', text: 'a', oldLine: 1, newLine: 1 },
-			{ kind: 'context', text: 'b', oldLine: 2, newLine: 2 }
+			{ kind: 'context', newLine: 1, oldLine: 1, text: 'a' },
+			{ kind: 'context', newLine: 2, oldLine: 2, text: 'b' }
 		]);
 	});
 
@@ -99,11 +103,13 @@ describe('computeLineDiff', () => {
 		// remove) carry no number on that side.
 		let lastOld = 0;
 		let lastNew = 0;
+
 		for (const line of diff) {
 			if (line.oldLine !== undefined) {
 				expect(line.oldLine).toBeGreaterThan(lastOld);
 				lastOld = line.oldLine;
 			}
+
 			if (line.newLine !== undefined) {
 				expect(line.newLine).toBeGreaterThan(lastNew);
 				lastNew = line.newLine;
@@ -123,14 +129,16 @@ describe('renderUnifiedDiff', () => {
 			{ kind: DiffLineKind.ADD, text: 'plus' },
 			{ kind: DiffLineKind.REMOVE, text: 'minus' }
 		];
+
 		expect(renderUnifiedDiff(lines)).toBe(' ctx\n+plus\n-minus');
 	});
 
 	it('ignores oldLine/newLine metadata when emitting prefixes', () => {
 		const lines: DiffLine[] = [
-			{ kind: DiffLineKind.CONTEXT, text: 'a', oldLine: 1, newLine: 1 },
-			{ kind: DiffLineKind.ADD, text: 'b', newLine: 2 }
+			{ kind: DiffLineKind.CONTEXT, newLine: 1, oldLine: 1, text: 'a' },
+			{ kind: DiffLineKind.ADD, newLine: 2, text: 'b' }
 		];
+
 		expect(renderUnifiedDiff(lines)).toBe(' a\n+b');
 	});
 });
diff --git a/tools/ui/tests/unit/contenteditable-tokenizer.test.ts b/tools/ui/tests/unit/contenteditable-tokenizer.test.ts
new file mode 100644
index 000000000..27a22aab9
--- /dev/null
+++ b/tools/ui/tests/unit/contenteditable-tokenizer.test.ts
@@ -0,0 +1,215 @@
+import { containsCodeSpan, isOffsetInCodeBlock, tokenizeContent } from '$lib/utils';
+import { describe, expect, it } from 'vitest';
+
+describe('tokenizeContent', () => {
+	it('tokenizes a plain text buffer with no badges', () => {
+		expect(tokenizeContent('hello world')).toEqual([{ kind: 'text', text: 'hello world' }]);
+	});
+
+	it('tokenizes a single badge', () => {
+		expect(tokenizeContent('[docs](file:///a/b)')).toEqual([
+			{ kind: 'badge', name: 'docs', path: '/a/b' }
+		]);
+	});
+
+	it('tokenizes text around a single badge', () => {
+		expect(tokenizeContent('hello [docs](file:///a/b) world')).toEqual([
+			{ kind: 'text', text: 'hello ' },
+			{ kind: 'badge', name: 'docs', path: '/a/b' },
+			{ kind: 'text', text: ' world' }
+		]);
+	});
+
+	it('tokenizes adjacent badges as separate tokens', () => {
+		expect(tokenizeContent('[a](file:///x)[b](file:///y)')).toEqual([
+			{ kind: 'badge', name: 'a', path: '/x' },
+			{ kind: 'badge', name: 'b', path: '/y' }
+		]);
+	});
+
+	it('leaves non-file links untouched in the stream', () => {
+		expect(tokenizeContent('see [foo](https://example.com) for details')).toEqual([
+			{ kind: 'text', text: 'see [foo](https://example.com) for details' }
+		]);
+	});
+
+	it('recognizes badges whose path contains spaces (macOS screenshots)', () => {
+		const path = '/Users/allozaur/Desktop/Screenshot 2026-07-28 at 17.21.50.png';
+		const source = `[Screenshot 2026-07-28 at 17.21.50.png](file://${path}) `;
+
+		expect(tokenizeContent(source)).toEqual([
+			{ kind: 'badge', name: 'Screenshot 2026-07-28 at 17.21.50.png', path },
+			{ kind: 'text', text: ' ' }
+		]);
+	});
+
+	it('recognizes badges whose path lives in the macOS temp folder', () => {
+		const path =
+			'/var/folders/78/j28m7pn57wb34bfjwlskh62h0000gn/T/TemporaryItems/NSIRD_screencaptureui_GD0A2R/Screenshot 2026-07-28 at 17.23.28.png';
+		const source = `[Screenshot 2026-07-28 at 17.23.28.png](file://${path}) `;
+
+		expect(tokenizeContent(source)).toEqual([
+			{ kind: 'badge', name: 'Screenshot 2026-07-28 at 17.23.28.png', path },
+			{ kind: 'text', text: ' ' }
+		]);
+	});
+
+	it('keeps text around a badge with spaces in the path', () => {
+		const path = '/Users/allozaur/Desktop/Screenshot 2026-07-28 at 17.21.50.png';
+		const source = `see [Screenshot 2026-07-28 at 17.21.50.png](file://${path}) done`;
+
+		expect(tokenizeContent(source)).toEqual([
+			{ kind: 'text', text: 'see ' },
+			{ kind: 'badge', name: 'Screenshot 2026-07-28 at 17.21.50.png', path },
+			{ kind: 'text', text: ' done' }
+		]);
+	});
+
+	it('recognizes badges whose path contains a close parenthesis (macOS duplicate files)', () => {
+		const path = '/Users/foo/Screenshot (1).png';
+		const source = `[Screenshot (1).png](file://${path}) `;
+
+		expect(tokenizeContent(source)).toEqual([
+			{ kind: 'badge', name: 'Screenshot (1).png', path },
+			{ kind: 'text', text: ' ' }
+		]);
+	});
+
+	it('recognizes badges whose folder name is wrapped in parentheses', () => {
+		const path = '/Users/foo/Project (Stuff)/main.rs';
+		const source = `[main.rs](file://${path}) `;
+
+		expect(tokenizeContent(source)).toEqual([
+			{ kind: 'badge', name: 'main.rs', path },
+			{ kind: 'text', text: ' ' }
+		]);
+	});
+
+	it('recognizes adjacent badges back-to-back with no separator', () => {
+		const source = '[a](file:///p)[b](file:///q)';
+
+		expect(tokenizeContent(source)).toEqual([
+			{ kind: 'badge', name: 'a', path: '/p' },
+			{ kind: 'badge', name: 'b', path: '/q' }
+		]);
+	});
+
+	it('tokenizes inline code with the backticks included', () => {
+		expect(tokenizeContent('run `npm test` now')).toEqual([
+			{ kind: 'text', text: 'run ' },
+			{ kind: 'inlineCode', text: '`npm test`' },
+			{ kind: 'text', text: ' now' }
+		]);
+	});
+
+	it('tokenizes a fenced code block without a language', () => {
+		const source = 'before\n```\nconst a = 1;\n```\nafter';
+
+		expect(tokenizeContent(source)).toEqual([
+			{ kind: 'text', text: 'before\n' },
+			{ kind: 'codeBlock', text: '```\nconst a = 1;\n```' },
+			{ kind: 'text', text: '\nafter' }
+		]);
+	});
+
+	it('tokenizes a fenced code block with a language', () => {
+		const source = '```js\nconst a = 1;\n```';
+
+		expect(tokenizeContent(source)).toEqual([
+			{ kind: 'codeBlock', text: '```js\nconst a = 1;\n```' }
+		]);
+	});
+
+	it('prefers the fenced block over inline spans at triple backticks', () => {
+		expect(tokenizeContent('```a``` ```b```')).toEqual([
+			{ kind: 'codeBlock', text: '```a```' },
+			{ kind: 'text', text: ' ' },
+			{ kind: 'codeBlock', text: '```b```' }
+		]);
+	});
+
+	it('leaves an unclosed fence as plain text', () => {
+		expect(tokenizeContent('```js\nconst a = 1;')).toEqual([
+			{ kind: 'text', text: '```js\nconst a = 1;' }
+		]);
+	});
+
+	it('leaves an unclosed inline backtick as plain text', () => {
+		expect(tokenizeContent('run `npm test')).toEqual([{ kind: 'text', text: 'run `npm test' }]);
+	});
+
+	it('does not recognize badges inside code spans', () => {
+		expect(tokenizeContent('`[a](file:///p)`')).toEqual([
+			{ kind: 'inlineCode', text: '`[a](file:///p)`' }
+		]);
+	});
+
+	it('tokenizes badges and code spans side by side', () => {
+		expect(tokenizeContent('[a](file:///p) `x`')).toEqual([
+			{ kind: 'badge', name: 'a', path: '/p' },
+			{ kind: 'text', text: ' ' },
+			{ kind: 'inlineCode', text: '`x`' }
+		]);
+	});
+});
+
+describe('containsCodeSpan', () => {
+	it('detects inline code', () => {
+		expect(containsCodeSpan('run `npm test` now')).toBe(true);
+	});
+
+	it('detects a fenced block with a language', () => {
+		expect(containsCodeSpan('```js\nconst a = 1;\n```')).toBe(true);
+	});
+
+	it('detects a fenced block without a language', () => {
+		expect(containsCodeSpan('```\ncode\n```')).toBe(true);
+	});
+
+	it('ignores unclosed fences and lone backticks', () => {
+		expect(containsCodeSpan('```js\nconst a = 1;')).toBe(false);
+		expect(containsCodeSpan('run `npm test')).toBe(false);
+		expect(containsCodeSpan('``')).toBe(false);
+	});
+
+	it('ignores plain text and mention links', () => {
+		expect(containsCodeSpan('hello world')).toBe(false);
+		expect(containsCodeSpan('[a](file:///p)')).toBe(false);
+	});
+});
+
+describe('isOffsetInCodeBlock', () => {
+	const BLOCK = '```js\nconst a = 1;\n```';
+
+	it('is false with no fences in the buffer', () => {
+		expect(isOffsetInCodeBlock('hello world', 5)).toBe(false);
+		expect(isOffsetInCodeBlock('run `npm test` now', 10)).toBe(false);
+	});
+
+	it('is true right after the opening fence, before any content', () => {
+		expect(isOffsetInCodeBlock('```', 3)).toBe(true);
+		expect(isOffsetInCodeBlock('```js', 5)).toBe(true);
+	});
+
+	it('is true inside a still-open block while it is being typed', () => {
+		const open = '```js\nconst a = 1;';
+
+		expect(isOffsetInCodeBlock(open, open.length)).toBe(true);
+	});
+
+	it('is true inside a closed block and false outside it', () => {
+		expect(isOffsetInCodeBlock(BLOCK, 6)).toBe(true);
+		expect(isOffsetInCodeBlock(BLOCK, 0)).toBe(false);
+		expect(isOffsetInCodeBlock(BLOCK, BLOCK.length)).toBe(false);
+		expect(isOffsetInCodeBlock(BLOCK + '\nafter', BLOCK.length + 5)).toBe(false);
+	});
+
+	it('toggles per fence across multiple blocks', () => {
+		const two = BLOCK + '\ntext\n' + BLOCK;
+		const secondBlock = two.lastIndexOf(BLOCK);
+
+		expect(isOffsetInCodeBlock(two, secondBlock - 2)).toBe(false);
+		expect(isOffsetInCodeBlock(two, secondBlock + 6)).toBe(true);
+		expect(isOffsetInCodeBlock(two, two.length)).toBe(false);
+	});
+});
diff --git a/tools/ui/tests/unit/contenteditable-word-jump.test.ts b/tools/ui/tests/unit/contenteditable-word-jump.test.ts
new file mode 100644
index 000000000..03eb974e5
--- /dev/null
+++ b/tools/ui/tests/unit/contenteditable-word-jump.test.ts
@@ -0,0 +1,83 @@
+import { badgeAwareWordJump, leadingBadgeEdgeOffset } from '$lib/utils';
+import { describe, expect, it } from 'vitest';
+
+// Layout of `hello [docs](file:///a/b) world foo`:
+//   "hello" 0-4, " " 5, badge 6-24 (length 19), " " 25, "world" 26-30, " " 31, "foo" 32-34
+const BADGE = '[docs](file:///a/b)';
+const SOURCE = `hello ${BADGE} world foo`;
+const BADGE_START = 6;
+const BADGE_END = 25;
+
+describe('badgeAwareWordJump', () => {
+	it('returns null when the buffer has no badge', () => {
+		expect(badgeAwareWordJump('hello world', 0, 'forward')).toBeNull();
+		expect(badgeAwareWordJump('hello world', 11, 'backward')).toBeNull();
+	});
+
+	it('jumps forward onto a badge landing at its end, not the next word', () => {
+		expect(badgeAwareWordJump(SOURCE, BADGE_START, 'forward')).toBe(BADGE_END);
+	});
+
+	it('jumps forward from the space before a badge landing at its end', () => {
+		expect(badgeAwareWordJump(SOURCE, BADGE_START - 1, 'forward')).toBe(BADGE_END);
+	});
+
+	it('jumps backward over a badge landing at its start', () => {
+		expect(badgeAwareWordJump(SOURCE, BADGE_END, 'backward')).toBe(BADGE_START);
+	});
+
+	it('jumps backward from the next word onto the badge start', () => {
+		// caret at the start of "world"
+		expect(badgeAwareWordJump(SOURCE, BADGE_END + 1, 'backward')).toBe(BADGE_START);
+	});
+
+	it('returns null for jumps that cross no badge', () => {
+		// forward over "hello" only
+		expect(badgeAwareWordJump(SOURCE, 0, 'forward')).toBeNull();
+		// backward over "foo" only
+		expect(badgeAwareWordJump(SOURCE, SOURCE.length, 'backward')).toBeNull();
+		// backward away from the badge (over "hello")
+		expect(badgeAwareWordJump(SOURCE, BADGE_START, 'backward')).toBeNull();
+	});
+
+	it('treats a leading badge as one word in both directions', () => {
+		const source = `${BADGE} rest`;
+
+		expect(badgeAwareWordJump(source, 0, 'forward')).toBe(BADGE.length);
+		expect(badgeAwareWordJump(source, BADGE.length, 'backward')).toBe(0);
+	});
+
+	it('treats adjacent badges as separate words', () => {
+		// each badge is 14 chars: "[a](file:///x)" / "[b](file:///y)"
+		const source = '[a](file:///x)[b](file:///y)';
+
+		expect(badgeAwareWordJump(source, 0, 'forward')).toBe(14);
+		expect(badgeAwareWordJump(source, 14, 'forward')).toBe(28);
+		expect(badgeAwareWordJump(source, 28, 'backward')).toBe(14);
+		expect(badgeAwareWordJump(source, 14, 'backward')).toBe(0);
+	});
+
+	it('jumps over a badge following punctuation', () => {
+		// "foo," 0-3, " " 4, badge 5-23 (end 24), " bar" 24-27
+		const source = `foo, ${BADGE} bar`;
+
+		expect(badgeAwareWordJump(source, 0, 'forward')).toBeNull();
+		expect(badgeAwareWordJump(source, 3, 'forward')).toBe(24);
+	});
+});
+
+describe('leadingBadgeEdgeOffset', () => {
+	it('returns 0 when the caret sits exactly at a leading badge end', () => {
+		expect(leadingBadgeEdgeOffset(`${BADGE} rest`, BADGE.length)).toBe(0);
+	});
+
+	it('returns null when the caret is anywhere else', () => {
+		expect(leadingBadgeEdgeOffset(`${BADGE} rest`, 0)).toBeNull();
+		expect(leadingBadgeEdgeOffset(`${BADGE} rest`, BADGE.length + 2)).toBeNull();
+	});
+
+	it('returns null when the buffer does not start with a badge', () => {
+		expect(leadingBadgeEdgeOffset(SOURCE, BADGE_END)).toBeNull();
+		expect(leadingBadgeEdgeOffset('', 0)).toBeNull();
+	});
+});
diff --git a/tools/ui/tests/unit/continue-intent.test.ts b/tools/ui/tests/unit/continue-intent.test.ts
index 76539c76a..817449822 100644
--- a/tools/ui/tests/unit/continue-intent.test.ts
+++ b/tools/ui/tests/unit/continue-intent.test.ts
@@ -1,7 +1,7 @@
-import { describe, it, expect } from 'vitest';
-import { classifyContinueIntent } from '$lib/utils/agentic';
 import { ContinueIntentKind, MessageRole, MessageType } from '$lib/enums';
 import type { DatabaseMessage } from '$lib/types/database';
+import { classifyContinueIntent } from '$lib/utils/agentic';
+import { describe, expect, it } from 'vitest';
 
 /**
  * Tests for the Continue button intent classifier.
@@ -21,23 +21,25 @@ import type { DatabaseMessage } from '$lib/types/database';
  */
 
 let nextId = 0;
+
 function makeMsg(role: MessageRole, opts: Partial<DatabaseMessage> = {}): DatabaseMessage {
 	nextId++;
+
 	return {
-		id: `msg-${nextId}`,
-		convId: 'conv-1',
-		type: MessageType.TEXT,
-		timestamp: nextId,
-		role,
+		children: [],
 		content: '',
+		convId: 'conv-1',
+		id: `msg-${nextId}`,
 		parent: null,
-		children: [],
+		role,
+		timestamp: nextId,
+		type: MessageType.TEXT,
 		...opts
 	};
 }
 
 function toolCall(id: string, name: string, args: string = '{}'): string {
-	return JSON.stringify([{ id, type: 'function', function: { name, arguments: args } }]);
+	return JSON.stringify([{ function: { arguments: args, name }, id, type: 'function' }]);
 }
 
 describe('classifyContinueIntent', () => {
@@ -46,7 +48,6 @@ describe('classifyContinueIntent', () => {
 			makeMsg(MessageRole.USER, { content: 'hello' }),
 			makeMsg(MessageRole.ASSISTANT, { content: 'hi there' })
 		];
-
 		const intent = classifyContinueIntent(messages, 1);
 
 		expect(intent).toEqual({ kind: ContinueIntentKind.APPEND_TEXT });
@@ -71,7 +72,6 @@ describe('classifyContinueIntent', () => {
 				toolCalls: toolCall('call_1', 'bash_tool', '{"command":"ls"}')
 			})
 		];
-
 		const intent = classifyContinueIntent(messages, 1);
 
 		expect(intent).toEqual({ kind: ContinueIntentKind.RERUN_TURN, truncateAfter: 0 });
@@ -86,7 +86,6 @@ describe('classifyContinueIntent', () => {
 			}),
 			makeMsg(MessageRole.TOOL, { content: 'file1\nfile2', toolCallId: 'call_1' })
 		];
-
 		const intent = classifyContinueIntent(messages, 1);
 
 		expect(intent).toEqual({ kind: ContinueIntentKind.NEXT_TURN, truncateAfter: 2 });
@@ -98,14 +97,13 @@ describe('classifyContinueIntent', () => {
 			makeMsg(MessageRole.ASSISTANT, {
 				content: '',
 				toolCalls: JSON.stringify([
-					{ id: 'call_1', type: 'function', function: { name: 'a', arguments: '{}' } },
-					{ id: 'call_2', type: 'function', function: { name: 'b', arguments: '{}' } }
+					{ function: { arguments: '{}', name: 'a' }, id: 'call_1', type: 'function' },
+					{ function: { arguments: '{}', name: 'b' }, id: 'call_2', type: 'function' }
 				])
 			}),
 			makeMsg(MessageRole.TOOL, { content: 'r1', toolCallId: 'call_1' }),
 			makeMsg(MessageRole.TOOL, { content: 'r2', toolCallId: 'call_2' })
 		];
-
 		const intent = classifyContinueIntent(messages, 1);
 
 		expect(intent).toEqual({ kind: ContinueIntentKind.NEXT_TURN, truncateAfter: 3 });
@@ -122,7 +120,6 @@ describe('classifyContinueIntent', () => {
 			makeMsg(MessageRole.USER, { content: 'wait' }),
 			makeMsg(MessageRole.TOOL, { content: 'late', toolCallId: 'call_1' })
 		];
-
 		const intent = classifyContinueIntent(messages, 1);
 
 		// truncateAfter must point at the contiguous tool block, not jump over
diff --git a/tools/ui/tests/unit/conversation-import.test.ts b/tools/ui/tests/unit/conversation-import.test.ts
index 4565ed5b5..1760f8f17 100644
--- a/tools/ui/tests/unit/conversation-import.test.ts
+++ b/tools/ui/tests/unit/conversation-import.test.ts
@@ -1,8 +1,8 @@
-import { beforeAll, describe, expect, it } from 'vitest';
-import { zipSync, strToU8 } from 'fflate';
-import { MessageRole, MessageType } from '$lib/enums';
 import { NEWLINE } from '$lib/constants';
+import { MessageRole, MessageType } from '$lib/enums';
 import type { ExportedConversation } from '$lib/types/database';
+import { strToU8, zipSync } from 'fflate';
+import { beforeAll, describe, expect, it } from 'vitest';
 
 let conversationsStore: typeof import('$lib/stores/conversations.svelte').conversationsStore;
 
@@ -12,12 +12,12 @@ let conversationsStore: typeof import('$lib/stores/conversations.svelte').conver
 beforeAll(async () => {
 	const store = new Map<string, string>();
 	const polyfill: Storage = {
-		get length() {
-			return store.size;
-		},
 		clear: () => store.clear(),
 		getItem: (k) => (store.has(k) ? store.get(k)! : null),
 		key: (i) => Array.from(store.keys())[i] ?? null,
+		get length() {
+			return store.size;
+		},
 		removeItem: (k) => {
 			store.delete(k);
 		},
@@ -25,6 +25,7 @@ beforeAll(async () => {
 			store.set(k, String(v));
 		}
 	};
+
 	(globalThis as unknown as { localStorage: Storage }).localStorage = polyfill;
 
 	({ conversationsStore } = await import('$lib/stores/conversations.svelte'));
@@ -32,17 +33,17 @@ beforeAll(async () => {
 
 function makeSession(id: string): ExportedConversation {
 	return {
-		conv: { id, currNode: `${id}-msg`, lastModified: 0, name: `Chat ${id}` },
+		conv: { currNode: `${id}-msg`, id, lastModified: 0, name: `Chat ${id}` },
 		messages: [
 			{
-				id: `${id}-msg`,
-				convId: id,
-				type: MessageType.TEXT,
-				timestamp: 0,
-				role: MessageRole.USER,
+				children: [],
 				content: `hello from ${id}`,
+				convId: id,
+				id: `${id}-msg`,
 				parent: null,
-				children: []
+				role: MessageRole.USER,
+				timestamp: 0,
+				type: MessageType.TEXT
 			}
 		]
 	} as unknown as ExportedConversation;
@@ -56,7 +57,6 @@ function makeSession(id: string): ExportedConversation {
 describe('conversationsStore.parseImportFile', () => {
 	it('imports a JSONL export whose name has no meaningful extension', async () => {
 		const jsonl = conversationsStore.serializeSessionToJsonl(makeSession('a'));
-
 		const sessions = await conversationsStore.parseImportFile(new File([jsonl], 'export'));
 
 		expect(sessions).toHaveLength(1);
@@ -68,7 +68,6 @@ describe('conversationsStore.parseImportFile', () => {
 		const jsonl = [makeSession('a'), makeSession('b')]
 			.map((session) => conversationsStore.serializeSessionToJsonl(session))
 			.join(NEWLINE);
-
 		const sessions = await conversationsStore.parseImportFile(new File([jsonl], 'export.txt'));
 
 		expect(sessions.map((session) => session.conv.id)).toEqual(['a', 'b']);
@@ -80,7 +79,6 @@ describe('conversationsStore.parseImportFile', () => {
 			'b.jsonl': strToU8(conversationsStore.serializeSessionToJsonl(makeSession('b'))),
 			'notes.txt': strToU8('ignored')
 		});
-
 		const sessions = await conversationsStore.parseImportFile(new File([zipped], 'archive'));
 
 		expect(sessions.map((session) => session.conv.id).sort()).toEqual(['a', 'b']);
@@ -88,7 +86,6 @@ describe('conversationsStore.parseImportFile', () => {
 
 	it('imports the legacy JSON array format', async () => {
 		const json = JSON.stringify([makeSession('a')], null, 2);
-
 		const sessions = await conversationsStore.parseImportFile(new File([json], 'export.jsonl'));
 
 		expect(sessions).toHaveLength(1);
@@ -97,7 +94,6 @@ describe('conversationsStore.parseImportFile', () => {
 
 	it('imports the legacy JSON single object format', async () => {
 		const json = JSON.stringify(makeSession('a'));
-
 		const sessions = await conversationsStore.parseImportFile(new File([json], 'export'));
 
 		expect(sessions).toHaveLength(1);
diff --git a/tools/ui/tests/unit/favicon-colorize.test.ts b/tools/ui/tests/unit/favicon-colorize.test.ts
index 12b8a6f21..b286db37d 100644
--- a/tools/ui/tests/unit/favicon-colorize.test.ts
+++ b/tools/ui/tests/unit/favicon-colorize.test.ts
@@ -1,12 +1,12 @@
-import { mkdtempSync, readFileSync, rmSync, writeFileSync } from 'node:fs';
-import { tmpdir } from 'node:os';
-import { join } from 'node:path';
-import { afterEach, beforeEach, describe, expect, it } from 'vitest';
 import {
 	colorizeFaviconSvg,
 	padFaviconSvg,
 	writeThemeFavicons
 } from '../../scripts/favicon-colorize';
+import { mkdtempSync, readFileSync, rmSync, writeFileSync } from 'node:fs';
+import { tmpdir } from 'node:os';
+import { join } from 'node:path';
+import { afterEach, beforeEach, describe, expect, it } from 'vitest';
 
 const SOURCE_SVG = [
 	'<svg xmlns="http://www.w3.org/2000/svg">',
@@ -19,6 +19,7 @@ const SOURCE_SVG = [
 describe('colorizeFaviconSvg', () => {
 	it('substitutes every currentColor occurrence for the light variant', () => {
 		const { light } = colorizeFaviconSvg(SOURCE_SVG, '#111111', '#fafafa');
+
 		expect(light.match(/currentColor/g)).toBeNull();
 		expect(light).toContain('fill="#111111"');
 		expect(light).toContain('<circle fill="#111111"/>');
@@ -26,34 +27,39 @@ describe('colorizeFaviconSvg', () => {
 
 	it('substitutes every currentColor occurrence for the dark variant', () => {
 		const { dark } = colorizeFaviconSvg(SOURCE_SVG, '#111111', '#fafafa');
+
 		expect(dark.match(/currentColor/g)).toBeNull();
 		expect(dark).toContain('fill="#fafafa"');
 		expect(dark).toContain('<circle fill="#fafafa"/>');
 	});
 
 	it('leaves non-currentColor colors untouched in both variants', () => {
-		const { light, dark } = colorizeFaviconSvg(SOURCE_SVG, '#111111', '#fafafa');
+		const { dark, light } = colorizeFaviconSvg(SOURCE_SVG, '#111111', '#fafafa');
+
 		expect(light).toContain('fill="#ff00aa"');
 		expect(dark).toContain('fill="#ff00aa"');
 	});
 
 	it('does not alter any other part of the SVG', () => {
-		const { light, dark } = colorizeFaviconSvg(SOURCE_SVG, '#111111', '#fafafa');
+		const { dark, light } = colorizeFaviconSvg(SOURCE_SVG, '#111111', '#fafafa');
 		const stripColors = (s: string) =>
 			s.replaceAll('#111111', '').replaceAll('#fafafa', '').replaceAll('currentColor', '');
 		const expected = stripColors(SOURCE_SVG);
+
 		expect(stripColors(light)).toBe(expected);
 		expect(stripColors(dark)).toBe(expected);
 	});
 
 	it('returns the same SVG for light and dark when called with the same color', () => {
 		const result = colorizeFaviconSvg(SOURCE_SVG, '#abcdef', '#abcdef');
+
 		expect(result.light).toBe(result.dark);
 	});
 
 	it('returns the source unchanged when given a color that does not appear (no currentColor in source)', () => {
 		const plain = '<svg><path fill="#000"/></svg>';
-		const { light, dark } = colorizeFaviconSvg(plain, '#111111', '#fafafa');
+		const { dark, light } = colorizeFaviconSvg(plain, '#111111', '#fafafa');
+
 		expect(light).toBe(plain);
 		expect(dark).toBe(plain);
 	});
@@ -67,6 +73,7 @@ describe('padFaviconSvg', () => {
 
 	it('wraps inner content in a translate-then-scale group that matches padding', () => {
 		const padded = padFaviconSvg(SIZED_SVG, 0.05);
+
 		// scale = 1 - 0.05 = 0.95
 		// translate = (0.05 * 512) / 2 = 12.8 on each axis
 		expect(padded).toContain('transform="translate(12.8 12.8) scale(0.95)"');
@@ -77,6 +84,7 @@ describe('padFaviconSvg', () => {
 
 	it('preserves the outer <svg> tag attributes', () => {
 		const padded = padFaviconSvg(SIZED_SVG, 0.1);
+
 		expect(padded.startsWith('<svg width="512" height="512" viewBox="0 0 512 512"')).toBe(true);
 	});
 
@@ -92,17 +100,20 @@ describe('padFaviconSvg', () => {
 
 	it('returns the input unchanged when no viewBox is present', () => {
 		const noViewBox = '<svg width="32" height="32"><path d="M0 0Z"/></svg>';
+
 		expect(padFaviconSvg(noViewBox, 0.1)).toBe(noViewBox);
 	});
 
 	it('returns the input unchanged when viewBox values are not finite numbers', () => {
 		const bad = '<svg viewBox="auto auto 0 0"><path/></svg>';
+
 		expect(padFaviconSvg(bad, 0.1)).toBe(bad);
 	});
 
 	it('tolerates a non-square viewBox', () => {
 		const wide = '<svg viewBox="0 0 100 50"><rect/></svg>';
 		const padded = padFaviconSvg(wide, 0.1);
+
 		// scale 0.9, translate (5, 2.5)
 		expect(padded).toContain('transform="translate(5 2.5) scale(0.9)"');
 	});
@@ -121,27 +132,29 @@ describe('writeThemeFavicons', () => {
 	});
 
 	afterEach(() => {
-		rmSync(tmpDir, { recursive: true, force: true });
+		rmSync(tmpDir, { force: true, recursive: true });
 	});
 
 	function setupSource() {
 		const sourcePath = join(tmpDir, 'logo.svg');
+
 		writeFileSync(sourcePath, LOGO);
+
 		return {
-			sourcePath,
+			darkPath: join(tmpDir, 'favicon-dark.svg'),
 			lightPath: join(tmpDir, 'favicon.svg'),
-			darkPath: join(tmpDir, 'favicon-dark.svg')
+			sourcePath
 		};
 	}
 
 	it('writes colorized, un-padded favicons without modifying the source', () => {
-		const { sourcePath, lightPath, darkPath } = setupSource();
+		const { darkPath, lightPath, sourcePath } = setupSource();
 		const before = readFileSync(sourcePath, 'utf-8');
 
 		writeThemeFavicons('#abcdef', '#012345', {
-			sourcePath,
+			darkOutPath: darkPath,
 			lightOutPath: lightPath,
-			darkOutPath: darkPath
+			sourcePath
 		});
 
 		const lightOut = readFileSync(lightPath, 'utf-8');
@@ -162,17 +175,17 @@ describe('writeThemeFavicons', () => {
 	});
 
 	it('writes colorized favicons wrapped in a padding <g transform>...</g>', () => {
-		const { sourcePath, lightPath, darkPath } = setupSource();
+		const { darkPath, lightPath, sourcePath } = setupSource();
 		// mirror the production wiring: PWA_ASSET_GENERATOR.FAVICON_PADDING
 		const padding = 0.04;
 		// scale = 1 - 0.04 = 0.96; translate = (0.04 * 512) / 2 = 10.24
 		const expectedTransform = 'transform="translate(10.24 10.24) scale(0.96)"';
 
 		writeThemeFavicons('#111111', '#fafafa', {
-			sourcePath,
-			lightOutPath: lightPath,
 			darkOutPath: darkPath,
-			padding
+			lightOutPath: lightPath,
+			padding,
+			sourcePath
 		});
 
 		const lightOut = readFileSync(lightPath, 'utf-8');
diff --git a/tools/ui/tests/unit/glob-search-children.test.ts b/tools/ui/tests/unit/glob-search-children.test.ts
new file mode 100644
index 000000000..e3e6fb5b8
--- /dev/null
+++ b/tools/ui/tests/unit/glob-search-children.test.ts
@@ -0,0 +1,124 @@
+import { beforeEach, describe, expect, it, vi } from 'vitest';
+
+vi.mock('$lib/services/tools.service', () => ({
+	ToolsService: { executeToolRaw: vi.fn() }
+}));
+
+import { GlobSearchType } from '$lib/enums';
+import { ToolsService } from '$lib/services/tools.service';
+import { runGlobSearchWithChildren } from '$lib/utils';
+
+const mockExecute = vi.mocked(ToolsService.executeToolRaw);
+
+// Distinct roots per test so the module-level search cache never serves a
+// prior test's result under the same (type, path, glob, depth) key.
+beforeEach(() => {
+	mockExecute.mockReset();
+});
+
+describe('runGlobSearchWithChildren', () => {
+	it('returns ranked outer entries as absolute paths without descending', async () => {
+		mockExecute.mockResolvedValueOnce({
+			base: '/Users/rootA',
+			entries: [
+				{ path: 'note.md', type: 'file' },
+				{ path: 'src', type: 'dir' }
+			]
+		});
+		const res = await runGlobSearchWithChildren(
+			'note',
+			'/Users/rootA',
+			3,
+			50,
+			new AbortController().signal
+		);
+
+		expect(res.error).toBeUndefined();
+		expect(res.entries.map((e) => e.path)).toEqual(['/Users/rootA/note.md', '/Users/rootA/src']);
+		expect(res.exactDir).toBeUndefined();
+		expect(mockExecute).toHaveBeenCalledTimes(1);
+	});
+
+	it('appends a matched directorys children when the query ends with a separator', async () => {
+		mockExecute
+			.mockResolvedValueOnce({ base: '/Users/rootB', entries: [{ path: 'src', type: 'dir' }] })
+			.mockResolvedValueOnce({
+				base: '/Users/rootB/src',
+				entries: [
+					{ path: 'a.txt', type: 'file' },
+					{ path: 'sub', type: 'dir' }
+				]
+			});
+		const res = await runGlobSearchWithChildren(
+			'/Users/rootB/src/',
+			'/Users/rootB',
+			3,
+			50,
+			new AbortController().signal,
+			{ descendOnTrailingSeparator: true, type: GlobSearchType.ALL }
+		);
+
+		expect(res.error).toBeUndefined();
+		expect(res.exactDir).toBe('/Users/rootB/src');
+		expect(res.entries.map((e) => e.path)).toEqual([
+			'/Users/rootB/src',
+			'/Users/rootB/src/a.txt',
+			'/Users/rootB/src/sub'
+		]);
+		expect(mockExecute).toHaveBeenCalledTimes(2);
+	});
+
+	it('does not descend without a trailing separator in mention mode', async () => {
+		mockExecute.mockResolvedValueOnce({
+			base: '/Users/rootC',
+			entries: [{ path: 'src', type: 'dir' }]
+		});
+		const res = await runGlobSearchWithChildren(
+			'/Users/rootC/src',
+			'/Users/rootC',
+			3,
+			50,
+			new AbortController().signal,
+			{ descendOnTrailingSeparator: true, type: GlobSearchType.ALL }
+		);
+
+		expect(res.exactDir).toBeUndefined();
+		expect(mockExecute).toHaveBeenCalledTimes(1);
+	});
+
+	it('descends on an exact directory match in WD mode', async () => {
+		mockExecute
+			.mockResolvedValueOnce({ base: '/Users/rootD', entries: [{ path: 'src', type: 'dir' }] })
+			.mockResolvedValueOnce({
+				base: '/Users/rootD/src',
+				entries: [{ path: 'a.txt', type: 'file' }]
+			});
+		const res = await runGlobSearchWithChildren(
+			'/Users/rootD/src',
+			'/Users/rootD',
+			3,
+			50,
+			new AbortController().signal,
+			{ type: GlobSearchType.DIR }
+		);
+
+		expect(res.exactDir).toBe('/Users/rootD/src');
+		expect(res.entries.map((e) => e.path)).toEqual(['/Users/rootD/src', '/Users/rootD/src/a.txt']);
+		expect(mockExecute).toHaveBeenCalledTimes(2);
+	});
+
+	it('surfaces a server error without attempting a child walk', async () => {
+		mockExecute.mockResolvedValueOnce({ error: 'boom' });
+		const res = await runGlobSearchWithChildren(
+			'src',
+			'/Users/rootE',
+			3,
+			50,
+			new AbortController().signal
+		);
+
+		expect(res.error).toBe('boom');
+		expect(res.entries).toEqual([]);
+		expect(mockExecute).toHaveBeenCalledTimes(1);
+	});
+});
diff --git a/tools/ui/tests/unit/headers.test.ts b/tools/ui/tests/unit/headers.test.ts
index 33619547c..5aaa22d0e 100644
--- a/tools/ui/tests/unit/headers.test.ts
+++ b/tools/ui/tests/unit/headers.test.ts
@@ -1,5 +1,5 @@
-import { describe, expect, it } from 'vitest';
 import { parseHeadersToArray, serializeHeaders } from '$lib/utils/headers';
+import { describe, expect, it } from 'vitest';
 
 /**
  * Tests for the header serialization helpers used by the MCP server form
@@ -72,7 +72,7 @@ describe('serializeHeaders', () => {
 
 		// Object key order follows insertion order in modern JS engines, so
 		// the serialized JSON writes keys in our input order.
-		expect(JSON.parse(serialized)).toEqual({ 'X-C': '3', 'X-A': '1', 'X-B': '2' });
+		expect(JSON.parse(serialized)).toEqual({ 'X-A': '1', 'X-B': '2', 'X-C': '3' });
 	});
 });
 
@@ -82,7 +82,6 @@ describe('parseHeadersToArray / serializeHeaders roundtrip', () => {
 			'Content-Type': 'application/json',
 			'X-Trace-Id': 'abc-123'
 		});
-
 		const roundtrip = serializeHeaders(parseHeadersToArray(original));
 
 		expect(JSON.parse(roundtrip)).toEqual(JSON.parse(original));
@@ -102,7 +101,6 @@ describe('parseHeadersToArray / serializeHeaders roundtrip', () => {
 
 	it('preserves upstream keys untouched (does not lowercase them)', () => {
 		const upperCased = '{"Authorization":"Bearer xyz"}';
-
 		const parsed = parseHeadersToArray(upperCased);
 
 		expect(parsed).toEqual([{ key: 'Authorization', value: 'Bearer xyz' }]);
@@ -117,7 +115,6 @@ describe('parseHeadersToArray / serializeHeaders roundtrip', () => {
 			{ key: 'X-Trace-Id', value: 'abc-123' },
 			{ key: 'Authorization', value: 'Bearer super-secret' }
 		];
-
 		const serialized = serializeHeaders(pairs);
 
 		expect(serialized).toBe('{"X-Trace-Id":"abc-123","Authorization":"Bearer super-secret"}');
diff --git a/tools/ui/tests/unit/jpeg-orientation.test.ts b/tools/ui/tests/unit/jpeg-orientation.test.ts
index b1ad4777d..5e9f9e84b 100644
--- a/tools/ui/tests/unit/jpeg-orientation.test.ts
+++ b/tools/ui/tests/unit/jpeg-orientation.test.ts
@@ -1,5 +1,5 @@
-import { describe, expect, it } from 'vitest';
 import { getJpegOrientationFromDataURL, isJpegMimeType } from '$lib/utils/jpeg-orientation';
+import { describe, expect, it } from 'vitest';
 
 // Builds the TIFF payload of an APP1 segment holding a single IFD0 entry
 function buildTiff(littleEndian: boolean, tag: number, value: number): number[] {
@@ -36,6 +36,7 @@ function buildJpegDataURL(tiff: number[] | null, prependApp0 = false): string {
 	if (tiff) {
 		const payload = [0x45, 0x78, 0x69, 0x66, 0x00, 0x00, ...tiff];
 		const length = payload.length + 2;
+
 		bytes.push(0xff, 0xe1, length >> 8, length & 0xff, ...payload);
 	}
 
@@ -74,11 +75,13 @@ describe('getJpegOrientationFromDataURL', () => {
 
 	it('returns 1 for a payload that is not a JPEG', () => {
 		const png = btoa(String.fromCharCode(0x89, 0x50, 0x4e, 0x47, 0x0d, 0x0a, 0x1a, 0x0a));
+
 		expect(getJpegOrientationFromDataURL(`data:image/png;base64,${png}`)).toBe(1);
 	});
 
 	it('returns 1 for a truncated payload', () => {
 		const truncated = btoa(String.fromCharCode(0xff, 0xd8, 0xff));
+
 		expect(getJpegOrientationFromDataURL(`data:image/jpeg;base64,${truncated}`)).toBe(1);
 	});
 
diff --git a/tools/ui/tests/unit/latex-protection.test.ts b/tools/ui/tests/unit/latex-protection.test.ts
index 011b9c0af..75261c4dd 100644
--- a/tools/ui/tests/unit/latex-protection.test.ts
+++ b/tools/ui/tests/unit/latex-protection.test.ts
@@ -1,6 +1,6 @@
 /* eslint-disable no-irregular-whitespace */
-import { describe, it, expect, test } from 'vitest';
 import { maskInlineLaTeX, preprocessLaTeX } from '$lib/utils/latex-protection';
+import { describe, expect, it, test } from 'vitest';
 
 describe('maskInlineLaTeX', () => {
 	it('should protect LaTeX $x + y$ but not money $3.99', () => {
@@ -126,6 +126,7 @@ describe('preprocessLaTeX', () => {
 		const input =
 			'\\( \\mathrm{GL}_2(\\mathbb{F}_7) \\): Group of invertible matrices with entries in \\(\\mathbb{F}_7\\).';
 		const output = preprocessLaTeX(input);
+
 		expect(output).toBe(
 			'$ \\mathrm{GL}_2(\\mathbb{F}_7) $: Group of invertible matrices with entries in $\\mathbb{F}_7$.'
 		);
@@ -135,6 +136,7 @@ describe('preprocessLaTeX', () => {
 		const input =
 			'Chapter 20 of The TeXbook, in source "Definitions\\\\(also called Macros)", containst the formula \\((x_1,\\ldots,x_n)\\).';
 		const output = preprocessLaTeX(input);
+
 		expect(output).toBe(
 			'Chapter 20 of The TeXbook, in source "Definitions\\\\(also called Macros)", containst the formula $(x_1,\\ldots,x_n)$.'
 		);
@@ -229,6 +231,7 @@ h \\bigl[\\, d_{\\text{model}}\\;d_{k} + d_{\\text{model}}\\;d_{v}\\, \\bigr]
 \\end{aligned}}
 \\]`;
 		const output = preprocessLaTeX(input);
+
 		expect(output).toBe(
 			`$$
 \\boxed{
@@ -280,6 +283,7 @@ $$\pi_n(\mathbb{S}^3) = \begin{cases}
 \mathbb{Z}_2 & n = 4 \\
 \end{cases}$$`;
 		const output = preprocessLaTeX(input);
+
 		// If the formula contains '\\' the $$-delimiters should be in their own line.
 		expect(output).toBe(`- Algebraic topology, Homotopy Groups of $\\mathbb{S}^3$:
 $$\n\\pi_n(\\mathbb{S}^3) = \\begin{cases}
diff --git a/tools/ui/tests/unit/mcp-default-overrides-merge.test.ts b/tools/ui/tests/unit/mcp-default-overrides-merge.test.ts
index ce721ca6c..619442dcd 100644
--- a/tools/ui/tests/unit/mcp-default-overrides-merge.test.ts
+++ b/tools/ui/tests/unit/mcp-default-overrides-merge.test.ts
@@ -1,16 +1,16 @@
+import { CONFIG_LOCALSTORAGE_KEY, STORAGE_APP_NAME } from '$lib/constants';
 import { afterEach, beforeAll, beforeEach, describe, expect, it } from 'vitest';
-import { STORAGE_APP_NAME, CONFIG_LOCALSTORAGE_KEY } from '$lib/constants';
 
 // node env unit project has no DOM, install a minimal localStorage backed by a Map
 beforeAll(() => {
 	const store = new Map<string, string>();
 	const polyfill: Storage = {
-		get length() {
-			return store.size;
-		},
 		clear: () => store.clear(),
 		getItem: (k) => (store.has(k) ? store.get(k)! : null),
 		key: (i) => Array.from(store.keys())[i] ?? null,
+		get length() {
+			return store.size;
+		},
 		removeItem: (k) => {
 			store.delete(k);
 		},
@@ -18,6 +18,7 @@ beforeAll(() => {
 			store.set(k, String(v));
 		}
 	};
+
 	(globalThis as unknown as { localStorage: Storage }).localStorage = polyfill;
 });
 
@@ -45,6 +46,7 @@ describe('mcp-default-overrides-merge-v1 migration', () => {
 
 	async function runMigrations() {
 		const { MigrationService } = await import('$lib/services/migration.service');
+
 		await MigrationService.runAllMigrations();
 	}
 
@@ -60,13 +62,13 @@ describe('mcp-default-overrides-merge-v1 migration', () => {
 
 	it('applies matching overrides onto mcpServers[i].enabled and preserves the legacy key', async () => {
 		writeConfig({
-			mcpServers: JSON.stringify([
-				{ id: 'exa', enabled: false, url: 'https://mcp.exa.ai/mcp' },
-				{ id: 'hf', enabled: false, url: 'https://huggingface.co/mcp' }
-			]),
 			[MCP_DEFAULT_OVERRIDES_KEY]: JSON.stringify([
-				{ serverId: 'exa', enabled: true },
-				{ serverId: 'hf', enabled: false }
+				{ enabled: true, serverId: 'exa' },
+				{ enabled: false, serverId: 'hf' }
+			]),
+			mcpServers: JSON.stringify([
+				{ enabled: false, id: 'exa', url: 'https://mcp.exa.ai/mcp' },
+				{ enabled: false, id: 'hf', url: 'https://huggingface.co/mcp' }
 			])
 		});
 
@@ -85,11 +87,11 @@ describe('mcp-default-overrides-merge-v1 migration', () => {
 
 	it('skips override ids that do not match any configured server', async () => {
 		writeConfig({
-			mcpServers: JSON.stringify([{ id: 'exa', enabled: false, url: 'https://mcp.exa.ai/mcp' }]),
 			[MCP_DEFAULT_OVERRIDES_KEY]: JSON.stringify([
-				{ serverId: 'orphan', enabled: true },
-				{ serverId: 'exa', enabled: true }
-			])
+				{ enabled: true, serverId: 'orphan' },
+				{ enabled: true, serverId: 'exa' }
+			]),
+			mcpServers: JSON.stringify([{ enabled: false, id: 'exa', url: 'https://mcp.exa.ai/mcp' }])
 		});
 
 		await runMigrations();
@@ -107,7 +109,7 @@ describe('mcp-default-overrides-merge-v1 migration', () => {
 
 	it('is a no-op when there are no legacy overrides', async () => {
 		writeConfig({
-			mcpServers: JSON.stringify([{ id: 'exa', enabled: true, url: 'https://mcp.exa.ai/mcp' }])
+			mcpServers: JSON.stringify([{ enabled: true, id: 'exa', url: 'https://mcp.exa.ai/mcp' }])
 		});
 
 		await runMigrations();
@@ -124,25 +126,26 @@ describe('mcp-default-overrides-merge-v1 migration', () => {
 
 	it('does not rewrite mcpServers when override.enabled already matches', async () => {
 		const originalServers = JSON.stringify([
-			{ id: 'exa', enabled: true, url: 'https://mcp.exa.ai/mcp' }
+			{ enabled: true, id: 'exa', url: 'https://mcp.exa.ai/mcp' }
 		]);
 
 		writeConfig({
-			mcpServers: originalServers,
-			[MCP_DEFAULT_OVERRIDES_KEY]: JSON.stringify([{ serverId: 'exa', enabled: true }])
+			[MCP_DEFAULT_OVERRIDES_KEY]: JSON.stringify([{ enabled: true, serverId: 'exa' }]),
+			mcpServers: originalServers
 		});
 
 		await runMigrations();
 
 		const after = readConfig();
+
 		expect(after.mcpServers).toBe(originalServers);
 		expect(MCP_DEFAULT_OVERRIDES_KEY in after).toBe(true);
 	});
 
 	it('records itself as completed so subsequent loads do not re-run', async () => {
 		writeConfig({
-			mcpServers: JSON.stringify([{ id: 'exa', enabled: false, url: 'https://mcp.exa.ai/mcp' }]),
-			[MCP_DEFAULT_OVERRIDES_KEY]: JSON.stringify([{ serverId: 'exa', enabled: true }])
+			[MCP_DEFAULT_OVERRIDES_KEY]: JSON.stringify([{ enabled: true, serverId: 'exa' }]),
+			mcpServers: JSON.stringify([{ enabled: false, id: 'exa', url: 'https://mcp.exa.ai/mcp' }])
 		});
 
 		const { MigrationService } = await import('$lib/services/migration.service');
@@ -150,8 +153,10 @@ describe('mcp-default-overrides-merge-v1 migration', () => {
 		await MigrationService.runAllMigrations();
 
 		const stateRaw = localStorage.getItem(MIGRATION_STATE_KEY);
+
 		expect(stateRaw).not.toBeNull();
 		const state = JSON.parse(stateRaw!) as { completed: string[]; failed: string[] };
+
 		expect(state.completed).toContain('mcp-default-overrides-merge-v1');
 		expect(state.failed).not.toContain('mcp-default-overrides-merge-v1');
 	});
diff --git a/tools/ui/tests/unit/mcp-override-fallback.test.ts b/tools/ui/tests/unit/mcp-override-fallback.test.ts
index 344ef8452..e7400eeb1 100644
--- a/tools/ui/tests/unit/mcp-override-fallback.test.ts
+++ b/tools/ui/tests/unit/mcp-override-fallback.test.ts
@@ -1,18 +1,18 @@
-import { afterEach, beforeAll, beforeEach, describe, expect, it } from 'vitest';
 import { CONFIG_LOCALSTORAGE_KEY } from '$lib/constants';
 import { SETTINGS_KEYS } from '$lib/constants/settings-keys';
 import type { DatabaseConversation } from '$lib/types/database';
+import { afterEach, beforeAll, beforeEach, describe, expect, it } from 'vitest';
 
 // node env unit project has no DOM, install a minimal localStorage backed by a Map
 beforeAll(() => {
 	const store = new Map<string, string>();
 	const polyfill: Storage = {
-		get length() {
-			return store.size;
-		},
 		clear: () => store.clear(),
 		getItem: (k) => (store.has(k) ? store.get(k)! : null),
 		key: (i) => Array.from(store.keys())[i] ?? null,
+		get length() {
+			return store.size;
+		},
 		removeItem: (k) => {
 			store.delete(k);
 		},
@@ -20,6 +20,7 @@ beforeAll(() => {
 			store.set(k, String(v));
 		}
 	};
+
 	(globalThis as unknown as { localStorage: Storage }).localStorage = polyfill;
 });
 
@@ -37,8 +38,8 @@ describe('conversationsStore MCP override resolution', () => {
 			CONFIG_LOCALSTORAGE_KEY,
 			JSON.stringify({
 				[SETTINGS_KEYS.MCP_SERVERS]: JSON.stringify([
-					{ id: 'alpha', enabled: false, url: 'https://alpha.example.com/mcp' },
-					{ id: 'bravo', enabled: true, url: 'https://bravo.example.com/mcp' }
+					{ enabled: false, id: 'alpha', url: 'https://alpha.example.com/mcp' },
+					{ enabled: true, id: 'bravo', url: 'https://bravo.example.com/mcp' }
 				])
 			})
 		);
@@ -49,6 +50,7 @@ describe('conversationsStore MCP override resolution', () => {
 		const { settingsStore } = await import('$lib/stores/settings.svelte');
 		const raw = localStorage.getItem(CONFIG_LOCALSTORAGE_KEY) ?? '{}';
 		const saved = JSON.parse(raw) as Record<string, unknown>;
+
 		settingsStore.config = {
 			...settingsStore.config,
 			[SETTINGS_KEYS.MCP_SERVERS]: saved[SETTINGS_KEYS.MCP_SERVERS]
@@ -63,16 +65,17 @@ describe('conversationsStore MCP override resolution', () => {
 		overrides?: { serverId: string; enabled: boolean }[]
 	): DatabaseConversation {
 		return {
-			id: 'conv-1',
 			currNode: null,
+			id: 'conv-1',
 			lastModified: 0,
-			name: 'Test chat',
-			mcpServerOverrides: overrides
+			mcpServerOverrides: overrides,
+			name: 'Test chat'
 		};
 	}
 
 	it('inherits server.enabled when no conversation is active', async () => {
 		const { conversationsStore } = await import('$lib/stores/conversations.svelte');
+
 		conversationsStore.activeConversation = null;
 
 		expect(conversationsStore.isMcpServerEnabledForChat('alpha')).toBe(false);
@@ -81,6 +84,7 @@ describe('conversationsStore MCP override resolution', () => {
 
 	it('inherits server.enabled on a newly created chat with no overrides', async () => {
 		const { conversationsStore } = await import('$lib/stores/conversations.svelte');
+
 		conversationsStore.activeConversation = makeConversation();
 
 		// Empty override list: must fall back to global server.enabled, not all-off.
@@ -90,6 +94,7 @@ describe('conversationsStore MCP override resolution', () => {
 
 	it('inherits server.enabled on a newly created chat when overrides is undefined', async () => {
 		const { conversationsStore } = await import('$lib/stores/conversations.svelte');
+
 		conversationsStore.activeConversation = makeConversation(undefined);
 
 		expect(conversationsStore.isMcpServerEnabledForChat('alpha')).toBe(false);
@@ -98,9 +103,10 @@ describe('conversationsStore MCP override resolution', () => {
 
 	it('uses explicit per-chat overrides, with defaults for non-overridden servers', async () => {
 		const { conversationsStore } = await import('$lib/stores/conversations.svelte');
+
 		// Override flips bravo off for this chat, alpha keeps its global default.
 		conversationsStore.activeConversation = makeConversation([
-			{ serverId: 'bravo', enabled: false }
+			{ enabled: false, serverId: 'bravo' }
 		]);
 
 		expect(conversationsStore.isMcpServerEnabledForChat('alpha')).toBe(false);
@@ -109,35 +115,38 @@ describe('conversationsStore MCP override resolution', () => {
 
 	it('getAllMcpServerOverrides returns a complete list merged from defaults', async () => {
 		const { conversationsStore } = await import('$lib/stores/conversations.svelte');
+
 		conversationsStore.activeConversation = makeConversation([
-			{ serverId: 'alpha', enabled: true }
+			{ enabled: true, serverId: 'alpha' }
 		]);
 
 		expect(conversationsStore.getAllMcpServerOverrides()).toEqual([
-			{ serverId: 'alpha', enabled: true },
-			{ serverId: 'bravo', enabled: true }
+			{ enabled: true, serverId: 'alpha' },
+			{ enabled: true, serverId: 'bravo' }
 		]);
 	});
 
 	it('getAllMcpServerOverrides falls back to defaults when there are no explicit overrides', async () => {
 		const { conversationsStore } = await import('$lib/stores/conversations.svelte');
+
 		conversationsStore.activeConversation = makeConversation();
 
 		expect(conversationsStore.getAllMcpServerOverrides()).toEqual([
-			{ serverId: 'alpha', enabled: false },
-			{ serverId: 'bravo', enabled: true }
+			{ enabled: false, serverId: 'alpha' },
+			{ enabled: true, serverId: 'bravo' }
 		]);
 	});
 
 	it('getMcpServerOverride returns the global default when the server has no explicit override', async () => {
 		const { conversationsStore } = await import('$lib/stores/conversations.svelte');
+
 		conversationsStore.activeConversation = makeConversation([
-			{ serverId: 'alpha', enabled: true }
+			{ enabled: true, serverId: 'alpha' }
 		]);
 
 		expect(conversationsStore.getMcpServerOverride('bravo')).toEqual({
-			serverId: 'bravo',
-			enabled: true
+			enabled: true,
+			serverId: 'bravo'
 		});
 	});
 });
diff --git a/tools/ui/tests/unit/mcp-servers-default.test.ts b/tools/ui/tests/unit/mcp-servers-default.test.ts
index 35eec6fb7..52bc0dad2 100644
--- a/tools/ui/tests/unit/mcp-servers-default.test.ts
+++ b/tools/ui/tests/unit/mcp-servers-default.test.ts
@@ -1,5 +1,5 @@
-import { describe, expect, it } from 'vitest';
 import { SETTINGS_KEYS } from '$lib/constants/settings-keys';
+import { describe, expect, it } from 'vitest';
 
 /**
  * Default-value policy for the `MCP_SERVERS` setting.
diff --git a/tools/ui/tests/unit/mcp-service.test.ts b/tools/ui/tests/unit/mcp-service.test.ts
index d3af90681..d79a3f025 100644
--- a/tools/ui/tests/unit/mcp-service.test.ts
+++ b/tools/ui/tests/unit/mcp-service.test.ts
@@ -1,9 +1,9 @@
-import { afterEach, describe, expect, it, vi } from 'vitest';
 import { Client } from '@modelcontextprotocol/sdk/client';
-import { MCPService } from '$lib/services/mcp.service';
+import { CORS_PROXY_HEADER_PREFIX } from '$lib/constants';
 import { MCPConnectionPhase, MCPTransportType } from '$lib/enums';
+import { MCPService } from '$lib/services/mcp.service';
 import type { MCPConnectionLog, MCPServerConfig } from '$lib/types';
-import { CORS_PROXY_HEADER_PREFIX } from '$lib/constants';
+import { afterEach, describe, expect, it, vi } from 'vitest';
 
 type DiagnosticFetchFactory = (
 	serverName: string,
@@ -33,25 +33,24 @@ describe('MCPService', () => {
 	it('stops transport phase logging after handshake diagnostics are disabled', async () => {
 		const logs: MCPConnectionLog[] = [];
 		const response = new Response('{}', {
-			status: 200,
-			headers: { 'content-type': 'application/json' }
+			headers: { 'content-type': 'application/json' },
+			status: 200
 		});
 
 		vi.stubGlobal('fetch', vi.fn().mockResolvedValue(response));
 
 		const config: MCPServerConfig = {
-			url: 'https://example.com/mcp',
-			transport: MCPTransportType.STREAMABLE_HTTP
+			transport: MCPTransportType.STREAMABLE_HTTP,
+			url: 'https://example.com/mcp'
 		};
-
 		const controller = createDiagnosticFetch(config, (log) => logs.push(log));
 
-		await controller.fetch(config.url, { method: 'POST', body: '{}' });
+		await controller.fetch(config.url, { body: '{}', method: 'POST' });
 		expect(logs).toHaveLength(2);
 		expect(logs.every((log) => log.message.includes('https://example.com/mcp'))).toBe(true);
 
 		controller.disable();
-		await controller.fetch(config.url, { method: 'POST', body: '{}' });
+		await controller.fetch(config.url, { body: '{}', method: 'POST' });
 
 		expect(logs).toHaveLength(2);
 	});
@@ -59,38 +58,37 @@ describe('MCPService', () => {
 	it('redacts all configured custom headers in diagnostic request logs', async () => {
 		const logs: MCPConnectionLog[] = [];
 		const response = new Response('{}', {
-			status: 200,
-			headers: { 'content-type': 'application/json' }
+			headers: { 'content-type': 'application/json' },
+			status: 200
 		});
 
 		vi.stubGlobal('fetch', vi.fn().mockResolvedValue(response));
 
 		const config: MCPServerConfig = {
-			url: 'https://example.com/mcp',
-			transport: MCPTransportType.STREAMABLE_HTTP,
 			headers: {
 				'x-auth-token': 'secret-token',
 				'x-vendor-api-key': 'secret-key'
-			}
+			},
+			transport: MCPTransportType.STREAMABLE_HTTP,
+			url: 'https://example.com/mcp'
 		};
-
 		const controller = createDiagnosticFetch(config, (log) => logs.push(log), {
 			headers: config.headers
 		});
 
 		await controller.fetch(config.url, {
-			method: 'POST',
+			body: '{}',
 			headers: { 'content-type': 'application/json' },
-			body: '{}'
+			method: 'POST'
 		});
 
 		expect(logs).toHaveLength(2);
 		expect(logs[0].details).toMatchObject({
 			request: {
 				headers: {
+					'content-type': 'application/json',
 					'x-auth-token': '[redacted]',
-					'x-vendor-api-key': '[redacted]',
-					'content-type': 'application/json'
+					'x-vendor-api-key': '[redacted]'
 				}
 			}
 		});
@@ -102,19 +100,18 @@ describe('MCPService', () => {
 		const proxiedContentType = `${CORS_PROXY_HEADER_PREFIX}content-type`;
 		const proxiedSessionId = `${CORS_PROXY_HEADER_PREFIX}mcp-session-id`;
 		const response = new Response('{}', {
-			status: 200,
-			headers: { 'content-type': 'application/json' }
+			headers: { 'content-type': 'application/json' },
+			status: 200
 		});
 		const fetchMock = vi.fn().mockResolvedValue(response);
 
 		vi.stubGlobal('fetch', fetchMock);
 
 		const config: MCPServerConfig = {
-			url: 'https://example.com/mcp',
 			transport: MCPTransportType.STREAMABLE_HTTP,
+			url: 'https://example.com/mcp',
 			useProxy: true
 		};
-
 		const controller = createDiagnosticFetch(
 			config,
 			(log) => logs.push(log),
@@ -128,15 +125,16 @@ describe('MCPService', () => {
 		);
 
 		await controller.fetch('http://localhost:8080/cors-proxy?url=https%3A%2F%2Fexample.com%2Fmcp', {
-			method: 'POST',
+			body: '{}',
 			headers: {
 				'content-type': 'application/json',
 				'mcp-session-id': 'session-request-12345'
 			},
-			body: '{}'
+			method: 'POST'
 		});
 
 		const sentHeaders = fetchMock.mock.calls[0]?.[1]?.headers as Headers;
+
 		expect(sentHeaders.get('authorization')).toBe('Bearer llama-server-key');
 		expect(sentHeaders.get(proxiedAuthToken)).toBe('target-token');
 		expect(sentHeaders.get(proxiedContentType)).toBe('application/json');
@@ -161,13 +159,11 @@ describe('MCPService', () => {
 		vi.stubGlobal('fetch', fetchMock);
 
 		const config: MCPServerConfig = {
-			url: 'https://example.com/mcp',
 			transport: MCPTransportType.STREAMABLE_HTTP,
+			url: 'https://example.com/mcp',
 			useProxy: true
 		};
-
 		const controller = createDiagnosticFetch(config, (log) => logs.push(log), {}, true);
-
 		const response = await controller.fetch(
 			'http://localhost:8080/cors-proxy?url=https%3A%2F%2Fexample.com%2Fmcp',
 			{ method: 'DELETE' }
@@ -176,36 +172,35 @@ describe('MCPService', () => {
 		expect(fetchMock).not.toHaveBeenCalled();
 		expect(response.status).toBe(200);
 		expect(logs.at(-1)?.details).toMatchObject({
-			response: { status: 200, isFake: true }
+			response: { isFake: true, status: 200 }
 		});
 	});
 
 	it('partially redacts mcp-session-id in diagnostic request and response logs', async () => {
 		const logs: MCPConnectionLog[] = [];
 		const response = new Response('{}', {
-			status: 200,
 			headers: {
 				'content-type': 'application/json',
 				'mcp-session-id': 'session-response-67890'
-			}
+			},
+			status: 200
 		});
 
 		vi.stubGlobal('fetch', vi.fn().mockResolvedValue(response));
 
 		const config: MCPServerConfig = {
-			url: 'https://example.com/mcp',
-			transport: MCPTransportType.STREAMABLE_HTTP
+			transport: MCPTransportType.STREAMABLE_HTTP,
+			url: 'https://example.com/mcp'
 		};
-
 		const controller = createDiagnosticFetch(config, (log) => logs.push(log));
 
 		await controller.fetch(config.url, {
-			method: 'POST',
+			body: '{}',
 			headers: {
 				'content-type': 'application/json',
 				'mcp-session-id': 'session-request-12345'
 			},
-			body: '{}'
+			method: 'POST'
 		});
 
 		expect(logs).toHaveLength(2);
@@ -230,35 +225,34 @@ describe('MCPService', () => {
 	it('extracts JSON-RPC methods without logging the raw request body', async () => {
 		const logs: MCPConnectionLog[] = [];
 		const response = new Response('{}', {
-			status: 200,
-			headers: { 'content-type': 'application/json' }
+			headers: { 'content-type': 'application/json' },
+			status: 200
 		});
 
 		vi.stubGlobal('fetch', vi.fn().mockResolvedValue(response));
 
 		const config: MCPServerConfig = {
-			url: 'https://example.com/mcp',
-			transport: MCPTransportType.STREAMABLE_HTTP
+			transport: MCPTransportType.STREAMABLE_HTTP,
+			url: 'https://example.com/mcp'
 		};
-
 		const controller = createDiagnosticFetch(config, (log) => logs.push(log));
 
 		await controller.fetch(config.url, {
-			method: 'POST',
 			body: JSON.stringify([
-				{ jsonrpc: '2.0', id: 1, method: 'initialize' },
+				{ id: 1, jsonrpc: '2.0', method: 'initialize' },
 				{ jsonrpc: '2.0', method: 'notifications/initialized' }
-			])
+			]),
+			method: 'POST'
 		});
 
 		expect(logs[0].details).toMatchObject({
 			request: {
-				method: 'POST',
 				body: {
 					kind: 'string',
 					size: expect.any(Number)
 				},
-				jsonRpcMethods: ['initialize', 'notifications/initialized']
+				jsonRpcMethods: ['initialize', 'notifications/initialized'],
+				method: 'POST'
 			}
 		});
 	});
@@ -270,13 +264,12 @@ describe('MCPService', () => {
 		vi.stubGlobal('fetch', vi.fn().mockRejectedValue(fetchError));
 
 		const config: MCPServerConfig = {
-			url: 'http://localhost:8000/mcp',
-			transport: MCPTransportType.STREAMABLE_HTTP
+			transport: MCPTransportType.STREAMABLE_HTTP,
+			url: 'http://localhost:8000/mcp'
 		};
-
 		const controller = createDiagnosticFetch(config, (log) => logs.push(log));
 
-		await expect(controller.fetch(config.url, { method: 'POST', body: '{}' })).rejects.toThrow(
+		await expect(controller.fetch(config.url, { body: '{}', method: 'POST' })).rejects.toThrow(
 			'Failed to fetch'
 		);
 
@@ -289,12 +282,13 @@ describe('MCPService', () => {
 	it('detaches phase error logging after the initialize handshake completes', async () => {
 		const phaseLogs: Array<{ phase: MCPConnectionPhase; log: MCPConnectionLog }> = [];
 		const stopPhaseLogging = vi.fn();
+
 		let emitClientError: ((error: Error) => void) | undefined;
 
 		vi.spyOn(MCPService, 'createTransport').mockReturnValue({
+			stopPhaseLogging,
 			transport: {} as never,
-			type: MCPTransportType.WEBSOCKET,
-			stopPhaseLogging
+			type: MCPTransportType.WEBSOCKET
 		});
 		vi.spyOn(MCPService, 'listTools').mockResolvedValue([]);
 		vi.spyOn(Client.prototype, 'getServerVersion').mockReturnValue(undefined);
@@ -308,18 +302,18 @@ describe('MCPService', () => {
 		await MCPService.connect(
 			'test-server',
 			{
-				url: 'ws://example.com/mcp',
-				transport: MCPTransportType.WEBSOCKET
+				transport: MCPTransportType.WEBSOCKET,
+				url: 'ws://example.com/mcp'
 			},
 			undefined,
 			undefined,
-			(phase, log) => phaseLogs.push({ phase, log })
+			(phase, log) => phaseLogs.push({ log, phase })
 		);
 
 		expect(stopPhaseLogging).toHaveBeenCalledTimes(1);
 		expect(
 			phaseLogs.filter(
-				({ phase, log }) =>
+				({ log, phase }) =>
 					phase === MCPConnectionPhase.ERROR &&
 					log.message === 'Protocol error: handshake protocol error'
 			)
@@ -329,7 +323,7 @@ describe('MCPService', () => {
 
 		expect(
 			phaseLogs.filter(
-				({ phase, log }) =>
+				({ log, phase }) =>
 					phase === MCPConnectionPhase.ERROR &&
 					log.message === 'Protocol error: runtime protocol error'
 			)
diff --git a/tools/ui/tests/unit/mention-badge.test.ts b/tools/ui/tests/unit/mention-badge.test.ts
new file mode 100644
index 000000000..af27bbdef
--- /dev/null
+++ b/tools/ui/tests/unit/mention-badge.test.ts
@@ -0,0 +1,180 @@
+import { FileMentionEntryType } from '$lib/enums';
+import {
+	buildMentionInsertion,
+	containsFileMentionLink,
+	decodeFileLinkPath,
+	encodeFileLinkPath,
+	fileMentionLinkRe,
+	getMentionBadgeIconPaths,
+	getMentionBadgeLabel,
+	MENTION_BADGE_FILE_ICON_PATHS,
+	MENTION_BADGE_FOLDER_ICON_PATHS
+} from '$lib/utils';
+import { describe, expect, it } from 'vitest';
+
+describe('encodeFileLinkPath', () => {
+	it('leaves a clean path unchanged', () => {
+		expect(encodeFileLinkPath('/Users/foo/bar.txt')).toBe('/Users/foo/bar.txt');
+	});
+
+	it('encodes spaces per path segment', () => {
+		expect(
+			encodeFileLinkPath('/Users/allozaur/Desktop/Screenshot 2026-08-05 at 11.33.45.png')
+		).toBe('/Users/allozaur/Desktop/Screenshot%202026-08-05%20at%2011.33.45.png');
+	});
+
+	it('preserves the leading and trailing slash (directory marker)', () => {
+		expect(encodeFileLinkPath('/Users/foo/bar/')).toBe('/Users/foo/bar/');
+	});
+
+	it('encodes parentheses in macOS screenshot names', () => {
+		expect(encodeFileLinkPath('/Users/foo/Pic (1).png')).toBe('/Users/foo/Pic%20(1).png');
+	});
+});
+
+describe('fileMentionLinkRe', () => {
+	it('matches a standard mention link', () => {
+		expect(fileMentionLinkRe().test('[docs](file:///a/b)')).toBe(true);
+		expect(containsFileMentionLink('[docs](file:///a/b)')).toBe(true);
+	});
+
+	it('does not match non-file links', () => {
+		expect(fileMentionLinkRe().test('[foo](https://example.com)')).toBe(false);
+		expect(fileMentionLinkRe().test('plain text')).toBe(false);
+	});
+
+	it('admits a close paren in a macOS-style file name', () => {
+		const match = fileMentionLinkRe().exec(
+			'[Screenshot (1).png](file:///Users/foo/Screenshot (1).png)'
+		);
+
+		expect(match).not.toBeNull();
+		expect(match?.[1]).toBe('Screenshot (1).png');
+		expect(match?.[2]).toBe('/Users/foo/Screenshot (1).png');
+	});
+
+	it('admits a parenthesized folder segment', () => {
+		expect(
+			fileMentionLinkRe().exec('[main.rs](file:///Users/foo/Project (Stuff)/main.rs)')?.[2]
+		).toBe('/Users/foo/Project (Stuff)/main.rs');
+	});
+
+	it('stops at the closing paren of an adjacent badge', () => {
+		expect(fileMentionLinkRe().exec('[a](file:///p)[b](file:///q)')?.[0]).toBe('[a](file:///p)');
+	});
+});
+
+describe('getMentionBadgeIconPaths', () => {
+	it('returns the folder glyphs for a trailing-separator path', () => {
+		expect(getMentionBadgeIconPaths('/Users/foo/bar/')).toBe(MENTION_BADGE_FOLDER_ICON_PATHS);
+	});
+
+	it('returns the file glyphs otherwise', () => {
+		expect(getMentionBadgeIconPaths('/Users/foo/bar.txt')).toBe(MENTION_BADGE_FILE_ICON_PATHS);
+	});
+});
+
+describe('getMentionBadgeLabel', () => {
+	it('returns the name by default', () => {
+		expect(getMentionBadgeLabel('bar', '/Users/foo/bar/', false)).toBe('bar');
+	});
+
+	it('renders the decoded full path without the trailing separator', () => {
+		expect(getMentionBadgeLabel('bar', '/Users/foo/bar/', true)).toBe('/Users/foo/bar');
+		expect(getMentionBadgeLabel('shot', '/Users/foo/Screenshot%20(1).png', true)).toBe(
+			'/Users/foo/Screenshot (1).png'
+		);
+	});
+
+	it('abbreviates a known home prefix to a tilde', () => {
+		expect(getMentionBadgeLabel('main.rs', '/home/user/src/main.rs', true, '/home/user')).toBe(
+			'~/src/main.rs'
+		);
+	});
+
+	it('falls back to the name when the decoded path is empty', () => {
+		expect(getMentionBadgeLabel('root', '/', true)).toBe('root');
+	});
+});
+
+describe('decodeFileLinkPath', () => {
+	it('decodes encoded segments back to the original path', () => {
+		expect(
+			decodeFileLinkPath('/Users/allozaur/Desktop/Screenshot%202026-08-05%20at%2011.33.45.png')
+		).toBe('/Users/allozaur/Desktop/Screenshot 2026-08-05 at 11.33.45.png');
+	});
+
+	it('is the inverse of encodeFileLinkPath', () => {
+		for (const path of [
+			'/a/b.txt',
+			'/Users/foo/Desktop/Screenshot 2026-08-05 at 11.33.45.png',
+			'/Users/foo/bar (1)/dir/',
+			'/sp ace/pa%th.txt'
+		]) {
+			expect(decodeFileLinkPath(encodeFileLinkPath(path))).toBe(path);
+		}
+	});
+
+	it('falls back to the input on malformed percent sequences', () => {
+		expect(decodeFileLinkPath('/a/%zz.txt')).toBe('/a/%zz.txt');
+	});
+});
+
+describe('buildMentionInsertion', () => {
+	const file = (path: string, name: string) => ({
+		name,
+		path,
+		type: FileMentionEntryType.FILE
+	});
+	const dir = (path: string, name: string) => ({
+		name,
+		path,
+		type: FileMentionEntryType.DIRECTORY
+	});
+
+	it('splices a root-anchored file link in place of the token', () => {
+		const value = 'hello @repo';
+		const result = buildMentionInsertion(file('/Users/foo/myRepo', 'myRepo'), value, {
+			end: 11,
+			start: 6
+		});
+
+		expect(result).not.toBeNull();
+		const { caretOffset, newValue } = result!;
+
+		expect(newValue).toBe('hello [myRepo](file:///Users/foo/myRepo) ');
+		expect(caretOffset).toBe(6 + '[myRepo](file:///Users/foo/myRepo) '.length);
+	});
+
+	it('keeps the trailing slash on the directory marker', () => {
+		const value = 'see @src';
+		const { newValue } = buildMentionInsertion(dir('/Users/foo/myRepo/src/', 'src'), value, {
+			end: 8,
+			start: 4
+		})!;
+
+		expect(newValue).toBe('see [src](file:///Users/foo/myRepo/src/) ');
+	});
+
+	it('escapes spaces and parens in the target', () => {
+		const value = '@pic';
+		const { newValue } = buildMentionInsertion(
+			file('/Users/foo/Desktop/Pic (1).png', 'Pic (1).png'),
+			value,
+			{ end: 4, start: 0 }
+		)!;
+
+		expect(newValue).toBe('[Pic (1).png](file:///Users/foo/Desktop/Pic%20(1).png) ');
+	});
+
+	it('re-adds the directory marker when the cleaned path empties', () => {
+		const { newValue } = buildMentionInsertion(dir('/', 'root'), '/', { end: 1, start: 0 })!;
+
+		expect(newValue).toBe('[root](file:///) ');
+	});
+
+	it('returns null for an out-of-range token', () => {
+		expect(buildMentionInsertion(file('/a/b.txt', 'b.txt'), 'x', { end: 5, start: 0 })).toBeNull();
+		expect(buildMentionInsertion(file('/a/b.txt', 'b.txt'), 'x', { end: 1, start: 2 })).toBeNull();
+	});
+});
diff --git a/tools/ui/tests/unit/mention-segments.test.ts b/tools/ui/tests/unit/mention-segments.test.ts
new file mode 100644
index 000000000..51bb46d1e
--- /dev/null
+++ b/tools/ui/tests/unit/mention-segments.test.ts
@@ -0,0 +1,48 @@
+import { splitMentionSegments } from '$lib/utils/mention-badge';
+import { describe, expect, it } from 'vitest';
+
+describe('splitMentionSegments', () => {
+	it('returns a single plain run when there is no mention', () => {
+		const segments = splitMentionSegments('# not a heading here');
+
+		expect(segments).toEqual([{ mention: null, text: '# not a heading here' }]);
+	});
+
+	it('splits text around a mention', () => {
+		const segments = splitMentionSegments('look at [main.c](file:///src/main.c) please');
+
+		expect(segments.map((segment) => segment.text)).toEqual([
+			'look at ',
+			'[main.c](file:///src/main.c)',
+			' please'
+		]);
+		expect(segments[1].mention).toEqual({ name: 'main.c', path: '/src/main.c' });
+	});
+
+	it('decodes percent-encoded paths', () => {
+		const segments = splitMentionSegments('[a b.txt](file:///tmp/a%20b.txt)');
+
+		expect(segments[0].mention?.path).toBe('/tmp/a b.txt');
+	});
+
+	it('keeps the directory marker so the folder icon is picked', () => {
+		const segments = splitMentionSegments('[src](file:///repo/src/)');
+
+		expect(segments[0].mention?.path).toBe('/repo/src/');
+	});
+
+	it('handles adjacent mentions with no text between them', () => {
+		const segments = splitMentionSegments('[a](file:///a)[b](file:///b)');
+
+		expect(segments).toHaveLength(2);
+		expect(segments.every((segment) => segment.mention !== null)).toBe(true);
+	});
+
+	it('preserves the exact source when segments are joined back', () => {
+		const source = 'see [a](file:///a) and [b](file:///b/) done';
+
+		expect(splitMentionSegments(source).reduce((acc, segment) => acc + segment.text, '')).toBe(
+			source
+		);
+	});
+});
diff --git a/tools/ui/tests/unit/mention-token.test.ts b/tools/ui/tests/unit/mention-token.test.ts
new file mode 100644
index 000000000..d01c747f5
--- /dev/null
+++ b/tools/ui/tests/unit/mention-token.test.ts
@@ -0,0 +1,64 @@
+import { findMentionToken, takeMentionDismissSnapshot } from '$lib/utils';
+import { describe, expect, it } from 'vitest';
+
+describe('findMentionToken', () => {
+	it('returns null for an empty/bare cursor', () => {
+		expect(findMentionToken('', 0)).toBeNull();
+		expect(findMentionToken('text', 0)).toBeNull();
+	});
+
+	it('recognizes a mention at the start of the value', () => {
+		expect(findMentionToken('@pr', 3)).toEqual({ end: 3, query: 'pr', start: 0 });
+	});
+
+	it('recognizes a mention after a word boundary', () => {
+		expect(findMentionToken('hello @pr', 9)).toEqual({ end: 9, query: 'pr', start: 6 });
+	});
+
+	it('returns null when the @ is mid-identifier', () => {
+		expect(findMentionToken('em@', 3)).toBeNull();
+		expect(findMentionToken('text@pr', 7)).toBeNull();
+	});
+
+	it('returns null when the cursor is past the whitespace break', () => {
+		expect(findMentionToken('@pr hello', 9)).toBeNull();
+	});
+
+	it('treats boundary characters (parens, brackets, comma) as token starts', () => {
+		expect(findMentionToken('(@pr', 4)).toEqual({ end: 4, query: 'pr', start: 1 });
+		expect(findMentionToken('[@pr', 4)).toEqual({ end: 4, query: 'pr', start: 1 });
+		expect(findMentionToken('a,@pr', 5)).toEqual({ end: 5, query: 'pr', start: 2 });
+	});
+
+	it('does not treat an identifier character as a boundary', () => {
+		expect(findMentionToken('user@abc', 8)).toBeNull();
+	});
+
+	it('extracts the whole token up to the trailing boundary as the query', () => {
+		expect(findMentionToken('@', 1)).toEqual({ end: 1, query: '', start: 0 });
+		expect(findMentionToken('@hello', 6)).toEqual({ end: 6, query: 'hello', start: 0 });
+	});
+
+	it('keeps the whole token as the query when the caret is mid-token', () => {
+		expect(findMentionToken('@hello', 4)).toEqual({ end: 6, query: 'hello', start: 0 });
+		expect(findMentionToken('@hello world', 4)).toEqual({ end: 6, query: 'hello', start: 0 });
+	});
+
+	it('ignores a boundary @ and keeps the most recent token', () => {
+		expect(findMentionToken('a @foo @bar', 11)).toEqual({ end: 11, query: 'bar', start: 7 });
+	});
+});
+
+describe('takeMentionDismissSnapshot', () => {
+	it('returns null when there is no valid mention at the cursor', () => {
+		expect(takeMentionDismissSnapshot('plain text', 5)).toBeNull();
+		expect(takeMentionDismissSnapshot('user@abc', 8)).toBeNull();
+	});
+
+	it('captures start and query of the current mention', () => {
+		expect(takeMentionDismissSnapshot('hello @proj', 11)).toEqual({
+			query: 'proj',
+			start: 6
+		});
+	});
+});
diff --git a/tools/ui/tests/unit/model-id-parser.test.ts b/tools/ui/tests/unit/model-id-parser.test.ts
index 3439d956e..3dac1dfab 100644
--- a/tools/ui/tests/unit/model-id-parser.test.ts
+++ b/tools/ui/tests/unit/model-id-parser.test.ts
@@ -1,5 +1,5 @@
-import { describe, expect, it } from 'vitest';
 import { ModelsService } from '$lib/services/models.service';
+import { describe, expect, it } from 'vitest';
 
 const { parseModelId } = ModelsService;
 
@@ -244,16 +244,16 @@ describe('parseModelId', () => {
 	it('handles ambiguous model names', () => {
 		// Qwen3.5 Instruct vs Thinking — tags should distinguish them
 		expect(parseModelId('Qwen/Qwen3.5-30B-A3B-Instruct')).toMatchObject({
+			activatedParams: 'A3B',
 			modelName: 'Qwen3.5',
 			params: '30B',
-			activatedParams: 'A3B',
 			tags: ['Instruct']
 		});
 
 		expect(parseModelId('Qwen/Qwen3.5-30B-A3B-Thinking')).toMatchObject({
+			activatedParams: 'A3B',
 			modelName: 'Qwen3.5',
 			params: '30B',
-			activatedParams: 'A3B',
 			tags: ['Thinking']
 		});
 
diff --git a/tools/ui/tests/unit/model-names.test.ts b/tools/ui/tests/unit/model-names.test.ts
index 40c5a0e3a..3f1e9e9ba 100644
--- a/tools/ui/tests/unit/model-names.test.ts
+++ b/tools/ui/tests/unit/model-names.test.ts
@@ -1,5 +1,5 @@
-import { describe, expect, it } from 'vitest';
 import { isValidModelName, normalizeModelName } from '$lib/utils/model-names';
+import { describe, expect, it } from 'vitest';
 
 describe('normalizeModelName', () => {
 	it('preserves Hugging Face org/model format (single slash)', () => {
diff --git a/tools/ui/tests/unit/parse-exec-shell-status.test.ts b/tools/ui/tests/unit/parse-exec-shell-status.test.ts
index f4143d9c9..ed499d078 100644
--- a/tools/ui/tests/unit/parse-exec-shell-status.test.ts
+++ b/tools/ui/tests/unit/parse-exec-shell-status.test.ts
@@ -1,5 +1,5 @@
-import { describe, expect, it } from 'vitest';
 import { isExitCodeSummaryLine, parseExecShellCommandExitStatus } from '$lib/utils';
+import { describe, expect, it } from 'vitest';
 
 describe('parseExecShellCommandExitStatus', () => {
 	it('returns undefined when result is empty', () => {
@@ -9,15 +9,17 @@ describe('parseExecShellCommandExitStatus', () => {
 
 	it('parses a zero-exit summary at end of clean stdout', () => {
 		const status = parseExecShellCommandExitStatus('hello world\n[exit code: 0]');
+
 		expect(status).toEqual({
 			code: 0,
-			timedOut: false,
-			rawText: '[exit code: 0]'
+			rawText: '[exit code: 0]',
+			timedOut: false
 		});
 	});
 
 	it('parses a non-zero exit summary', () => {
 		const status = parseExecShellCommandExitStatus('cargo: error[E0425]\n[exit code: 101]');
+
 		expect(status?.code).toBe(101);
 		expect(status?.timedOut).toBe(false);
 	});
@@ -26,12 +28,14 @@ describe('parseExecShellCommandExitStatus', () => {
 		const status = parseExecShellCommandExitStatus(
 			'still building...\n[exit code: -1] [exit due to timed out]'
 		);
+
 		expect(status?.code).toBe(-1);
 		expect(status?.timedOut).toBe(true);
 	});
 
 	it('tolerates trailing whitespace after the tail line', () => {
 		const status = parseExecShellCommandExitStatus('[exit code: 0]   \n\n');
+
 		expect(status?.code).toBe(0);
 	});
 
@@ -41,11 +45,13 @@ describe('parseExecShellCommandExitStatus', () => {
 		const status = parseExecShellCommandExitStatus(
 			'the shell prints [exit code: 0]\nwhen done\nreally done\n'
 		);
+
 		expect(status).toBeUndefined();
 	});
 
 	it('does not match mid-stream exit lines followed by more output', () => {
 		const status = parseExecShellCommandExitStatus('[exit code: 0]\nmore output keeps streaming');
+
 		expect(status).toBeUndefined();
 	});
 });
diff --git a/tools/ui/tests/unit/parse-mcp-server-settings.test.ts b/tools/ui/tests/unit/parse-mcp-server-settings.test.ts
index 8dc7dffe3..85b342071 100644
--- a/tools/ui/tests/unit/parse-mcp-server-settings.test.ts
+++ b/tools/ui/tests/unit/parse-mcp-server-settings.test.ts
@@ -1,6 +1,6 @@
-import { describe, expect, it, vi } from 'vitest';
-import { parseMcpServerSettings } from '$lib/utils/mcp';
 import { MCP_SERVER_ID_PREFIX } from '$lib/constants/mcp';
+import { parseMcpServerSettings } from '$lib/utils/mcp';
+import { describe, expect, it, vi } from 'vitest';
 
 /**
  * Tests for the mcpServers settings parser.
@@ -36,7 +36,7 @@ describe('parseMcpServerSettings', () => {
 
 	it('drops entries with no parseable id and substitutes a stable fallback', () => {
 		const parsed = parseMcpServerSettings(
-			JSON.stringify([{ url: 'https://a.test', enabled: true }, { url: 'https://b.test' }])
+			JSON.stringify([{ enabled: true, url: 'https://a.test' }, { url: 'https://b.test' }])
 		);
 
 		expect(parsed).toHaveLength(2);
@@ -64,7 +64,7 @@ describe('parseMcpServerSettings', () => {
 		// making the Settings value a no-op for existing servers. The
 		// parser drops the field so the global applies live everywhere.
 		const parsed = parseMcpServerSettings(
-			JSON.stringify([{ id: 'a', url: 'https://a.test', requestTimeoutSeconds: 45 }])
+			JSON.stringify([{ id: 'a', requestTimeoutSeconds: 45, url: 'https://a.test' }])
 		);
 
 		expect(parsed[0]).not.toHaveProperty('requestTimeoutSeconds');
@@ -73,8 +73,8 @@ describe('parseMcpServerSettings', () => {
 	it('treats whitespace-only headers strings as undefined', () => {
 		const parsed = parseMcpServerSettings(
 			JSON.stringify([
-				{ id: 'a', url: 'https://a.test', headers: '   ' },
-				{ id: 'b', url: 'https://b.test', headers: '{"X-Foo":"bar"}' }
+				{ headers: '   ', id: 'a', url: 'https://a.test' },
+				{ headers: '{"X-Foo":"bar"}', id: 'b', url: 'https://b.test' }
 			])
 		);
 
@@ -87,8 +87,8 @@ describe('parseMcpServerSettings', () => {
 		const parsed = parseMcpServerSettings(
 			JSON.stringify([
 				{ id: 'a', url: 'https://a.test' },
-				{ id: 'b', url: 'https://b.test', enabled: true },
-				{ id: 'c', url: 'https://c.test', enabled: false },
+				{ enabled: true, id: 'b', url: 'https://b.test' },
+				{ enabled: false, id: 'c', url: 'https://c.test' },
 				{ id: 'd', url: 'https://d.test', useProxy: true }
 			])
 		);
@@ -107,8 +107,8 @@ describe('parseMcpServerSettings', () => {
 		// contain disabled entries.
 		const parsed = parseMcpServerSettings(
 			JSON.stringify([
-				{ id: 'on', url: 'https://on.test', enabled: true },
-				{ id: 'off', url: 'https://off.test', enabled: false }
+				{ enabled: true, id: 'on', url: 'https://on.test' },
+				{ enabled: false, id: 'off', url: 'https://off.test' }
 			])
 		);
 
@@ -122,7 +122,6 @@ describe('parseMcpServerSettings', () => {
 			{ id: 'alpha', url: 'https://a.test' },
 			{ id: 'beta', url: 'https://b.test' }
 		];
-
 		const parsed = parseMcpServerSettings(JSON.stringify(source));
 
 		expect(parsed.map((entry) => entry.id)).toEqual(['gamma', 'alpha', 'beta']);
@@ -131,7 +130,7 @@ describe('parseMcpServerSettings', () => {
 	it('passes non-string raw input through the JSON-equality path', () => {
 		const parsed = parseMcpServerSettings([
 			{ id: 'a', url: 'https://a.test' },
-			{ id: 'b', url: 'https://b.test', enabled: true }
+			{ enabled: true, id: 'b', url: 'https://b.test' }
 		]);
 
 		expect(parsed).toHaveLength(2);
diff --git a/tools/ui/tests/unit/parse-toolcalls-memo.test.ts b/tools/ui/tests/unit/parse-toolcalls-memo.test.ts
index 85187febc..4cc94d55c 100644
--- a/tools/ui/tests/unit/parse-toolcalls-memo.test.ts
+++ b/tools/ui/tests/unit/parse-toolcalls-memo.test.ts
@@ -3,22 +3,22 @@
 // streaming text tokens trigger redundant JSON.parse calls on unchanged
 // tool call data.
 
-import { describe, it, expect, vi } from 'vitest';
-import { deriveAgenticSections } from '$lib/utils/agentic';
+import { AgenticSectionType, MessageRole } from '$lib/enums';
 import type { ApiChatCompletionToolCall } from '$lib/types/api';
 import type { DatabaseMessage } from '$lib/types/database';
-import { MessageRole, AgenticSectionType } from '$lib/enums';
+import { deriveAgenticSections } from '$lib/utils/agentic';
+import { describe, expect, it, vi } from 'vitest';
 
 function makeMessage(overrides: Partial<DatabaseMessage>): DatabaseMessage {
 	return {
-		id: 'm1',
-		convId: 'c1',
-		type: 'text',
-		timestamp: 0,
-		role: MessageRole.ASSISTANT,
+		children: [],
 		content: '',
+		convId: 'c1',
+		id: 'm1',
 		parent: null,
-		children: [],
+		role: MessageRole.ASSISTANT,
+		timestamp: 0,
+		type: 'text',
 		...overrides
 	} as DatabaseMessage;
 }
@@ -31,9 +31,8 @@ describe('parseToolCalls memoization', () => {
 		// re-parse (which we verify by checking the returned sections
 		// are equivalent).
 		const toolCallsJson = JSON.stringify([
-			{ id: 'call_1', type: 'function', function: { name: 'test', arguments: '{}' } }
+			{ function: { arguments: '{}', name: 'test' }, id: 'call_1', type: 'function' }
 		]);
-
 		const msg = makeMessage({ content: 'hello', toolCalls: toolCallsJson });
 		const sections1 = deriveAgenticSections(msg, [], [], false);
 		const sections2 = deriveAgenticSections(msg, [], [], false);
@@ -44,9 +43,8 @@ describe('parseToolCalls memoization', () => {
 
 	it('does not re-parse JSON on cache hit', () => {
 		const toolCallsJson = JSON.stringify([
-			{ id: 'call_1', type: 'function', function: { name: 'test', arguments: '{}' } }
+			{ function: { arguments: '{}', name: 'test' }, id: 'call_1', type: 'function' }
 		]);
-
 		const msg = makeMessage({ content: 'hello', toolCalls: toolCallsJson });
 		const spy = vi.spyOn(JSON, 'parse');
 
@@ -80,20 +78,18 @@ describe('parseToolCalls memoization', () => {
 describe('deriveAgenticSections O(1) tool message lookup', () => {
 	it('matches tool messages to tool calls by toolCallId', () => {
 		const toolCallsJson = JSON.stringify([
-			{ id: 'call_1', type: 'function', function: { name: 'test_1', arguments: '{}' } },
-			{ id: 'call_2', type: 'function', function: { name: 'test_2', arguments: '{}' } }
+			{ function: { arguments: '{}', name: 'test_1' }, id: 'call_1', type: 'function' },
+			{ function: { arguments: '{}', name: 'test_2' }, id: 'call_2', type: 'function' }
 		]);
-
 		const toolMessages = [
-			makeMessage({ role: MessageRole.TOOL, toolCallId: 'call_1', content: 'result_1' }),
-			makeMessage({ role: MessageRole.TOOL, toolCallId: 'call_2', content: 'result_2' })
+			makeMessage({ content: 'result_1', role: MessageRole.TOOL, toolCallId: 'call_1' }),
+			makeMessage({ content: 'result_2', role: MessageRole.TOOL, toolCallId: 'call_2' })
 		];
-
 		const msg = makeMessage({ content: 'hello', toolCalls: toolCallsJson });
 		const sections = deriveAgenticSections(msg, toolMessages, [], false);
-
 		// Expect: TEXT + 2 TOOL_CALL sections
 		const toolCallSections = sections.filter((s) => s.type === AgenticSectionType.TOOL_CALL);
+
 		expect(toolCallSections).toHaveLength(2);
 		expect(toolCallSections[0].toolResult).toBe('result_1');
 		expect(toolCallSections[1].toolResult).toBe('result_2');
@@ -101,13 +97,12 @@ describe('deriveAgenticSections O(1) tool message lookup', () => {
 
 	it('handles missing tool messages (pending calls during streaming)', () => {
 		const toolCallsJson = JSON.stringify([
-			{ id: 'call_1', type: 'function', function: { name: 'test', arguments: '{}' } }
+			{ function: { arguments: '{}', name: 'test' }, id: 'call_1', type: 'function' }
 		]);
-
 		const msg = makeMessage({ content: '', toolCalls: toolCallsJson });
 		const sections = deriveAgenticSections(msg, [], [], true);
-
 		const toolCallSection = sections.find((s) => s.type === AgenticSectionType.TOOL_CALL_PENDING);
+
 		expect(toolCallSection).toBeDefined();
 		expect(toolCallSection?.content).toBe('');
 	});
@@ -117,29 +112,26 @@ describe('deriveAgenticSections O(1) tool message lookup', () => {
 		const toolCalls = Array.from(
 			{ length: N },
 			(_, i): ApiChatCompletionToolCall => ({
+				function: { arguments: '{}', name: `tool_${i}` },
 				id: `call_${i}`,
-				type: 'function',
-				function: { name: `tool_${i}`, arguments: '{}' }
+				type: 'function'
 			})
 		);
 		const toolCallsJson = JSON.stringify(toolCalls);
-
 		const toolMessages = Array.from({ length: N }, (_, i) =>
 			makeMessage({
+				content: `result_${i}`,
 				role: MessageRole.TOOL,
-				toolCallId: `call_${i}`,
-				content: `result_${i}`
+				toolCallId: `call_${i}`
 			})
 		);
-
 		const msg = makeMessage({ content: 'hello', toolCalls: toolCallsJson });
-
 		// If the lookup were still O(n^2), this would be noticeably slow
 		const start = Date.now();
 		const sections = deriveAgenticSections(msg, toolMessages, [], false);
 		const elapsed = Date.now() - start;
-
 		const toolCallSections = sections.filter((s) => s.type === AgenticSectionType.TOOL_CALL);
+
 		expect(toolCallSections).toHaveLength(N);
 		expect(elapsed).toBeLessThan(100); // Should be fast with O(1) lookup
 	});
diff --git a/tools/ui/tests/unit/partial-tool-call-cleanup.test.ts b/tools/ui/tests/unit/partial-tool-call-cleanup.test.ts
index efceb4562..daaacf8a5 100644
--- a/tools/ui/tests/unit/partial-tool-call-cleanup.test.ts
+++ b/tools/ui/tests/unit/partial-tool-call-cleanup.test.ts
@@ -1,18 +1,18 @@
-import { describe, it, expect } from 'vitest';
 import { MessageRole } from '$lib/enums';
-import { deriveAgenticSections } from '$lib/utils/agentic';
 import type { DatabaseMessage } from '$lib/types/database';
+import { deriveAgenticSections } from '$lib/utils/agentic';
+import { describe, expect, it } from 'vitest';
 
 function makeAssistant(overrides: Partial<DatabaseMessage> = {}): DatabaseMessage {
 	return {
-		id: overrides.id ?? 'ast-1',
-		convId: 'conv-1',
-		type: 'text',
-		timestamp: Date.now(),
-		role: MessageRole.ASSISTANT,
+		children: [],
 		content: overrides.content ?? '',
+		convId: 'conv-1',
+		id: overrides.id ?? 'ast-1',
 		parent: null,
-		children: [],
+		role: MessageRole.ASSISTANT,
+		timestamp: Date.now(),
+		type: 'text',
 		...overrides
 	} as DatabaseMessage;
 }
@@ -24,8 +24,10 @@ function makeAssistant(overrides: Partial<DatabaseMessage> = {}): DatabaseMessag
 // onAssistantTurnComplete(...undefined).
 function buildApiToolCalls(message: DatabaseMessage): unknown[] | undefined {
 	if (!message.toolCalls) return undefined;
+
 	try {
 		const parsed = JSON.parse(message.toolCalls);
+
 		return Array.isArray(parsed) && parsed.length > 0 ? parsed : undefined;
 	} catch {
 		return undefined;
@@ -42,16 +44,15 @@ describe('partial tool call cleanup', () => {
 			content: 'partial reasoning',
 			toolCalls: JSON.stringify([
 				{
-					id: 'call_1',
-					type: 'function',
 					function: {
-						name: 'exec_shell_command',
-						arguments: '{"command":`grep -n \\"read_to\\" ` /Users'
-					}
+						arguments: '{"command":`grep -n \\"read_to\\" ` /Users',
+						name: 'exec_shell_command'
+					},
+					id: 'call_1',
+					type: 'function'
 				}
 			])
 		});
-
 		const apiToolCalls = buildApiToolCalls(message);
 
 		// The bug: even though arguments are invalid, the outer array parses and
@@ -59,6 +60,7 @@ describe('partial tool call cleanup', () => {
 		// own for the server to execute the tool.
 		expect(apiToolCalls).toBeDefined();
 		const args = (apiToolCalls![0] as { function: { arguments: string } }).function.arguments;
+
 		expect(() => JSON.parse(args)).toThrow();
 	});
 
@@ -71,8 +73,8 @@ describe('partial tool call cleanup', () => {
 			content: 'partial reasoning',
 			toolCalls: ''
 		});
-
 		const apiToolCalls = buildApiToolCalls(clearedMessage);
+
 		expect(apiToolCalls).toBeUndefined();
 	});
 
@@ -86,8 +88,8 @@ describe('partial tool call cleanup', () => {
 			reasoningContent: 'thinking about read_to',
 			toolCalls: ''
 		});
-
 		const sections = deriveAgenticSections(cleared);
+
 		expect(sections).toHaveLength(1);
 		expect(sections[0].type).toBe('reasoning');
 		expect(sections.some((s) => s.type.includes('tool_call'))).toBe(false);
diff --git a/tools/ui/tests/unit/pwa.spec.ts b/tools/ui/tests/unit/pwa.spec.ts
index 64b9630d2..fc96e4ed9 100644
--- a/tools/ui/tests/unit/pwa.spec.ts
+++ b/tools/ui/tests/unit/pwa.spec.ts
@@ -1,4 +1,4 @@
-import { existsSync, readFileSync, readdirSync } from 'node:fs';
+import { existsSync, readdirSync, readFileSync } from 'node:fs';
 import { resolve } from 'node:path';
 import { describe, expect, it } from 'vitest';
 
@@ -11,6 +11,7 @@ describe('PWA Build Output', () => {
 	if (!distExists) {
 		console.warn(`⚠ Skipping PWA Build Output tests - dist/ not found (run 'npm run build' first)`);
 		it('skipped - dist/ not found', () => {});
+
 		return;
 	}
 
@@ -25,6 +26,7 @@ describe('PWA Build Output', () => {
 		it('workbox library exists (hashed filename)', () => {
 			// SvelteKit generates workbox-{hash}.js files
 			const files = readdirSync(DIST_DIR).filter((f) => f.match(/^workbox-[^.]+\.js$/));
+
 			expect(files.length).toBeGreaterThan(0);
 		});
 
@@ -38,18 +40,22 @@ describe('PWA Build Output', () => {
 		it('SvelteKit bundle.js exists in _app/immutable/', () => {
 			// SvelteKit generates hashed bundle names in _app/immutable/
 			const appDir = resolve(DIST_DIR, '_app', 'immutable');
+
 			expect(existsSync(appDir), '_app/immutable/ not found').toBeTruthy();
 			const files = readdirSync(appDir).filter((f) => f.startsWith('bundle.') && f.endsWith('.js'));
+
 			expect(files.length).toBeGreaterThan(0);
 		});
 
 		it('SvelteKit bundle.css exists in _app/immutable/assets/', () => {
 			// SvelteKit generates hashed CSS bundles in _app/immutable/assets/
 			const cssDir = resolve(DIST_DIR, '_app', 'immutable', 'assets');
+
 			expect(existsSync(cssDir), '_app/immutable/assets/ not found').toBeTruthy();
 			const files = readdirSync(cssDir).filter(
 				(f) => f.startsWith('bundle.') && f.endsWith('.css')
 			);
+
 			expect(files.length).toBeGreaterThan(0);
 		});
 
@@ -66,6 +72,7 @@ describe('PWA Build Output', () => {
 		it('has valid JSON with version field', () => {
 			const content = readFileSync(resolve(DIST_DIR, '_app', 'version.json'), 'utf-8');
 			const parsed = JSON.parse(content);
+
 			expect(parsed).toHaveProperty('version');
 			expect(typeof parsed.version).toBe('string');
 			expect(parsed.version.length).toBeGreaterThan(0);
@@ -175,6 +182,7 @@ describe('PWA Build Output', () => {
 	describe('Hashed workbox files', () => {
 		it('workbox-*.js files exist in dist root (SvelteKit build output)', () => {
 			const files = readdirSync(DIST_DIR).filter((f) => f.match(/^workbox-[^.]+\.js$/));
+
 			expect(files.length).toBeGreaterThan(0);
 		});
 	});
diff --git a/tools/ui/tests/unit/reasoning-context.test.ts b/tools/ui/tests/unit/reasoning-context.test.ts
index b448974a3..df6574d06 100644
--- a/tools/ui/tests/unit/reasoning-context.test.ts
+++ b/tools/ui/tests/unit/reasoning-context.test.ts
@@ -1,5 +1,5 @@
-import { describe, it, expect } from 'vitest';
 import { MessageRole } from '$lib/enums';
+import { describe, expect, it } from 'vitest';
 
 /**
  * Tests for the new reasoning content handling.
@@ -27,15 +27,15 @@ describe('reasoning content in new structured format', () => {
 	it('convertDbMessageToApiChatMessageData includes reasoning_content', () => {
 		// Simulate the conversion logic
 		const dbMessage = {
-			role: MessageRole.ASSISTANT,
 			content: 'The answer is 4.',
-			reasoningContent: 'Let me think: 2+2=4, basic arithmetic.'
+			reasoningContent: 'Let me think: 2+2=4, basic arithmetic.',
+			role: MessageRole.ASSISTANT
 		};
-
 		const apiMessage: Record<string, unknown> = {
-			role: dbMessage.role,
-			content: dbMessage.content
+			content: dbMessage.content,
+			role: dbMessage.role
 		};
+
 		if (dbMessage.reasoningContent) {
 			apiMessage.reasoning_content = dbMessage.reasoningContent;
 		}
@@ -49,17 +49,16 @@ describe('reasoning content in new structured format', () => {
 
 	it('API message excludes reasoning when excludeReasoningFromContext is true', () => {
 		const dbMessage = {
-			role: MessageRole.ASSISTANT,
 			content: 'The answer is 4.',
-			reasoningContent: 'internal thinking'
+			reasoningContent: 'internal thinking',
+			role: MessageRole.ASSISTANT
 		};
-
 		const excludeReasoningFromContext = true;
-
 		const apiMessage: Record<string, unknown> = {
-			role: dbMessage.role,
-			content: dbMessage.content
+			content: dbMessage.content,
+			role: dbMessage.role
 		};
+
 		if (!excludeReasoningFromContext && dbMessage.reasoningContent) {
 			apiMessage.reasoning_content = dbMessage.reasoningContent;
 		}
@@ -70,15 +69,15 @@ describe('reasoning content in new structured format', () => {
 
 	it('handles messages with no reasoning', () => {
 		const dbMessage = {
-			role: MessageRole.ASSISTANT,
 			content: 'No reasoning here.',
-			reasoningContent: undefined
+			reasoningContent: undefined,
+			role: MessageRole.ASSISTANT
 		};
-
 		const apiMessage: Record<string, unknown> = {
-			role: dbMessage.role,
-			content: dbMessage.content
+			content: dbMessage.content,
+			role: dbMessage.role
 		};
+
 		if (dbMessage.reasoningContent) {
 			apiMessage.reasoning_content = dbMessage.reasoningContent;
 		}
diff --git a/tools/ui/tests/unit/redact.test.ts b/tools/ui/tests/unit/redact.test.ts
index 750296c53..05111ce9a 100644
--- a/tools/ui/tests/unit/redact.test.ts
+++ b/tools/ui/tests/unit/redact.test.ts
@@ -1,5 +1,5 @@
-import { describe, expect, it } from 'vitest';
 import { redactValue } from '$lib/utils/redact';
+import { describe, expect, it } from 'vitest';
 
 describe('redactValue', () => {
 	it('returns [redacted] by default', () => {
diff --git a/tools/ui/tests/unit/request-helpers.test.ts b/tools/ui/tests/unit/request-helpers.test.ts
index c43252876..c895c7c18 100644
--- a/tools/ui/tests/unit/request-helpers.test.ts
+++ b/tools/ui/tests/unit/request-helpers.test.ts
@@ -1,12 +1,12 @@
-import { describe, expect, it } from 'vitest';
 import {
-	getRequestUrl,
-	getRequestMethod,
-	getRequestBody,
-	summarizeRequestBody,
+	extractJsonRpcMethods,
 	formatDiagnosticErrorMessage,
-	extractJsonRpcMethods
+	getRequestBody,
+	getRequestMethod,
+	getRequestUrl,
+	summarizeRequestBody
 } from '$lib/utils/request-helpers';
+import { describe, expect, it } from 'vitest';
 
 describe('getRequestUrl', () => {
 	it('returns a plain string input as-is', () => {
@@ -19,6 +19,7 @@ describe('getRequestUrl', () => {
 
 	it('returns url from a Request object', () => {
 		const req = new Request('https://example.com/mcp');
+
 		expect(getRequestUrl(req)).toBe('https://example.com/mcp');
 	});
 });
@@ -30,6 +31,7 @@ describe('getRequestMethod', () => {
 
 	it('falls back to Request.method', () => {
 		const req = new Request('https://example.com', { method: 'PUT' });
+
 		expect(getRequestMethod(req)).toBe('PUT');
 	});
 
@@ -67,6 +69,7 @@ describe('summarizeRequestBody', () => {
 
 	it('returns blob kind with size', () => {
 		const blob = new Blob(['abc']);
+
 		expect(summarizeRequestBody(blob)).toEqual({ kind: 'blob', size: 3 });
 	});
 
@@ -98,14 +101,16 @@ describe('formatDiagnosticErrorMessage', () => {
 describe('extractJsonRpcMethods', () => {
 	it('extracts methods from a JSON-RPC array', () => {
 		const body = JSON.stringify([
-			{ jsonrpc: '2.0', id: 1, method: 'initialize' },
+			{ id: 1, jsonrpc: '2.0', method: 'initialize' },
 			{ jsonrpc: '2.0', method: 'notifications/initialized' }
 		]);
+
 		expect(extractJsonRpcMethods(body)).toEqual(['initialize', 'notifications/initialized']);
 	});
 
 	it('extracts method from a single JSON-RPC message', () => {
-		const body = JSON.stringify({ jsonrpc: '2.0', id: 1, method: 'tools/list' });
+		const body = JSON.stringify({ id: 1, jsonrpc: '2.0', method: 'tools/list' });
+
 		expect(extractJsonRpcMethods(body)).toEqual(['tools/list']);
 	});
 
diff --git a/tools/ui/tests/unit/sanitize-headers.test.ts b/tools/ui/tests/unit/sanitize-headers.test.ts
index 8cc1fcdfc..099de8bdf 100644
--- a/tools/ui/tests/unit/sanitize-headers.test.ts
+++ b/tools/ui/tests/unit/sanitize-headers.test.ts
@@ -1,6 +1,6 @@
-import { describe, expect, it } from 'vitest';
-import { sanitizeHeaders } from '$lib/utils/api-headers';
 import { CORS_PROXY_HEADER_PREFIX } from '$lib/constants';
+import { sanitizeHeaders } from '$lib/utils/api-headers';
+import { describe, expect, it } from 'vitest';
 
 describe('sanitizeHeaders', () => {
 	it('returns empty object for undefined input', () => {
@@ -8,20 +8,22 @@ describe('sanitizeHeaders', () => {
 	});
 
 	it('passes through non-sensitive headers', () => {
-		const headers = new Headers({ 'content-type': 'application/json', accept: 'text/html' });
+		const headers = new Headers({ accept: 'text/html', 'content-type': 'application/json' });
+
 		expect(sanitizeHeaders(headers)).toEqual({
-			'content-type': 'application/json',
-			accept: 'text/html'
+			accept: 'text/html',
+			'content-type': 'application/json'
 		});
 	});
 
 	it('redacts known sensitive headers', () => {
 		const headers = new Headers({
 			authorization: 'Bearer secret',
-			'x-api-key': 'key-123',
-			'content-type': 'application/json'
+			'content-type': 'application/json',
+			'x-api-key': 'key-123'
 		});
 		const result = sanitizeHeaders(headers);
+
 		expect(result.authorization).toBe('[redacted]');
 		expect(result['x-api-key']).toBe('[redacted]');
 		expect(result['content-type']).toBe('application/json');
@@ -30,20 +32,23 @@ describe('sanitizeHeaders', () => {
 	it('partially redacts headers specified in partialRedactHeaders', () => {
 		const headers = new Headers({ 'mcp-session-id': 'session-12345' });
 		const partial = new Map([['mcp-session-id', 5]]);
+
 		expect(sanitizeHeaders(headers, undefined, partial)['mcp-session-id']).toBe('....12345');
 	});
 
 	it('fully redacts mcp-session-id when no partialRedactHeaders is given', () => {
 		const headers = new Headers({ 'mcp-session-id': 'session-12345' });
+
 		expect(sanitizeHeaders(headers)['mcp-session-id']).toBe('[redacted]');
 	});
 
 	it('redacts extra headers provided by the caller', () => {
 		const headers = new Headers({
-			'x-vendor-key': 'vendor-secret',
-			'content-type': 'application/json'
+			'content-type': 'application/json',
+			'x-vendor-key': 'vendor-secret'
 		});
 		const result = sanitizeHeaders(headers, ['x-vendor-key']);
+
 		expect(result['x-vendor-key']).toBe('[redacted]');
 		expect(result['content-type']).toBe('application/json');
 	});
@@ -51,6 +56,7 @@ describe('sanitizeHeaders', () => {
 	it('handles case-insensitive extra header names', () => {
 		const headers = new Headers({ 'X-Custom-Token': 'token-value' });
 		const result = sanitizeHeaders(headers, ['X-CUSTOM-TOKEN']);
+
 		expect(result['x-custom-token']).toBe('[redacted]');
 	});
 
diff --git a/tools/ui/tests/unit/search-results-fixture.test.ts b/tools/ui/tests/unit/search-results-fixture.test.ts
index 6a84adf5a..5733a3797 100644
--- a/tools/ui/tests/unit/search-results-fixture.test.ts
+++ b/tools/ui/tests/unit/search-results-fixture.test.ts
@@ -1,5 +1,5 @@
-import { describe, it, expect } from 'vitest';
-import { extractSearchResults, extractSearchQuery } from '$lib/utils/search-results';
+import { extractSearchQuery, extractSearchResults } from '$lib/utils/search-results';
+import { describe, expect, it } from 'vitest';
 
 const SAMPLE = `Title: World Cup 2026 | Match schedule, fixtures, results & stadiums
 URL: https://www.fifa.com/en/tournaments/mens/worldcup/canadamexicousa2026/articles/match-schedule-fixtures-results-teams-stadiums
@@ -23,12 +23,12 @@ Highlights:
 Something
 # World Cup
 ...`;
-
 const QUERY_ARGS = '{"query":"FIFA World Cup 2026 schedule"}';
 
 describe('real-world Exa fixture', () => {
 	it('extracts every search result and preserves rich highlights', () => {
 		const results = extractSearchResults(SAMPLE);
+
 		expect(results.length).toBe(3);
 		expect(results[0].title).toContain('World Cup 2026 | Match schedule');
 		expect(results[0].url).toContain('fifa.com');
diff --git a/tools/ui/tests/unit/search-results.test.ts b/tools/ui/tests/unit/search-results.test.ts
index e2972eaf3..c168dec25 100644
--- a/tools/ui/tests/unit/search-results.test.ts
+++ b/tools/ui/tests/unit/search-results.test.ts
@@ -1,10 +1,10 @@
-import { describe, expect, it } from 'vitest';
 import {
-	extractSearchResults,
 	extractSearchQuery,
+	extractSearchResults,
 	faviconForUrl,
 	isWebSearchToolName
 } from '$lib/utils/search-results';
+import { describe, expect, it } from 'vitest';
 
 describe('extractSearchResults', () => {
 	it('parses the Exa fixture with multiple results', () => {
@@ -30,6 +30,7 @@ Highlights:
 # FIFA World Cup Schedule
 ...`;
 		const results = extractSearchResults(fixture);
+
 		expect(results.length).toBe(3);
 		expect(results[0].title).toContain('World Cup 2026');
 		expect(results[0].url).toBe('https://www.fifa.com/articles/match-schedule');
@@ -60,6 +61,7 @@ just a paragraph
 Title: b
 URL: not a url`;
 		const results = extractSearchResults(txt);
+
 		// Only middle one should pass (has title + url).
 		expect(results.length).toBe(1);
 		expect(results[0].url).toBe('https://x.com');
@@ -73,6 +75,7 @@ Author: alice
 Highlights:
 a highlight`;
 		const results = extractSearchResults(txt);
+
 		expect(results.length).toBe(1);
 		expect(results[0].title).toBe('only one');
 		expect(results[0].author).toBe('alice');
diff --git a/tools/ui/tests/unit/source-history.test.ts b/tools/ui/tests/unit/source-history.test.ts
new file mode 100644
index 000000000..33869a6e8
--- /dev/null
+++ b/tools/ui/tests/unit/source-history.test.ts
@@ -0,0 +1,72 @@
+import { SourceHistory } from '$lib/utils';
+import { describe, expect, it } from 'vitest';
+
+describe('SourceHistory', () => {
+	it('coalesces pushes inside the group window into one undo step', () => {
+		const h = new SourceHistory(100, 800);
+
+		h.push({ caret: 0, value: '' }, 1000);
+		h.push({ caret: 1, value: 'a' }, 1200);
+		h.push({ caret: 2, value: 'ab' }, 1500);
+
+		expect(h.undo({ caret: 3, value: 'abc' })).toEqual({ caret: 0, value: '' });
+		expect(h.undo({ caret: 0, value: '' })).toBeNull();
+	});
+
+	it('starts a new group once the window has passed', () => {
+		const h = new SourceHistory(100, 800);
+
+		h.push({ caret: 0, value: '' }, 1000);
+		h.push({ caret: 3, value: 'abc' }, 2000);
+
+		expect(h.undo({ caret: 6, value: 'abcdef' })).toEqual({ caret: 3, value: 'abc' });
+		expect(h.undo({ caret: 3, value: 'abc' })).toEqual({ caret: 0, value: '' });
+	});
+
+	it('newGroup forces a separate entry even inside the window', () => {
+		const h = new SourceHistory(100, 800);
+
+		h.push({ caret: 0, value: '' }, 1000);
+		h.push({ caret: 3, value: 'abc' }, 1100, true);
+
+		expect(h.undo({ caret: 4, value: 'abc\n' })).toEqual({ caret: 3, value: 'abc' });
+		expect(h.undo({ caret: 3, value: 'abc' })).toEqual({ caret: 0, value: '' });
+	});
+
+	it('redo round-trips and a fresh push clears the redo stack', () => {
+		const h = new SourceHistory(100, 800);
+
+		h.push({ caret: 0, value: '' }, 1000);
+
+		const undone = h.undo({ caret: 3, value: 'abc' });
+
+		expect(undone).toEqual({ caret: 0, value: '' });
+		expect(h.redo({ caret: 0, value: '' })).toEqual({ caret: 3, value: 'abc' });
+
+		h.undo({ caret: 3, value: 'abc' });
+		h.push({ caret: 0, value: '' }, 5000);
+		expect(h.redo({ caret: 1, value: 'x' })).toBeNull();
+	});
+
+	it('starts a new group on the first edit after an undo', () => {
+		const h = new SourceHistory(100, 800);
+
+		h.push({ caret: 0, value: '' }, 1000);
+		h.undo({ caret: 3, value: 'abc' });
+
+		h.push({ caret: 0, value: '' }, 1200);
+		expect(h.undo({ caret: 1, value: 'x' })).toEqual({ caret: 0, value: '' });
+	});
+
+	it('evicts the oldest entry past the limit', () => {
+		const h = new SourceHistory(2, 800);
+
+		h.push({ caret: 0, value: 'one' }, 1000);
+		h.push({ caret: 0, value: 'two' }, 2000);
+		h.push({ caret: 0, value: 'three' }, 3000);
+
+		expect(h.undo({ caret: 0, value: 'cur' })).toEqual({ caret: 0, value: 'three' });
+		expect(h.undo({ caret: 0, value: 'three' })).toEqual({ caret: 0, value: 'two' });
+		expect(h.undo({ caret: 0, value: 'two' })).toBeNull();
+	});
+});
diff --git a/tools/ui/tests/unit/sse.test.ts b/tools/ui/tests/unit/sse.test.ts
index 741d10741..2d9f0e963 100644
--- a/tools/ui/tests/unit/sse.test.ts
+++ b/tools/ui/tests/unit/sse.test.ts
@@ -1,11 +1,12 @@
-import { describe, expect, it } from 'vitest';
 import { parseSseJsonStream } from '$lib/utils/sse';
+import { describe, expect, it } from 'vitest';
 
 function makeSseResponse(events: string[]): Response {
 	const body = events.join('\n\n') + '\n\n';
+
 	return new Response(body, {
-		status: 200,
-		headers: { 'content-type': 'text/event-stream' }
+		headers: { 'content-type': 'text/event-stream' },
+		status: 200
 	});
 }
 
@@ -13,6 +14,7 @@ describe('parseSseJsonStream', () => {
 	it('yields parsed data for each record', async () => {
 		const response = makeSseResponse(['data: {"chunk": "a"}', 'data: {"chunk": "b"}']);
 		const collected: unknown[] = [];
+
 		for await (const ev of parseSseJsonStream(response)) {
 			collected.push(ev.data);
 		}
@@ -26,6 +28,7 @@ describe('parseSseJsonStream', () => {
 			'data: {"chunk": "after-done"}'
 		]);
 		const collected: unknown[] = [];
+
 		for await (const ev of parseSseJsonStream(response)) {
 			collected.push(ev.data);
 		}
@@ -39,6 +42,7 @@ describe('parseSseJsonStream', () => {
 			'data: {"chunk": "also-ok"}'
 		]);
 		const collected: unknown[] = [];
+
 		for await (const ev of parseSseJsonStream(response)) {
 			collected.push(ev.data);
 		}
@@ -50,16 +54,18 @@ describe('parseSseJsonStream', () => {
 		const stream = new ReadableStream<Uint8Array>({
 			start(controller) {
 				const enc = new TextEncoder();
+
 				controller.enqueue(enc.encode(full.slice(0, full.length / 2)));
 				controller.enqueue(enc.encode(full.slice(full.length / 2)));
 				controller.close();
 			}
 		});
 		const response = new Response(stream, {
-			status: 200,
-			headers: { 'content-type': 'text/event-stream' }
+			headers: { 'content-type': 'text/event-stream' },
+			status: 200
 		});
 		const collected: unknown[] = [];
+
 		for await (const ev of parseSseJsonStream(response)) {
 			collected.push(ev.data);
 		}
@@ -69,6 +75,7 @@ describe('parseSseJsonStream', () => {
 	it('returns immediately if response has no body', async () => {
 		const response = new Response(null, { status: 200 });
 		const collected: unknown[] = [];
+
 		for await (const ev of parseSseJsonStream(response)) {
 			collected.push(ev.data);
 		}
diff --git a/tools/ui/tests/unit/stream-discovery.test.ts b/tools/ui/tests/unit/stream-discovery.test.ts
index a428e5df8..a7899d955 100644
--- a/tools/ui/tests/unit/stream-discovery.test.ts
+++ b/tools/ui/tests/unit/stream-discovery.test.ts
@@ -1,14 +1,14 @@
-import { describe, expect, it } from 'vitest';
 import { ChatService } from '$lib/services/chat.service';
 import type { ApiStreamSession } from '$lib/types';
+import { describe, expect, it } from 'vitest';
 
 function makeSession(overrides: Partial<ApiStreamSession>): ApiStreamSession {
 	return {
+		completed_at: 0,
 		conversation_id: 'conv',
 		is_done: true,
-		total_bytes: 0,
 		started_at: 0,
-		completed_at: 0,
+		total_bytes: 0,
 		...overrides
 	};
 }
@@ -25,17 +25,20 @@ describe('selectActiveStream', () => {
 
 	it('returns the single session when it is running', () => {
 		const s = makeSession({ conversation_id: 'only', is_done: false, started_at: 42 });
+
 		expect(ChatService.selectActiveStream([s])).toBe(s);
 	});
 
 	it('returns null when the single session is finalized', () => {
 		const s = makeSession({ conversation_id: 'only', is_done: true, started_at: 42 });
+
 		expect(ChatService.selectActiveStream([s])).toBeNull();
 	});
 
 	it('prefers a still running session over a finalized one regardless of started_at', () => {
 		const finalized = makeSession({ conversation_id: 'old', is_done: true, started_at: 1000 });
 		const running = makeSession({ conversation_id: 'new', is_done: false, started_at: 10 });
+
 		expect(ChatService.selectActiveStream([finalized, running])?.conversation_id).toBe('new');
 		expect(ChatService.selectActiveStream([running, finalized])?.conversation_id).toBe('new');
 	});
@@ -44,6 +47,7 @@ describe('selectActiveStream', () => {
 		const a = makeSession({ conversation_id: 'a', is_done: false, started_at: 100 });
 		const b = makeSession({ conversation_id: 'b', is_done: false, started_at: 200 });
 		const c = makeSession({ conversation_id: 'c', is_done: false, started_at: 150 });
+
 		expect(ChatService.selectActiveStream([a, b, c])?.conversation_id).toBe('b');
 		expect(ChatService.selectActiveStream([c, a, b])?.conversation_id).toBe('b');
 	});
@@ -52,6 +56,7 @@ describe('selectActiveStream', () => {
 		const a = makeSession({ conversation_id: 'a', is_done: true, started_at: 10 });
 		const b = makeSession({ conversation_id: 'b', is_done: true, started_at: 30 });
 		const c = makeSession({ conversation_id: 'c', is_done: true, started_at: 20 });
+
 		expect(ChatService.selectActiveStream([a, b, c])).toBeNull();
 	});
 
@@ -59,6 +64,7 @@ describe('selectActiveStream', () => {
 		// reduce visits left to right, the initial accumulator stays unless a strictly greater value appears
 		const a = makeSession({ conversation_id: 'first', is_done: false, started_at: 50 });
 		const b = makeSession({ conversation_id: 'second', is_done: false, started_at: 50 });
+
 		expect(ChatService.selectActiveStream([a, b])?.conversation_id).toBe('first');
 	});
 
@@ -67,6 +73,7 @@ describe('selectActiveStream', () => {
 		const old2 = makeSession({ conversation_id: 'old2', is_done: true, started_at: 200 });
 		const freshFin = makeSession({ conversation_id: 'freshFin', is_done: true, started_at: 500 });
 		const running = makeSession({ conversation_id: 'running', is_done: false, started_at: 400 });
+
 		expect(ChatService.selectActiveStream([old1, old2, freshFin, running])?.conversation_id).toBe(
 			'running'
 		);
diff --git a/tools/ui/tests/unit/stream-resume.test.ts b/tools/ui/tests/unit/stream-resume.test.ts
index f52f2cabd..43d89272e 100644
--- a/tools/ui/tests/unit/stream-resume.test.ts
+++ b/tools/ui/tests/unit/stream-resume.test.ts
@@ -4,12 +4,12 @@ import { afterEach, beforeAll, beforeEach, describe, expect, it } from 'vitest';
 beforeAll(() => {
 	const store = new Map<string, string>();
 	const polyfill: Storage = {
-		get length() {
-			return store.size;
-		},
 		clear: () => store.clear(),
 		getItem: (k) => (store.has(k) ? store.get(k)! : null),
 		key: (i) => Array.from(store.keys())[i] ?? null,
+		get length() {
+			return store.size;
+		},
 		removeItem: (k) => {
 			store.delete(k);
 		},
@@ -17,11 +17,12 @@ beforeAll(() => {
 			store.set(k, String(v));
 		}
 	};
+
 	(globalThis as unknown as { localStorage: Storage }).localStorage = polyfill;
 });
 
-import { ChatService } from '$lib/services/chat.service';
 import { STREAM_RESUME_LOCALSTORAGE_KEY_PREFIX } from '$lib/constants';
+import { ChatService } from '$lib/services/chat.service';
 
 describe('ChatService stream resume', () => {
 	beforeEach(() => {
@@ -38,6 +39,7 @@ describe('ChatService stream resume', () => {
 	it('saves and reads back the byte count', () => {
 		ChatService.saveStreamState('conv-a', 4242);
 		const got = ChatService.getStreamState('conv-a');
+
 		expect(got).not.toBeNull();
 		expect(got!.bytesReceived).toBe(4242);
 		expect(typeof got!.updatedAt).toBe('number');
@@ -47,6 +49,7 @@ describe('ChatService stream resume', () => {
 		ChatService.saveStreamState('conv-a', 100);
 		ChatService.saveStreamState('conv-a', 200);
 		const got = ChatService.getStreamState('conv-a');
+
 		expect(got!.bytesReceived).toBe(200);
 	});
 
diff --git a/tools/ui/tests/unit/tool-call-meta.test.ts b/tools/ui/tests/unit/tool-call-meta.test.ts
index d3184e4c4..bb28e3830 100644
--- a/tools/ui/tests/unit/tool-call-meta.test.ts
+++ b/tools/ui/tests/unit/tool-call-meta.test.ts
@@ -1,5 +1,5 @@
-import { describe, expect, it } from 'vitest';
 import { tryParseToolResultObject } from '$lib/utils';
+import { describe, expect, it } from 'vitest';
 
 describe('tryParseToolResultObject', () => {
 	it('returns null when no result is provided', () => {
@@ -9,8 +9,8 @@ describe('tryParseToolResultObject', () => {
 
 	it('returns the parsed object when the result is JSON', () => {
 		expect(tryParseToolResultObject('{"result":"ok","bytes":42}')).toEqual({
-			result: 'ok',
-			bytes: 42
+			bytes: 42,
+			result: 'ok'
 		});
 	});
 
diff --git a/tools/ui/tests/unit/tool-calls.test.ts b/tools/ui/tests/unit/tool-calls.test.ts
index 9c54d9791..3349b7ab6 100644
--- a/tools/ui/tests/unit/tool-calls.test.ts
+++ b/tools/ui/tests/unit/tool-calls.test.ts
@@ -1,35 +1,122 @@
-import { describe, expect, it } from 'vitest';
-import { AgenticSectionType, BuiltInTool } from '$lib/enums';
-import type { AgenticSection } from '$lib/utils';
 import { parseToolArgs } from '$lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/_shared';
+import { parseEditFileMeta } from '$lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/edit-file';
+import { parseExecShellCommandMeta } from '$lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/exec-shell-command';
+import { parseFileGlobSearchMeta } from '$lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/file-glob-search';
+import { parseGrepSearchMeta } from '$lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/grep-search';
+import { parseReadFileMeta } from '$lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/read-file';
+import { parseRunJavascriptMeta } from '$lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/run-javascript';
 import {
 	parseWriteFileMeta,
 	type WriteFileMeta
 } from '$lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/write-file';
-import { parseEditFileMeta } from '$lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/edit-file';
-import { parseReadFileMeta } from '$lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/read-file';
-import { parseGrepSearchMeta } from '$lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/grep-search';
-import { parseFileGlobSearchMeta } from '$lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/file-glob-search';
-import { parseRunJavascriptMeta } from '$lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/run-javascript';
-import { parseExecShellCommandMeta } from '$lib/components/app/chat/ChatMessages/ChatMessage/ChatMessageToolCall/parsers/exec-shell-command';
+import { AgenticSectionType, BuiltInTool } from '$lib/enums';
+import type { AgenticSection } from '$lib/utils';
+import { abbreviateHome, formatCwdMessage, lastPathSegment, parseCwdMessage } from '$lib/utils';
+import { describe, expect, it } from 'vitest';
 
 function makeSection(
 	overrides: Partial<AgenticSection> = {},
 	toolName = BuiltInTool.READ_FILE
 ): AgenticSection {
 	return {
-		type: AgenticSectionType.TOOL_CALL,
 		content: '',
-		toolName,
 		toolArgs: JSON.stringify({ path: '/foo.txt' }),
+		toolName,
 		toolResult: undefined,
+		type: AgenticSectionType.TOOL_CALL,
 		...overrides
 	};
 }
 
+describe('lastPathSegment', () => {
+	it('returns the last segment of an absolute path', () => {
+		expect(lastPathSegment('/Users/me/code/my-project')).toBe('my-project');
+	});
+
+	it('returns the last segment of a tilde-relative path', () => {
+		expect(lastPathSegment('~/git/llama.brand')).toBe('llama.brand');
+	});
+
+	it('strips trailing slashes', () => {
+		expect(lastPathSegment('/foo/bar/')).toBe('bar');
+	});
+
+	it('strips multiple trailing slashes', () => {
+		expect(lastPathSegment('/foo/bar///')).toBe('bar');
+	});
+
+	it('returns the input unchanged when there is no slash', () => {
+		expect(lastPathSegment('project')).toBe('project');
+	});
+
+	it('returns tilde when only tilde is given', () => {
+		expect(lastPathSegment('~/')).toBe('~');
+	});
+});
+
+describe('abbreviateHome', () => {
+	it('abbreviates paths under home with a tilde', () => {
+		expect(abbreviateHome('/Users/al/Documents/x.txt', '/Users/al')).toBe('~/Documents/x.txt');
+	});
+
+	it('abbreviates home itself to a bare tilde', () => {
+		expect(abbreviateHome('/Users/al', '/Users/al')).toBe('~');
+	});
+
+	it('returns paths outside home unchanged', () => {
+		expect(abbreviateHome('/opt/project', '/Users/al')).toBe('/opt/project');
+	});
+
+	it('does not abbreviate a mere prefix match', () => {
+		expect(abbreviateHome('/Users/alice/x', '/Users/al')).toBe('/Users/alice/x');
+	});
+
+	it('returns the path unchanged when home is unknown', () => {
+		expect(abbreviateHome('/Users/al/Documents', null)).toBe('/Users/al/Documents');
+	});
+});
+
+describe('formatCwdMessage / parseCwdMessage', () => {
+	it('formats a cwd change matching the UI text, with a file link', () => {
+		expect(formatCwdMessage('/Users/al/Documents', '/Users/al')).toBe(
+			'Set working directory to [file:///Users/al/Documents](~/Documents).'
+		);
+	});
+
+	it('falls back to the basename display when home is unknown', () => {
+		expect(formatCwdMessage('/opt/project', null)).toBe(
+			'Set working directory to [file:///opt/project](project).'
+		);
+	});
+
+	it('round-trips through the parser', () => {
+		const info = parseCwdMessage(formatCwdMessage('/Users/al/Documents', '/Users/al'));
+
+		expect(info?.path).toBe('/Users/al/Documents');
+		expect(info?.display).toBe('~/Documents');
+	});
+
+	it('parses a cwd message even when guidance follows the link', () => {
+		expect(
+			parseCwdMessage(
+				'Set working directory to [file:///a/b](~/b). Tool calls run with this as their working directory.'
+			)
+		).toEqual({ display: '~/b', path: '/a/b' });
+	});
+
+	it('parses the cleared marker', () => {
+		expect(parseCwdMessage('Working directory cleared')).toEqual({ display: '', path: null });
+	});
+
+	it('returns null for non-cwd content', () => {
+		expect(parseCwdMessage('hello there')).toBeNull();
+	});
+});
+
 describe('parseToolArgs (shared)', () => {
 	it('returns null when the section has no toolArgs', () => {
 		const result = parseToolArgs(BuiltInTool.READ_FILE, makeSection({ toolArgs: undefined }));
+
 		expect(result).toBeNull();
 	});
 
@@ -38,6 +125,7 @@ describe('parseToolArgs (shared)', () => {
 			BuiltInTool.READ_FILE,
 			makeSection({ toolArgs: '{"path":"/x"}' }, BuiltInTool.WRITE_FILE)
 		);
+
 		expect(result).toBeNull();
 	});
 
@@ -46,6 +134,7 @@ describe('parseToolArgs (shared)', () => {
 			BuiltInTool.READ_FILE,
 			makeSection({ toolArgs: '{"path": "/foo.tx' })
 		);
+
 		expect(result).toBeNull();
 	});
 
@@ -54,6 +143,7 @@ describe('parseToolArgs (shared)', () => {
 			BuiltInTool.READ_FILE,
 			makeSection({ toolArgs: '{"path":"/foo.txt"}' })
 		);
+
 		expect(result).toEqual({ path: '/foo.txt' });
 	});
 
@@ -63,6 +153,7 @@ describe('parseToolArgs (shared)', () => {
 			makeSection({ toolArgs: '{"path": "/foo.tx' }),
 			{ partial: true }
 		);
+
 		expect(result).toEqual({ path: '/foo.tx' });
 	});
 });
@@ -71,7 +162,7 @@ describe('parseWriteFileMeta', () => {
 	it('returns null for sections with a different tool name', () => {
 		expect(
 			parseWriteFileMeta(
-				makeSection({ toolName: BuiltInTool.READ_FILE, toolArgs: '{"path":"/x","content":"y"}' })
+				makeSection({ toolArgs: '{"path":"/x","content":"y"}', toolName: BuiltInTool.READ_FILE })
 			)
 		).toBeNull();
 	});
@@ -79,15 +170,16 @@ describe('parseWriteFileMeta', () => {
 	it('returns null when args have no path-like field', () => {
 		expect(
 			parseWriteFileMeta(
-				makeSection({ toolName: BuiltInTool.WRITE_FILE, toolArgs: '{"content":"x"}' })
+				makeSection({ toolArgs: '{"content":"x"}', toolName: BuiltInTool.WRITE_FILE })
 			)
 		).toBeNull();
 	});
 
 	it('accepts partial args (renders incrementally as content streams in)', () => {
 		const meta = parseWriteFileMeta(
-			makeSection({ toolName: BuiltInTool.WRITE_FILE, toolArgs: '{"path":"/foo.t' })
+			makeSection({ toolArgs: '{"path":"/foo.t', toolName: BuiltInTool.WRITE_FILE })
 		);
+
 		expect(meta?.filePath).toBe('/foo.t');
 	});
 
@@ -95,18 +187,19 @@ describe('parseWriteFileMeta', () => {
 		const meta = parseWriteFileMeta(
 			makeSection(
 				{
-					toolName: BuiltInTool.WRITE_FILE,
 					toolArgs: '{"path":"/foo.ts","content":"x"}',
+					toolName: BuiltInTool.WRITE_FILE,
 					toolResult: '{"result":"wrote","bytes":42}'
 				},
 				BuiltInTool.WRITE_FILE
 			)
 		);
+
 		expect(meta).toMatchObject<Partial<WriteFileMeta>>({
+			bytesWritten: 42,
+			content: 'x',
 			filePath: '/foo.ts',
 			language: expect.any(String),
-			content: 'x',
-			bytesWritten: 42,
 			resultMessage: 'wrote'
 		});
 	});
@@ -114,11 +207,12 @@ describe('parseWriteFileMeta', () => {
 	it('surfaces errorMessage from the result blob', () => {
 		const meta = parseWriteFileMeta(
 			makeSection({
-				toolName: BuiltInTool.WRITE_FILE,
 				toolArgs: '{"path":"/foo","content":"x"}',
+				toolName: BuiltInTool.WRITE_FILE,
 				toolResult: '{"error":"permission denied"}'
 			})
 		);
+
 		expect(meta?.errorMessage).toBe('permission denied');
 	});
 });
@@ -127,17 +221,18 @@ describe('parseEditFileMeta', () => {
 	it('parses edits array and applies editsApplied from the result', () => {
 		const section = makeSection(
 			{
-				toolName: BuiltInTool.EDIT_FILE,
 				toolArgs:
 					'{"path":"/foo.ts","edits":[{"old_text":"a","new_text":"b"},{"old_text":"c","new_text":"d"}]}',
+				toolName: BuiltInTool.EDIT_FILE,
 				toolResult: '{"result":"ok","edits_applied":2}'
 			},
 			BuiltInTool.EDIT_FILE
 		);
 		const meta = parseEditFileMeta(section);
+
 		expect(meta?.edits).toEqual([
-			{ oldText: 'a', newText: 'b' },
-			{ oldText: 'c', newText: 'd' }
+			{ newText: 'b', oldText: 'a' },
+			{ newText: 'd', oldText: 'c' }
 		]);
 		expect(meta?.editsApplied).toBe(2);
 		expect(meta?.resultMessage).toBe('ok');
@@ -146,27 +241,29 @@ describe('parseEditFileMeta', () => {
 	it('drops edits with empty old_text', () => {
 		const section = makeSection(
 			{
-				toolName: BuiltInTool.EDIT_FILE,
-				toolArgs: '{"path":"/foo","edits":[{"old_text":""},{"old_text":"a","new_text":""}]}'
+				toolArgs: '{"path":"/foo","edits":[{"old_text":""},{"old_text":"a","new_text":""}]}',
+				toolName: BuiltInTool.EDIT_FILE
 			},
 			BuiltInTool.EDIT_FILE
 		);
 		const meta = parseEditFileMeta(section);
+
 		// First entry is dropped (empty old_text). Second is kept
 		// (empty new_text is fine - it's the "delete" case).
-		expect(meta?.edits).toEqual([{ oldText: 'a', newText: '' }]);
+		expect(meta?.edits).toEqual([{ newText: '', oldText: 'a' }]);
 	});
 
 	it('errorMessage wins over result message', () => {
 		const section = makeSection(
 			{
-				toolName: BuiltInTool.EDIT_FILE,
 				toolArgs: '{"path":"/foo"}',
+				toolName: BuiltInTool.EDIT_FILE,
 				toolResult: '{"error":"bad path","result":"ok"}'
 			},
 			BuiltInTool.EDIT_FILE
 		);
 		const meta = parseEditFileMeta(section);
+
 		expect(meta?.errorMessage).toBe('bad path');
 		expect(meta?.resultMessage).toBeUndefined();
 	});
@@ -177,6 +274,7 @@ describe('parseReadFileMeta', () => {
 		const meta = parseReadFileMeta(
 			makeSection({ toolArgs: '{"path":"/foo.txt"}' }, BuiltInTool.READ_FILE)
 		);
+
 		expect(meta?.fileName).toBe('foo.txt');
 		expect(meta?.lineRange).toBeNull();
 	});
@@ -188,7 +286,8 @@ describe('parseReadFileMeta', () => {
 				BuiltInTool.READ_FILE
 			)
 		);
-		expect(meta?.lineRange).toEqual({ start: 10, end: 20 });
+
+		expect(meta?.lineRange).toEqual({ end: 20, start: 10 });
 	});
 
 	it('parses start_line + line_count into a range', () => {
@@ -198,7 +297,8 @@ describe('parseReadFileMeta', () => {
 				BuiltInTool.READ_FILE
 			)
 		);
-		expect(meta?.lineRange).toEqual({ start: 10, end: 14 });
+
+		expect(meta?.lineRange).toEqual({ end: 14, start: 10 });
 	});
 
 	it('returns null when args cannot be parsed', () => {
@@ -210,12 +310,12 @@ describe('parseGrepSearchMeta', () => {
 	it('returns null when path or pattern is missing', () => {
 		expect(
 			parseGrepSearchMeta(
-				makeSection({ toolName: BuiltInTool.GREP_SEARCH, toolArgs: '{"pattern":"foo"}' })
+				makeSection({ toolArgs: '{"pattern":"foo"}', toolName: BuiltInTool.GREP_SEARCH })
 			)
 		).toBeNull();
 		expect(
 			parseGrepSearchMeta(
-				makeSection({ toolName: BuiltInTool.GREP_SEARCH, toolArgs: '{"path":"/x"}' })
+				makeSection({ toolArgs: '{"path":"/x"}', toolName: BuiltInTool.GREP_SEARCH })
 			)
 		).toBeNull();
 	});
@@ -224,28 +324,30 @@ describe('parseGrepSearchMeta', () => {
 		const meta = parseGrepSearchMeta(
 			makeSection(
 				{
-					toolName: BuiltInTool.GREP_SEARCH,
 					toolArgs: '{"path":"/x","pattern":"foo"}',
+					toolName: BuiltInTool.GREP_SEARCH,
 					toolResult: JSON.stringify({ plain_text_response: 'a.ts:hello\nb.ts:world' })
 				},
 				BuiltInTool.GREP_SEARCH
 			)
 		);
+
 		expect(meta?.matches).toHaveLength(2);
-		expect(meta?.matches[0]).toEqual({ file: 'a.ts', content: 'hello' });
+		expect(meta?.matches[0]).toEqual({ content: 'hello', file: 'a.ts' });
 	});
 
 	it('falls back to raw-text parsing when result is not JSON', () => {
 		const meta = parseGrepSearchMeta(
 			makeSection(
 				{
-					toolName: BuiltInTool.GREP_SEARCH,
 					toolArgs: '{"path":"/x","pattern":"foo"}',
+					toolName: BuiltInTool.GREP_SEARCH,
 					toolResult: 'a.ts:hello\nb.ts:world'
 				},
 				BuiltInTool.GREP_SEARCH
 			)
 		);
+
 		expect(meta?.matches).toHaveLength(2);
 	});
 
@@ -253,14 +355,15 @@ describe('parseGrepSearchMeta', () => {
 		const meta = parseGrepSearchMeta(
 			makeSection(
 				{
-					toolName: BuiltInTool.GREP_SEARCH,
 					toolArgs: '{"path":"/x","pattern":"foo","return_line_numbers":true}',
+					toolName: BuiltInTool.GREP_SEARCH,
 					toolResult: 'a.ts:12:hello'
 				},
 				BuiltInTool.GREP_SEARCH
 			)
 		);
-		expect(meta?.matches[0]).toEqual({ file: 'a.ts', line: 12, content: 'hello' });
+
+		expect(meta?.matches[0]).toEqual({ content: 'hello', file: 'a.ts', line: 12 });
 		expect(meta?.showLineNumbers).toBe(true);
 	});
 });
@@ -270,13 +373,14 @@ describe('parseFileGlobSearchMeta', () => {
 		const meta = parseFileGlobSearchMeta(
 			makeSection(
 				{
-					toolName: BuiltInTool.FILE_GLOB_SEARCH,
 					toolArgs: '{"path":"/x"}',
+					toolName: BuiltInTool.FILE_GLOB_SEARCH,
 					toolResult: 'a.ts\nb.ts'
 				},
 				BuiltInTool.FILE_GLOB_SEARCH
 			)
 		);
+
 		expect(meta?.matches).toEqual(['a.ts', 'b.ts']);
 	});
 
@@ -284,13 +388,14 @@ describe('parseFileGlobSearchMeta', () => {
 		const meta = parseFileGlobSearchMeta(
 			makeSection(
 				{
-					toolName: BuiltInTool.FILE_GLOB_SEARCH,
 					toolArgs: '{"path":"/x"}',
+					toolName: BuiltInTool.FILE_GLOB_SEARCH,
 					toolResult: JSON.stringify({ plain_text_response: 'a.ts\nb.ts' })
 				},
 				BuiltInTool.FILE_GLOB_SEARCH
 			)
 		);
+
 		expect(meta?.matches).toEqual(['a.ts', 'b.ts']);
 	});
 
@@ -298,13 +403,14 @@ describe('parseFileGlobSearchMeta', () => {
 		const meta = parseFileGlobSearchMeta(
 			makeSection(
 				{
-					toolName: BuiltInTool.FILE_GLOB_SEARCH,
 					toolArgs: '{"path":"/x"}',
+					toolName: BuiltInTool.FILE_GLOB_SEARCH,
 					toolResult: JSON.stringify({ error: 'permission denied' })
 				},
 				BuiltInTool.FILE_GLOB_SEARCH
 			)
 		);
+
 		expect(meta?.errorMessage).toBe('permission denied');
 	});
 });
@@ -312,17 +418,18 @@ describe('parseFileGlobSearchMeta', () => {
 describe('parseRunJavascriptMeta', () => {
 	it('returns null when code is missing', () => {
 		expect(
-			parseRunJavascriptMeta(makeSection({ toolName: BuiltInTool.RUN_JAVASCRIPT, toolArgs: '{}' }))
+			parseRunJavascriptMeta(makeSection({ toolArgs: '{}', toolName: BuiltInTool.RUN_JAVASCRIPT }))
 		).toBeNull();
 	});
 
 	it('reads code and timeout', () => {
 		const meta = parseRunJavascriptMeta(
 			makeSection(
-				{ toolName: BuiltInTool.RUN_JAVASCRIPT, toolArgs: '{"code":"Math.PI","timeout_ms":5000}' },
+				{ toolArgs: '{"code":"Math.PI","timeout_ms":5000}', toolName: BuiltInTool.RUN_JAVASCRIPT },
 				BuiltInTool.RUN_JAVASCRIPT
 			)
 		);
+
 		expect(meta?.code).toBe('Math.PI');
 		expect(meta?.timeoutMs).toBe(5000);
 	});
@@ -331,13 +438,14 @@ describe('parseRunJavascriptMeta', () => {
 		const meta = parseRunJavascriptMeta(
 			makeSection(
 				{
-					toolName: BuiltInTool.RUN_JAVASCRIPT,
 					toolArgs: '{"code":"throw new Error()"}',
+					toolName: BuiltInTool.RUN_JAVASCRIPT,
 					toolResult: JSON.stringify({ error: 'undefined is not a function' })
 				},
 				BuiltInTool.RUN_JAVASCRIPT
 			)
 		);
+
 		expect(meta?.errorMessage).toBe('undefined is not a function');
 	});
 
@@ -348,13 +456,14 @@ describe('parseRunJavascriptMeta', () => {
 		const meta = parseRunJavascriptMeta(
 			makeSection(
 				{
-					toolName: BuiltInTool.RUN_JAVASCRIPT,
 					toolArgs: '{"code":"[1,2,3]"}',
+					toolName: BuiltInTool.RUN_JAVASCRIPT,
 					toolResult: '[1,2,3]'
 				},
 				BuiltInTool.RUN_JAVASCRIPT
 			)
 		);
+
 		expect(meta?.errorMessage).toBeUndefined();
 	});
 
@@ -362,13 +471,14 @@ describe('parseRunJavascriptMeta', () => {
 		const meta = parseRunJavascriptMeta(
 			makeSection(
 				{
-					toolName: BuiltInTool.RUN_JAVASCRIPT,
 					toolArgs: '{"code":"foo"}',
+					toolName: BuiltInTool.RUN_JAVASCRIPT,
 					toolResult: 'Error: undefined is not a function\n  at <anonymous>:1:1'
 				},
 				BuiltInTool.RUN_JAVASCRIPT
 			)
 		);
+
 		expect(meta?.errorMessage).toBe('undefined is not a function');
 	});
 });
@@ -377,10 +487,11 @@ describe('parseExecShellCommandMeta', () => {
 	it('reads command from the args', () => {
 		const meta = parseExecShellCommandMeta(
 			makeSection(
-				{ toolName: BuiltInTool.EXEC_SHELL_COMMAND, toolArgs: '{"command":"ls -la"}' },
+				{ toolArgs: '{"command":"ls -la"}', toolName: BuiltInTool.EXEC_SHELL_COMMAND },
 				BuiltInTool.EXEC_SHELL_COMMAND
 			)
 		);
+
 		expect(meta?.command).toBe('ls -la');
 	});
 
@@ -388,7 +499,7 @@ describe('parseExecShellCommandMeta', () => {
 		expect(
 			parseExecShellCommandMeta(
 				makeSection(
-					{ toolName: BuiltInTool.EXEC_SHELL_COMMAND, toolArgs: '{"cmd":"ls"}' },
+					{ toolArgs: '{"cmd":"ls"}', toolName: BuiltInTool.EXEC_SHELL_COMMAND },
 					BuiltInTool.EXEC_SHELL_COMMAND
 				)
 			)?.command
@@ -396,7 +507,7 @@ describe('parseExecShellCommandMeta', () => {
 		expect(
 			parseExecShellCommandMeta(
 				makeSection(
-					{ toolName: BuiltInTool.EXEC_SHELL_COMMAND, toolArgs: '{"shell_command":"ls"}' },
+					{ toolArgs: '{"shell_command":"ls"}', toolName: BuiltInTool.EXEC_SHELL_COMMAND },
 					BuiltInTool.EXEC_SHELL_COMMAND
 				)
 			)?.command
@@ -407,7 +518,7 @@ describe('parseExecShellCommandMeta', () => {
 		expect(
 			parseExecShellCommandMeta(
 				makeSection(
-					{ toolName: BuiltInTool.EXEC_SHELL_COMMAND, toolArgs: '{"cwd":"/x"}' },
+					{ toolArgs: '{"cwd":"/x"}', toolName: BuiltInTool.EXEC_SHELL_COMMAND },
 					BuiltInTool.EXEC_SHELL_COMMAND
 				)
 			)
diff --git a/tools/ui/tests/unit/uri-template.test.ts b/tools/ui/tests/unit/uri-template.test.ts
index 23645af3f..4b52c1a9c 100644
--- a/tools/ui/tests/unit/uri-template.test.ts
+++ b/tools/ui/tests/unit/uri-template.test.ts
@@ -1,20 +1,22 @@
-import { describe, it, expect } from 'vitest';
+import { URI_TEMPLATE_OPERATORS } from '../../src/lib/constants/uri-template';
 import {
-	extractTemplateVariables,
 	expandTemplate,
+	extractTemplateVariables,
 	isTemplateComplete,
 	normalizeResourceUri
 } from '../../src/lib/utils/uri-template';
-import { URI_TEMPLATE_OPERATORS } from '../../src/lib/constants/uri-template';
+import { describe, expect, it } from 'vitest';
 
 describe('extractTemplateVariables', () => {
 	it('extracts simple variables', () => {
 		const vars = extractTemplateVariables('file:///{path}');
+
 		expect(vars).toEqual([{ name: 'path', operator: '' }]);
 	});
 
 	it('extracts multiple variables', () => {
 		const vars = extractTemplateVariables('db://{schema}/{table}');
+
 		expect(vars).toEqual([
 			{ name: 'schema', operator: '' },
 			{ name: 'table', operator: '' }
@@ -23,11 +25,13 @@ describe('extractTemplateVariables', () => {
 
 	it('extracts variables with operators', () => {
 		const vars = extractTemplateVariables('http://example.com{+path}');
+
 		expect(vars).toEqual([{ name: 'path', operator: URI_TEMPLATE_OPERATORS.RESERVED }]);
 	});
 
 	it('extracts comma-separated variable lists', () => {
 		const vars = extractTemplateVariables('{x,y,z}');
+
 		expect(vars).toEqual([
 			{ name: 'x', operator: '' },
 			{ name: 'y', operator: '' },
@@ -37,31 +41,37 @@ describe('extractTemplateVariables', () => {
 
 	it('deduplicates variable names', () => {
 		const vars = extractTemplateVariables('{name}/{name}');
+
 		expect(vars).toEqual([{ name: 'name', operator: '' }]);
 	});
 
 	it('handles fragment expansion', () => {
 		const vars = extractTemplateVariables('http://example.com/page{#section}');
+
 		expect(vars).toEqual([{ name: 'section', operator: URI_TEMPLATE_OPERATORS.FRAGMENT }]);
 	});
 
 	it('handles path segment expansion', () => {
 		const vars = extractTemplateVariables('http://example.com{/path}');
+
 		expect(vars).toEqual([{ name: 'path', operator: URI_TEMPLATE_OPERATORS.PATH_SEGMENT }]);
 	});
 
 	it('returns empty array for template without variables', () => {
 		const vars = extractTemplateVariables('http://example.com/static');
+
 		expect(vars).toEqual([]);
 	});
 
 	it('strips explode modifier', () => {
 		const vars = extractTemplateVariables('{list*}');
+
 		expect(vars).toEqual([{ name: 'list', operator: '' }]);
 	});
 
 	it('strips prefix modifier', () => {
 		const vars = extractTemplateVariables('{value:5}');
+
 		expect(vars).toEqual([{ name: 'value', operator: '' }]);
 	});
 });
@@ -69,11 +79,13 @@ describe('extractTemplateVariables', () => {
 describe('expandTemplate', () => {
 	it('expands simple variable', () => {
 		const result = expandTemplate('file:///{path}', { path: 'src/main.rs' });
+
 		expect(result).toBe('file:///src%2Fmain.rs');
 	});
 
 	it('expands reserved variable (no encoding)', () => {
 		const result = expandTemplate('file:///{+path}', { path: 'src/main.rs' });
+
 		expect(result).toBe('file:///src/main.rs');
 	});
 
@@ -82,11 +94,13 @@ describe('expandTemplate', () => {
 			schema: 'public',
 			table: 'users'
 		});
+
 		expect(result).toBe('db://public/users');
 	});
 
 	it('leaves empty for missing variables', () => {
 		const result = expandTemplate('{missing}', {});
+
 		expect(result).toBe('');
 	});
 
@@ -94,16 +108,19 @@ describe('expandTemplate', () => {
 		const result = expandTemplate('http://example.com/page{#section}', {
 			section: 'intro'
 		});
+
 		expect(result).toBe('http://example.com/page#intro');
 	});
 
 	it('expands path segments', () => {
 		const result = expandTemplate('http://example.com{/path}', { path: 'docs' });
+
 		expect(result).toBe('http://example.com/docs');
 	});
 
 	it('expands query parameters', () => {
 		const result = expandTemplate('http://example.com{?q}', { q: 'search term' });
+
 		expect(result).toBe('http://example.com?q=search%20term');
 	});
 
@@ -112,11 +129,13 @@ describe('expandTemplate', () => {
 			q: 'search term',
 			sort: 'descending'
 		});
+
 		expect(result).toBe('http://example.com?q=search%20term&sort=descending');
 	});
 
 	it('keeps static parts unchanged', () => {
 		const result = expandTemplate('http://example.com/static', {});
+
 		expect(result).toBe('http://example.com/static');
 	});
 });
diff --git a/tools/ui/tests/unit/working-directory.test.ts b/tools/ui/tests/unit/working-directory.test.ts
new file mode 100644
index 000000000..35b15c5c5
--- /dev/null
+++ b/tools/ui/tests/unit/working-directory.test.ts
@@ -0,0 +1,173 @@
+import { GLOB_WILDCARD, PATH_NAV_MAX_DEPTH } from '$lib/constants';
+import {
+	buildCaseInsensitiveGlob,
+	buildGlobSearchArgs,
+	highlightMatch,
+	joinPath,
+	rankEntries,
+	splitPathQuery
+} from '$lib/utils';
+import { describe, expect, it } from 'vitest';
+
+describe('splitPathQuery', () => {
+	it('treats a plain query as a home-relative glob (not navigation)', () => {
+		expect(splitPathQuery('docs')).toBeNull();
+	});
+
+	it('navigates the root for `/`', () => {
+		expect(splitPathQuery('/')).toEqual({ last: '', parent: '/' });
+	});
+
+	it('navigates home for `~`', () => {
+		expect(splitPathQuery('~')).toEqual({ last: '', parent: '~' });
+	});
+
+	it('splits an absolute path into parent and last segment', () => {
+		expect(splitPathQuery('/Users/al/proj')).toEqual({ last: 'proj', parent: '/Users/al' });
+	});
+
+	it('navigates a Windows drive path written with backslashes', () => {
+		expect(splitPathQuery('C:\\repos\\llama.cpp')).toEqual({
+			last: 'llama.cpp',
+			parent: 'C:/repos'
+		});
+	});
+
+	it('navigates a Windows drive path written with forward slashes', () => {
+		expect(splitPathQuery('D:/repos')).toEqual({ last: 'repos', parent: 'D:/' });
+	});
+
+	it('treats a bare drive as its root', () => {
+		expect(splitPathQuery('D:')).toEqual({ last: '', parent: 'D:/' });
+		expect(splitPathQuery('D:\\')).toEqual({ last: '', parent: 'D:/' });
+	});
+
+	it('navigates a UNC share', () => {
+		expect(splitPathQuery('\\\\host\\share\\proj')).toEqual({
+			last: 'proj',
+			parent: '//host/share/'
+		});
+	});
+
+	it('keeps a backslash as a POSIX filename character', () => {
+		expect(splitPathQuery('/tmp/a\\b')).toEqual({ last: 'a\\b', parent: '/tmp' });
+	});
+
+	it('splits a home-relative path into parent and last segment', () => {
+		expect(splitPathQuery('~/Documents')).toEqual({ last: 'Documents', parent: '~' });
+	});
+
+	it('strips trailing slashes before splitting', () => {
+		expect(splitPathQuery('/Users/al/')).toEqual({ last: 'al', parent: '/Users' });
+	});
+
+	it('handles a single-segment absolute path', () => {
+		expect(splitPathQuery('/opt')).toEqual({ last: 'opt', parent: '/' });
+	});
+});
+
+describe('buildCaseInsensitiveGlob', () => {
+	it('wraps letters in case-insensitive character classes', () => {
+		expect(buildCaseInsensitiveGlob('ab')).toBe('*[aA][bB]*');
+	});
+
+	it('escapes glob metacharacters into literal fragments', () => {
+		expect(buildCaseInsensitiveGlob('a*b')).toBe('*[aA][*][bB]*');
+	});
+});
+
+describe('rankEntries', () => {
+	const entries = [
+		{ path: '/h/README', type: 'dir' },
+		{ path: '/h/read', type: 'dir' },
+		{ path: '/h/readme.txt', type: 'dir' }
+	];
+
+	it('ranks exact basename match first', () => {
+		const ranked = rankEntries(entries, 'read');
+
+		expect(ranked[0].path).toBe('/h/read');
+	});
+
+	it('breaks ties by shorter path, then alphabetically', () => {
+		const ranked = rankEntries(entries, 'read');
+
+		expect(ranked[ranked.length - 1].path).toBe('/h/readme.txt');
+	});
+
+	it('does not mutate the input', () => {
+		const snapshot = [...entries];
+
+		rankEntries(entries, 'read');
+		expect(entries).toEqual(snapshot);
+	});
+});
+
+describe('joinPath', () => {
+	it('joins base and relative avoiding a double slash', () => {
+		expect(joinPath('/home/al/', 'docs')).toBe('/home/al/docs');
+	});
+
+	it('returns the relative path when base is empty', () => {
+		expect(joinPath('', 'docs')).toBe('docs');
+	});
+});
+
+describe('highlightMatch', () => {
+	it('returns a single non-matching segment when query is empty', () => {
+		expect(highlightMatch('abc', '')).toEqual([{ match: false, text: 'abc' }]);
+	});
+
+	it('marks every case-insensitive occurrence of the query', () => {
+		expect(highlightMatch('aXa', 'ax')).toEqual([
+			{ match: true, text: 'aX' },
+			{ match: false, text: 'a' }
+		]);
+	});
+
+	it('returns non-matching text when the query is absent', () => {
+		expect(highlightMatch('abc', 'z')).toEqual([{ match: false, text: 'abc' }]);
+	});
+});
+
+describe('buildGlobSearchArgs', () => {
+	const DEPTH = 6;
+
+	it('glob-matches home-relative within the scope path', () => {
+		const args = buildGlobSearchArgs('docs', '/home', DEPTH);
+
+		expect(args.path).toBe('/home');
+		expect(args.include).toBe(buildCaseInsensitiveGlob('docs'));
+		expect(args.maxDepth).toBe(DEPTH);
+		expect(args.rankQuery).toBe('docs');
+		expect(args.last).toBeUndefined();
+	});
+
+	it('navigates home for a `~` path query', () => {
+		const args = buildGlobSearchArgs('~/proj', '/home', DEPTH);
+
+		expect(args.path).toBe('~');
+		expect(args.include).toBe(buildCaseInsensitiveGlob('proj'));
+		expect(args.maxDepth).toBe(PATH_NAV_MAX_DEPTH);
+		expect(args.rankQuery).toBe('proj');
+		expect(args.last).toBe('proj');
+	});
+
+	it('lists the scope root when a path query has no last segment', () => {
+		const args = buildGlobSearchArgs('~/', '/home', DEPTH);
+
+		expect(args.path).toBe('~');
+		expect(args.include).toBe(GLOB_WILDCARD);
+		expect(args.maxDepth).toBe(PATH_NAV_MAX_DEPTH);
+	});
+
+	it('navigates an absolute path under its root', () => {
+		const args = buildGlobSearchArgs('/usr/local/bin', '/home', DEPTH);
+
+		expect(args.path).toBe('/usr/local');
+		expect(args.include).toBe(buildCaseInsensitiveGlob('bin'));
+		expect(args.maxDepth).toBe(PATH_NAV_MAX_DEPTH);
+		expect(args.rankQuery).toBe('bin');
+		expect(args.last).toBe('bin');
+	});
+});
diff --git a/tools/ui/vite.config.ts b/tools/ui/vite.config.ts
index 4c1e9724a..8f80d8ec0 100644
--- a/tools/ui/vite.config.ts
+++ b/tools/ui/vite.config.ts
@@ -1,40 +1,31 @@
-import tailwindcss from '@tailwindcss/vite';
+import { buildInfoPlugin } from './scripts/vite-plugin-build-info';
+import { nerdamerPlugin } from './scripts/vite-plugin-nerdamer';
+import { relativizeBasePlugin } from './scripts/vite-plugin-relativize-base';
+import { splashScreenPlugin } from './scripts/vite-plugin-splash-screen';
+import { SVELTEKIT_PWA_OPTIONS } from './src/lib/constants/pwa';
+import { storybookTest } from '@storybook/addon-vitest/vitest-plugin';
 import { sveltekit } from '@sveltejs/kit/vite';
+import tailwindcss from '@tailwindcss/vite';
 import { SvelteKitPWA } from '@vite-pwa/sveltekit';
+import { playwright } from '@vitest/browser-playwright';
 import { dirname, resolve } from 'path';
 import { fileURLToPath } from 'url';
-
 import { defineConfig, searchForWorkspaceRoot } from 'vite';
-import { storybookTest } from '@storybook/addon-vitest/vitest-plugin';
-import { splashScreenPlugin } from './scripts/vite-plugin-splash-screen';
-import { buildInfoPlugin } from './scripts/vite-plugin-build-info';
-import { relativizeBasePlugin } from './scripts/vite-plugin-relativize-base';
-import { nerdamerPlugin } from './scripts/vite-plugin-nerdamer';
-import { playwright } from '@vitest/browser-playwright';
-import { SVELTEKIT_PWA_OPTIONS } from './src/lib/constants/pwa';
 
 const __dirname = dirname(fileURLToPath(import.meta.url));
-
 const SERVER_ORIGIN = import.meta.env?.VITE_PUBLIC_SERVER_ORIGIN || 'http://localhost:8080';
-
 // eslint-disable-next-line @typescript-eslint/no-explicit-any
 const browserBaseConfig: any = {
 	enabled: true,
+	instances: [{ browser: 'chromium' }],
 	provider: playwright({
 		launchOptions: {
 			args: ['--no-sandbox']
 		}
-	}),
-	instances: [{ browser: 'chromium' }]
+	})
 };
 
 export default defineConfig({
-	resolve: {
-		alias: {
-			'katex-fonts': resolve('node_modules/katex/dist/fonts')
-		}
-	},
-
 	build: {
 		assetsInlineLimit: 32000,
 		chunkSizeWarningLimit: 3072,
@@ -51,14 +42,38 @@ export default defineConfig({
 		relativizeBasePlugin()
 	],
 
+	resolve: {
+		alias: {
+			'katex-fonts': resolve('node_modules/katex/dist/fonts')
+		}
+	},
+
+	server: {
+		fs: {
+			allow: [searchForWorkspaceRoot(process.cwd()), resolve(__dirname, 'tests')]
+		},
+		headers: {
+			'Cross-Origin-Embedder-Policy': 'require-corp',
+			'Cross-Origin-Opener-Policy': 'same-origin'
+		},
+		proxy: {
+			'/cors-proxy': SERVER_ORIGIN,
+			'/models': SERVER_ORIGIN,
+			'/props': SERVER_ORIGIN,
+			'/slots': SERVER_ORIGIN,
+			'/tools': SERVER_ORIGIN,
+			'/v1': SERVER_ORIGIN
+		}
+	},
+
 	test: {
 		projects: [
 			{
 				extends: './vite.config.ts',
 				test: {
-					name: 'client',
 					browser: browserBaseConfig,
 					include: ['tests/client/**/*.svelte.{test,spec}.{js,ts}'],
+					name: 'client',
 					setupFiles: ['./vitest-setup-client.ts']
 				}
 			},
@@ -66,43 +81,24 @@ export default defineConfig({
 			{
 				extends: './vite.config.ts',
 				test: {
-					name: 'unit',
 					environment: 'node',
-					include: ['tests/unit/**/*.{test,spec}.{js,ts}']
+					include: ['tests/unit/**/*.{test,spec}.{js,ts}'],
+					name: 'unit'
 				}
 			},
 
 			{
 				extends: './vite.config.ts',
-				test: {
-					name: 'ui',
-					browser: { ...browserBaseConfig, instances: [{ browser: 'chromium', headless: true }] },
-					setupFiles: ['./.storybook/vitest.setup.ts']
-				},
 				plugins: [
 					storybookTest({
 						storybookScript: 'pnpm run storybook --no-open'
 					})
-				]
+				],
+				test: {
+					browser: { ...browserBaseConfig, instances: [{ browser: 'chromium', headless: true }] },
+					name: 'ui'
+				}
 			}
 		]
-	},
-
-	server: {
-		proxy: {
-			'/v1': SERVER_ORIGIN,
-			'/props': SERVER_ORIGIN,
-			'/models': SERVER_ORIGIN,
-			'/tools': SERVER_ORIGIN,
-			'/slots': SERVER_ORIGIN,
-			'/cors-proxy': SERVER_ORIGIN
-		},
-		headers: {
-			'Cross-Origin-Embedder-Policy': 'require-corp',
-			'Cross-Origin-Opener-Policy': 'same-origin'
-		},
-		fs: {
-			allow: [searchForWorkspaceRoot(process.cwd()), resolve(__dirname, 'tests')]
-		}
 	}
 });
diff --git a/tools/ui/vitest-setup-client.ts b/tools/ui/vitest-setup-client.ts
index e76b8df8b..06d275c25 100644
--- a/tools/ui/vitest-setup-client.ts
+++ b/tools/ui/vitest-setup-client.ts
@@ -21,12 +21,12 @@ beforeEach(() => {
 			if (url.includes('/server')) {
 				return new Response(
 					JSON.stringify({
-						mode: 'router',
-						version: 'test',
+						git_branch: 'test',
 						git_commit: 'test',
-						git_branch: 'test'
+						mode: 'router',
+						version: 'test'
 					}),
-					{ status: 200, headers: { 'Content-Type': 'application/json' } }
+					{ headers: { 'Content-Type': 'application/json' }, status: 200 }
 				);
 			}
 
@@ -34,28 +34,28 @@ beforeEach(() => {
 			if (/\/v1\/models|\/models\b/.test(url)) {
 				return new Response(
 					JSON.stringify({
-						object: 'list',
 						data: [
 							{
+								created: 0,
 								id: 'test-model.gguf',
+								in_cache: false,
+								meta: {},
 								object: 'model',
 								owned_by: 'llamacpp',
-								created: 0,
-								in_cache: false,
 								path: 'models/test-model.gguf',
-								status: { value: 'unloaded' },
-								meta: {}
+								status: { value: 'unloaded' }
 							}
 						],
 						models: [
 							{
+								details: {},
 								model: 'test-model.gguf',
-								name: 'Test Model',
-								details: {}
+								name: 'Test Model'
 							}
-						]
+						],
+						object: 'list'
 					}),
-					{ status: 200, headers: { 'Content-Type': 'application/json' } }
+					{ headers: { 'Content-Type': 'application/json' }, status: 200 }
 				);
 			}
 
@@ -65,15 +65,15 @@ beforeEach(() => {
 					JSON.stringify({
 						default_generation_settings: { n_ctx: 2048 }
 					}),
-					{ status: 200, headers: { 'Content-Type': 'application/json' } }
+					{ headers: { 'Content-Type': 'application/json' }, status: 200 }
 				);
 			}
 
 			// Mock /tools endpoint (used for built-in tools list)
 			if (url.includes('/tools')) {
 				return new Response(JSON.stringify([]), {
-					status: 200,
-					headers: { 'Content-Type': 'application/json' }
+					headers: { 'Content-Type': 'application/json' },
+					status: 200
 				});
 			}
 
diff --git a/vendor/cpp-httplib/CMakeLists.txt b/vendor/cpp-httplib/CMakeLists.txt
index bf674583f..49c419094 100644
--- a/vendor/cpp-httplib/CMakeLists.txt
+++ b/vendor/cpp-httplib/CMakeLists.txt
@@ -41,7 +41,7 @@ if (LLAMA_BUILD_BORINGSSL)
     set(FIPS OFF CACHE BOOL "Enable FIPS (BoringSSL)")
 
     set(BORINGSSL_GIT "https://boringssl.googlesource.com/boringssl" CACHE STRING "BoringSSL git repository")
-    set(BORINGSSL_VERSION "0.20260730.0" CACHE STRING "BoringSSL version")
+    set(BORINGSSL_VERSION "0.20260803.0" CACHE STRING "BoringSSL version")
 
     message(STATUS "Fetching BoringSSL version ${BORINGSSL_VERSION}")
 
diff --git a/vendor/cpp-httplib/httplib.cpp b/vendor/cpp-httplib/httplib.cpp
index 155179638..3b687ff4f 100644
--- a/vendor/cpp-httplib/httplib.cpp
+++ b/vendor/cpp-httplib/httplib.cpp
@@ -385,8 +385,7 @@ void set_verify_client(ctx_t ctx, bool require);
 // Session management
 session_t create_session(ctx_t ctx, socket_t sock);
 void free_session(session_t session);
-bool set_sni(session_t session, const char *hostname);
-bool set_hostname(session_t session, const char *hostname);
+bool set_sni(session_t session, const char *hostname, bool verify_hostname);
 
 // Handshake (non-blocking capable)
 TlsError connect(session_t session);
@@ -1412,6 +1411,46 @@ bool stream_line_reader::getline() {
 #endif
 
   for (size_t i = 0;; i++) {
+    // Fast path: whatever the stream has already buffered can be scanned for
+    // the terminator in one pass. Asking for a byte at a time costs a virtual
+    // call, a bounds check and a one-byte copy per character of the request.
+    size_t buffered_size = 0;
+    if (auto buffered = strm_.buffered_data(buffered_size)) {
+      auto take = buffered_size;
+      auto terminated = false;
+
+      for (size_t at = 0; at < buffered_size;) {
+        auto nl = static_cast<const char *>(
+            memchr(buffered + at, '\n', buffered_size - at));
+        if (!nl) { break; }
+        auto pos = static_cast<size_t>(nl - buffered);
+#ifdef CPPHTTPLIB_ALLOW_LF_AS_LINE_TERMINATOR
+        take = pos + 1;
+        terminated = true;
+        break;
+#else
+        // A bare LF does not end the line; keep looking for CRLF. The CR may
+        // be the last byte of an earlier chunk, hence prev_byte.
+        if ((pos > 0 ? buffered[pos - 1] : prev_byte) == '\r') {
+          take = pos + 1;
+          terminated = true;
+          break;
+        }
+        at = pos + 1;
+#endif
+      }
+
+      if (size() + take > CPPHTTPLIB_MAX_LINE_LENGTH) { return false; }
+#ifndef CPPHTTPLIB_ALLOW_LF_AS_LINE_TERMINATOR
+      prev_byte = buffered[take - 1];
+#endif
+      append(buffered, take);
+      strm_.consume_buffered(take);
+      i += take;
+      if (terminated) { return true; }
+      continue;
+    }
+
     if (size() >= CPPHTTPLIB_MAX_LINE_LENGTH) {
       // Treat exceptionally long lines as an error to
       // prevent infinite loops/memory exhaustion
@@ -1443,16 +1482,26 @@ bool stream_line_reader::getline() {
   return true;
 }
 
-void stream_line_reader::append(char c) {
-  if (fixed_buffer_used_size_ < fixed_buffer_size_ - 1) {
-    fixed_buffer_[fixed_buffer_used_size_++] = c;
+void stream_line_reader::append(char c) { append(&c, 1); }
+
+void stream_line_reader::append(const char *data, size_t size) {
+  // Once the line has outgrown the fixed buffer everything must keep going to
+  // the growable one, even if a later chunk would have fit. Without the
+  // emptiness check a short append after a long one would land in the fixed
+  // buffer, which ptr() and size() no longer look at, and be lost.
+  if (growable_buffer_.empty() &&
+      fixed_buffer_used_size_ + size < fixed_buffer_size_) {
+    memcpy(fixed_buffer_ + fixed_buffer_used_size_, data, size);
+    fixed_buffer_used_size_ += size;
     fixed_buffer_[fixed_buffer_used_size_] = '\0';
   } else {
+    // Unlike the per-character overload, this can be the very first append of
+    // the line, so the fixed buffer may hold nothing and carry no terminator
+    // yet. assign() takes an explicit length and does not need one.
     if (growable_buffer_.empty()) {
-      assert(fixed_buffer_[fixed_buffer_used_size_] == '\0');
       growable_buffer_.assign(fixed_buffer_, fixed_buffer_used_size_);
     }
-    growable_buffer_ += c;
+    growable_buffer_.append(data, size);
   }
 }
 
@@ -1525,6 +1574,14 @@ bool mmap::open(const char *path) {
     is_open_empty_file = true;
     return false;
   }
+
+  if (addr_ == MAP_FAILED) {
+    // Clear the sentinel before `close()`, since `is_open()` only checks
+    // `addr_` against nullptr and `munmap()` must not be called with it.
+    addr_ = nullptr;
+    close();
+    return false;
+  }
 #endif
 
   return true;
@@ -1702,8 +1759,17 @@ public:
   socket_t socket() const override;
   time_t duration() const override;
   void set_read_timeout(time_t sec, time_t usec = 0) override;
+  const char *buffered_data(size_t &size) const override;
+  void consume_buffered(size_t size) override;
+
+  // The caller has just seen this socket become readable. Lets the next read
+  // skip its own readiness wait, which would otherwise ask the kernel a
+  // question that was answered a moment ago. Consumed by that read.
+  void set_readable_hint() { readable_hint_ = true; }
 
 private:
+  bool ensure_readable();
+
   socket_t sock_;
   time_t read_timeout_sec_;
   time_t read_timeout_usec_;
@@ -1715,6 +1781,7 @@ private:
   std::vector<char> read_buff_;
   size_t read_buff_off_ = 0;
   size_t read_buff_content_size_ = 0;
+  bool readable_hint_ = false;
 
   static const size_t read_buff_size_ = 1024l * 4;
 };
@@ -1782,6 +1849,9 @@ process_server_socket(const std::atomic<socket_t> &svr_sock, socket_t sock,
       [&](bool close_connection, bool &connection_closed) {
         SocketStream strm(sock, read_timeout_sec, read_timeout_usec,
                           write_timeout_sec, write_timeout_usec);
+        // process_server_socket_core() only gets here once keep_alive() has
+        // seen the socket go readable.
+        strm.set_readable_hint();
         return callback(strm, close_connection, connection_closed);
       });
 }
@@ -1806,6 +1876,39 @@ int shutdown_socket(socket_t sock) noexcept {
 #endif
 }
 
+// Half-closes the write side and drains any in-flight/queued bytes before
+// the final shutdown+close. Closing with unread data in the receive queue
+// (or bytes arriving after the receive side is closed) makes the stack send
+// an abortive RST instead of a graceful FIN, which can make the peer see the
+// response as a failed read even though it was fully written.
+void drain_and_close_socket(socket_t sock) noexcept {
+#ifdef _WIN32
+  shutdown(sock, SD_SEND);
+#else
+  shutdown(sock, SHUT_WR);
+#endif
+
+  char buf[CPPHTTPLIB_RECV_BUFSIZ];
+  size_t total = 0;
+  const auto deadline = std::chrono::steady_clock::now() +
+                        std::chrono::milliseconds(100); // bound #1
+
+  while (total < size_t(1024u * 1024u)) { // bound #2
+    const auto remaining =
+        std::chrono::duration_cast<std::chrono::microseconds>(
+            deadline - std::chrono::steady_clock::now())
+            .count();
+    if (remaining <= 0) { break; }
+    if (select_read(sock, 0, static_cast<time_t>(remaining)) <= 0) { break; }
+    const auto n = read_socket(sock, buf, sizeof(buf), CPPHTTPLIB_RECV_FLAGS);
+    if (n <= 0) { break; }
+    total += static_cast<size_t>(n);
+  }
+
+  shutdown_socket(sock);
+  close_socket(sock);
+}
+
 std::string escape_abstract_namespace_unix_domain(const std::string &s) {
   if (s.size() > 1 && s[0] == '\0') {
     auto ret = s;
@@ -3071,19 +3174,49 @@ bool zstd_decompressor::decompress(const char *data, size_t data_length,
 }
 #endif
 
+bool contains_case_ignore(const std::string &s, const char *token) {
+  auto token_end = token + std::strlen(token);
+  return std::search(s.begin(), s.end(), token, token_end, [](char a, char b) {
+           return case_ignore::to_lower(a) == case_ignore::to_lower(b);
+         }) != s.end();
+}
+
+// Content codings are case-insensitive (RFC 9110 8.4.1). Matching them
+// case-sensitively would make a response labeled e.g. "GZIP" look like an
+// unknown coding, and its payload would be handed back still compressed.
+bool is_zlib_encoding(const std::string &encoding) {
+  return case_ignore::equal(encoding, "gzip") ||
+         case_ignore::equal(encoding, "deflate");
+}
+
+bool is_brotli_encoding(const std::string &encoding) {
+  return contains_case_ignore(encoding, "br");
+}
+
+bool is_zstd_encoding(const std::string &encoding) {
+  return contains_case_ignore(encoding, "zstd");
+}
+
+// Returns true if the content coding is one cpp-httplib is able to decompress
+// when the corresponding support is compiled in.
+bool is_known_content_encoding(const std::string &encoding) {
+  return is_zlib_encoding(encoding) || is_brotli_encoding(encoding) ||
+         is_zstd_encoding(encoding);
+}
+
 std::unique_ptr<decompressor>
 create_decompressor(const std::string &encoding) {
   std::unique_ptr<decompressor> decompressor;
 
-  if (encoding == "gzip" || encoding == "deflate") {
+  if (is_zlib_encoding(encoding)) {
 #ifdef CPPHTTPLIB_ZLIB_SUPPORT
     decompressor = detail::make_unique<gzip_decompressor>();
 #endif
-  } else if (encoding.find("br") != std::string::npos) {
+  } else if (is_brotli_encoding(encoding)) {
 #ifdef CPPHTTPLIB_BROTLI_SUPPORT
     decompressor = detail::make_unique<brotli_decompressor>();
 #endif
-  } else if (encoding == "zstd" || encoding.find("zstd") != std::string::npos) {
+  } else if (is_zstd_encoding(encoding)) {
 #ifdef CPPHTTPLIB_ZSTD_SUPPORT
     decompressor = detail::make_unique<zstd_decompressor>();
 #endif
@@ -3145,8 +3278,7 @@ const char *get_header_value(const Headers &headers,
 
 size_t get_header_value_count(const Headers &headers,
                                      const std::string &key) {
-  auto r = headers.equal_range(key);
-  return static_cast<size_t>(std::distance(r.first, r.second));
+  return headers.count(key);
 }
 
 template <typename Map>
@@ -3220,42 +3352,94 @@ bool read_headers(Stream &strm, Headers &headers) {
   return true;
 }
 
+bool parse_status_line(const char *line, std::string &version,
+                              int &status, std::string &reason) {
+#ifdef CPPHTTPLIB_ALLOW_LF_AS_LINE_TERMINATOR
+  thread_local const std::regex re("(HTTP/1\\.[01]) (\\d{3})(?: (.*?))?\r?\n");
+#else
+  thread_local const std::regex re("(HTTP/1\\.[01]) (\\d{3})(?: (.*?))?\r\n");
+#endif
+
+  std::cmatch m;
+  if (!std::regex_match(line, m, re)) { return false; }
+  version = std::string(m[1]);
+  status = std::stoi(std::string(m[2]));
+  reason = std::string(m[3]);
+  return true;
+}
+
+// Everything WebSocketClient::connect() reports about the upgrade exchange.
+// status stays -1 until a status line is parsed, mirroring stream::Result.
+struct WebSocketUpgradeResponse {
+  Error error = Error::Success;
+  int status = -1;
+  Headers headers;
+  std::string selected_subprotocol;
+};
+
 bool read_websocket_upgrade_response(Stream &strm,
                                             const std::string &expected_accept,
-                                            std::string &selected_subprotocol) {
+                                            WebSocketUpgradeResponse &upgrade) {
   // Read status line
   const auto bufsiz = 2048;
   char buf[bufsiz];
   stream_line_reader line_reader(strm, buf, bufsiz);
-  if (!line_reader.getline()) { return false; }
+  if (!line_reader.getline()) {
+    upgrade.error = Error::Read;
+    return false;
+  }
+
+  std::string version;
+  std::string reason;
+  if (!parse_status_line(line_reader.ptr(), version, upgrade.status, reason)) {
+    upgrade.error = Error::WebSocketHandshake;
+    return false;
+  }
+
+  // Read the headers even for a rejection so the caller can see why the
+  // server refused the upgrade. A non-101 response may carry a body; it is
+  // deliberately left unread since the caller closes the socket right away.
+  if (!read_headers(strm, upgrade.headers)) {
+    upgrade.error = Error::Read;
+    return false;
+  }
 
-  // Check for "HTTP/1.1 101"
-  auto line = std::string(line_reader.ptr(), line_reader.size());
-  if (line.find("HTTP/1.1 101") == std::string::npos) { return false; }
+  const auto &headers = upgrade.headers;
 
-  // Parse headers using existing read_headers
-  Headers headers;
-  if (!read_headers(strm, headers)) { return false; }
+  if (upgrade.status != StatusCode::SwitchingProtocol_101) {
+    upgrade.error = Error::WebSocketHandshake;
+    return false;
+  }
 
   // Verify Upgrade: websocket (case-insensitive)
   auto upgrade_it = headers.find("Upgrade");
-  if (upgrade_it == headers.end()) { return false; }
-  auto upgrade_val = case_ignore::to_lower(upgrade_it->second);
-  if (upgrade_val != "websocket") { return false; }
+  if (upgrade_it == headers.end() ||
+      case_ignore::to_lower(upgrade_it->second) != "websocket") {
+    upgrade.error = Error::WebSocketHandshake;
+    return false;
+  }
 
   // Verify Connection header contains "Upgrade" (case-insensitive)
   auto connection_it = headers.find("Connection");
-  if (connection_it == headers.end()) { return false; }
-  auto connection_val = case_ignore::to_lower(connection_it->second);
-  if (connection_val.find("upgrade") == std::string::npos) { return false; }
+  if (connection_it == headers.end() ||
+      case_ignore::to_lower(connection_it->second).find("upgrade") ==
+          std::string::npos) {
+    upgrade.error = Error::WebSocketHandshake;
+    return false;
+  }
 
   // Verify Sec-WebSocket-Accept header value
   auto it = headers.find("Sec-WebSocket-Accept");
-  if (it == headers.end() || it->second != expected_accept) { return false; }
+  if (it == headers.end() || it->second != expected_accept) {
+    upgrade.error = Error::WebSocketHandshake;
+    return false;
+  }
 
   // Extract negotiated subprotocol
   auto proto_it = headers.find("Sec-WebSocket-Protocol");
-  if (proto_it != headers.end()) { selected_subprotocol = proto_it->second; }
+  if (proto_it != headers.end()) {
+    upgrade.selected_subprotocol = proto_it->second;
+  }
 
   return true;
 }
@@ -3370,44 +3554,33 @@ ReadContentResult read_content_chunked(Stream &strm, T &x,
 bool is_chunked_transfer_encoding(const Headers &headers) {
   // RFC 9112 6.1: a message is framed with the chunked coding when "chunked"
   // is the final transfer coding. A single field value may list several
-  // codings ("gzip, chunked"), and the list may be split across multiple
-  // Transfer-Encoding header lines (RFC 9110 5.3). Match the last coding token
-  // case-insensitively rather than comparing the whole value against "chunked".
+  // codings ("gzip, chunked"), and RFC 9110 5.3 lets that list be split across
+  // several Transfer-Encoding lines, which combine into one comma-separated
+  // list in the order the lines were received. Headers preserves that order,
+  // so the final coding is the last token of the last line. Match it
+  // case-insensitively rather than comparing the whole value against
+  // "chunked".
   //
   // Security: reading a chunked message as unframed leaves its body in the
   // socket, where a keep-alive connection parses it as a smuggled request.
-  // Headers is an unordered_multimap whose iteration order for duplicate keys
-  // is not portable, so when there is more than one Transfer-Encoding line we
-  // cannot tell which coding is truly final. In that ambiguous case we fail
-  // safe by treating the message as chunked (a mis-parse just closes the
-  // connection, whereas the opposite error enables smuggling).
+  // Server::process_request() answers 400 and closes when the final coding is
+  // not chunked, so a request whose framing cannot be determined never
+  // reaches the "no body" path.
   auto rng = headers.equal_range("Transfer-Encoding");
+  if (rng.first == rng.second) { return false; }
 
-  size_t line_count = 0;
-  bool chunked_present = false;
-  bool last_line_ends_with_chunked = false;
+  // Cleared per line, so a trailing line carrying no coding at all leaves the
+  // combined list ending in nothing rather than inheriting the line before it.
+  std::string last_coding;
 
   for (auto it = rng.first; it != rng.second; ++it) {
-    line_count++;
     const auto &value = it->second;
-
-    std::string last_coding;
-    bool line_has_chunked = false;
+    last_coding.clear();
     split(value.data(), value.data() + value.size(), ',',
-          [&](const char *b, const char *e) {
-            last_coding.assign(b, e);
-            if (case_ignore::equal(last_coding, "chunked")) {
-              line_has_chunked = true;
-            }
-          });
-
-    if (line_has_chunked) { chunked_present = true; }
-    last_line_ends_with_chunked = case_ignore::equal(last_coding, "chunked");
+          [&](const char *b, const char *e) { last_coding.assign(b, e); });
   }
 
-  if (line_count == 0) { return false; }
-  if (line_count == 1) { return last_line_ends_with_chunked; }
-  return chunked_present;
+  return case_ignore::equal(last_coding, "chunked");
 }
 
 template <typename T, typename U>
@@ -3420,9 +3593,12 @@ bool prepare_content_receiver(T &x, int &status,
     std::unique_ptr<decompressor> decompressor;
 
     if (!encoding.empty()) {
+      // A coding we know about but were not built with is an error. An
+      // unrecognized coding (including "identity") is left alone and the
+      // payload is passed through as-is, since some servers misuse the header,
+      // e.g. by sending a character set such as "Content-Encoding: UTF-8".
       decompressor = detail::create_decompressor(encoding);
-      if (!decompressor) {
-        // Unsupported encoding or no support compiled in
+      if (!decompressor && detail::is_known_content_encoding(encoding)) {
         status = StatusCode::UnsupportedMediaType_415;
         return false;
       }
@@ -3845,6 +4021,19 @@ std::string params_to_query_str(const Params &params) {
   return query;
 }
 
+// Splits one "key=value" span of a query string at its first '='. A span with
+// no '=' at all lands entirely in key, leaving val empty, which is how a bare
+// "?flag" keeps its name.
+void divide_query_pair(const char *b, const char *e, std::string &key,
+                              std::string &val) {
+  divide(b, static_cast<std::size_t>(e - b), '=',
+         [&](const char *lhs_data, std::size_t lhs_size, const char *rhs_data,
+             std::size_t rhs_size) {
+           key.assign(lhs_data, lhs_size);
+           val.assign(rhs_data, rhs_size);
+         });
+}
+
 void parse_query_text(const char *data, std::size_t size,
                              Params &params) {
   std::set<std::string> cache;
@@ -3855,12 +4044,7 @@ void parse_query_text(const char *data, std::size_t size,
 
     std::string key;
     std::string val;
-    divide(b, static_cast<std::size_t>(e - b), '=',
-           [&](const char *lhs_data, std::size_t lhs_size, const char *rhs_data,
-               std::size_t rhs_size) {
-             key.assign(lhs_data, lhs_size);
-             val.assign(rhs_data, rhs_size);
-           });
+    divide_query_pair(b, e, key, val);
 
     if (!key.empty()) {
       params.emplace(decode_query_component(key), decode_query_component(val));
@@ -3874,20 +4058,18 @@ void parse_query_text(const std::string &s, Params &params) {
 
 // Normalize a query string by decoding and re-encoding each key/value pair
 // while preserving the original parameter order. This avoids double-encoding
-// and ensures consistent encoding without reordering (unlike Params which
-// uses std::multimap and sorts keys).
+// and ensures consistent encoding. It works on the raw string rather than
+// parsing into Params and re-serializing, because that round trip cannot
+// reproduce the input: params_to_query_str() always emits '=', so a bare
+// "flag" would come back as "flag=", and parse_query_text() drops exactly
+// duplicated pairs.
 std::string normalize_query_string(const std::string &query) {
   std::string result;
   split(query.data(), query.data() + query.size(), '&',
         [&](const char *b, const char *e) {
           std::string key;
           std::string val;
-          divide(b, static_cast<std::size_t>(e - b), '=',
-                 [&](const char *lhs_data, std::size_t lhs_size,
-                     const char *rhs_data, std::size_t rhs_size) {
-                   key.assign(lhs_data, lhs_size);
-                   val.assign(rhs_data, rhs_size);
-                 });
+          divide_query_pair(b, e, key, val);
 
           if (!key.empty()) {
             auto dec_key = decode_query_component(key);
@@ -3904,6 +4086,43 @@ std::string normalize_query_string(const std::string &query) {
   return result;
 }
 
+// Build the request target that goes on the wire from a caller-supplied path.
+// Shared by the buffered send path and the streaming API so that both put the
+// same bytes in the request line for the same input.
+std::string encode_request_target(const std::string &target,
+                                         bool path_encode) {
+  // `substr(0, npos)` yields the whole string, which is what the no-query
+  // case needs.
+  auto query_pos = target.find('?');
+  auto path_part = target.substr(0, query_pos);
+  std::string query_part;
+  if (query_pos != std::string::npos) {
+    query_part = target.substr(query_pos + 1);
+  }
+
+  auto result = path_encode ? encode_path(path_part) : std::move(path_part);
+
+  if (!query_part.empty()) {
+    // When path encoding is disabled the caller has supplied an already-encoded
+    // target and expects the exact bytes to be sent on the wire, so skip
+    // normalization for the query too. Normalizing would decode-then-re-encode
+    // it and corrupt pre-encoded binary payloads (e.g. turning `%20` into `+`,
+    // which a strict RFC 3986 server decodes back as `+`, not a space).
+    if (path_encode) {
+      auto normalized = normalize_query_string(query_part);
+      if (!normalized.empty()) {
+        result += '?';
+        result += normalized;
+      }
+    } else {
+      result += '?';
+      result += query_part;
+    }
+  }
+
+  return result;
+}
+
 bool parse_multipart_boundary(const std::string &content_type,
                                      std::string &boundary) {
   std::map<std::string, std::string> params;
@@ -4969,21 +5188,8 @@ bool is_field_valid(const std::string &name, const std::string &value) {
 
 } // namespace fields
 
-bool perform_websocket_handshake(Stream &strm, const std::string &host,
-                                        int port, bool is_ssl,
-                                        const std::string &path,
-                                        const Headers &headers,
-                                        std::string &selected_subprotocol) {
-  // Validate path and host
-  if (!fields::is_field_value(path) || !fields::is_field_value(host)) {
-    return false;
-  }
-
-  // Validate user-provided headers
-  for (const auto &h : headers) {
-    if (!fields::is_field_valid(h.first, h.second)) { return false; }
-  }
-
+bool perform_websocket_handshake(Stream &strm, Request &req,
+                                        WebSocketUpgradeResponse &upgrade) {
   // Generate random Sec-WebSocket-Key
   thread_local std::mt19937 rng(std::random_device{}());
   std::string key_bytes(16, '\0');
@@ -4993,24 +5199,74 @@ bool perform_websocket_handshake(Stream &strm, const std::string &host,
   }
   auto client_key = base64_encode(key_bytes);
 
-  // Build upgrade request
-  std::string req_str = "GET " + path + " HTTP/1.1\r\n";
-  req_str += "Host: " + make_host_and_port_string(host, port, is_ssl) + "\r\n";
-  req_str += "Upgrade: websocket\r\n";
-  req_str += "Connection: Upgrade\r\n";
-  req_str += "Sec-WebSocket-Key: " + client_key + "\r\n";
-  req_str += "Sec-WebSocket-Version: 13\r\n";
-  for (const auto &h : headers) {
-    req_str += h.first + ": " + h.second + "\r\n";
+  req.headers.erase("Upgrade");
+  req.headers.erase("Connection");
+  req.headers.erase("Sec-WebSocket-Key");
+  req.headers.erase("Sec-WebSocket-Version");
+  req.headers.emplace("Upgrade", "websocket");
+  req.headers.emplace("Connection", "Upgrade");
+  req.headers.emplace("Sec-WebSocket-Key", client_key);
+  req.headers.emplace("Sec-WebSocket-Version", "13");
+
+  // Build the request in memory first, like ClientImpl::write_request does.
+  // Writing straight to the socket would leak a request line onto the wire
+  // before check_and_write_headers gets a chance to reject an invalid header,
+  // and would emit one small write per header.
+  BufferStream bstrm;
+
+  if (write_request_line(bstrm, req.method, req.path) < 0) {
+    upgrade.error = Error::Write;
+    return false;
   }
-  req_str += "\r\n";
 
-  if (strm.write(req_str.data(), req_str.size()) < 0) { return false; }
+  auto error = Error::Success;
+  if (!check_and_write_headers(bstrm, req.headers, write_headers, error)) {
+    upgrade.error = error;
+    return false;
+  }
+
+  const auto &data = bstrm.get_buffer();
+  if (!write_data(strm, data.data(), data.size())) {
+    upgrade.error = Error::Write;
+    return false;
+  }
 
   // Verify 101 response and Sec-WebSocket-Accept header
   auto expected_accept = websocket_accept_key(client_key);
-  return read_websocket_upgrade_response(strm, expected_accept,
-                                         selected_subprotocol);
+  return read_websocket_upgrade_response(strm, expected_accept, upgrade);
+}
+
+bool is_ip_address(const std::string &host) {
+  struct in_addr addr4;
+  struct in6_addr addr6;
+  return inet_pton(AF_INET, host.c_str(), &addr4) == 1 ||
+         inet_pton(AF_INET6, host.c_str(), &addr6) == 1;
+}
+
+// Resolve where a client should connect for `host`, honoring a user-supplied
+// hostname-to-address map. `host` itself is never rewritten, so it keeps
+// supplying the Host header and SNI; only the connection target changes.
+//
+// A mapped IP literal goes to `ip`, which keeps create_socket's AI_NUMERICHOST
+// path. Anything else goes to `connect_host`, which create_socket resolves as
+// a name, or uses as the socket path when the address family is AF_UNIX. An
+// absent or empty mapping leaves `host` as the connection target; without the
+// empty check the value would reach getaddrinfo as a null node and silently
+// resolve to loopback.
+void apply_addr_map(const std::map<std::string, std::string> &addr_map,
+                           const std::string &host, std::string &connect_host,
+                           std::string &ip) {
+  connect_host = host;
+  ip.clear();
+
+  auto it = addr_map.find(host);
+  if (it == addr_map.end() || it->second.empty()) { return; }
+
+  if (is_ip_address(it->second)) {
+    ip = it->second;
+  } else {
+    connect_host = it->second;
+  }
 }
 
 } // namespace detail
@@ -5044,7 +5300,12 @@ public:
   time_t duration() const override;
   void set_read_timeout(time_t sec, time_t usec = 0) override;
 
+  // See SocketStream::set_readable_hint().
+  void set_readable_hint() { readable_hint_ = true; }
+
 private:
+  bool ensure_readable();
+
   socket_t sock_;
   tls::session_t session_;
   time_t read_timeout_sec_;
@@ -5053,6 +5314,7 @@ private:
   time_t write_timeout_usec_;
   time_t max_timeout_msec_;
   const std::chrono::time_point<std::chrono::steady_clock> start_time_;
+  bool readable_hint_ = false;
 };
 
 #ifdef CPPHTTPLIB_OPENSSL_SUPPORT
@@ -5196,13 +5458,6 @@ std::string SHA_512(const std::string &s) {
 }
 #endif
 
-bool is_ip_address(const std::string &host) {
-  struct in_addr addr4;
-  struct in6_addr addr6;
-  return inet_pton(AF_INET, host.c_str(), &addr4) == 1 ||
-         inet_pton(AF_INET6, host.c_str(), &addr6) == 1;
-}
-
 template <typename T>
 bool process_server_socket_ssl(
     const std::atomic<socket_t> &svr_sock, tls::session_t session,
@@ -5214,6 +5469,8 @@ bool process_server_socket_ssl(
       [&](bool close_connection, bool &connection_closed) {
         SSLSocketStream strm(sock, session, read_timeout_sec, read_timeout_usec,
                              write_timeout_sec, write_timeout_usec);
+        // See the non-TLS path in process_server_socket().
+        strm.set_readable_hint();
         return callback(strm, close_connection, connection_closed);
       });
 }
@@ -5470,50 +5727,144 @@ bool load_client_ca_config(tls::ctx_t ctx,
   return ret;
 }
 
-bool setup_client_tls_session(const std::string &host, tls::ctx_t ctx,
-                                     tls::session_t &session, socket_t sock,
-                                     bool server_certificate_verification,
-                                     time_t timeout_sec, time_t timeout_usec) {
+// The parts of session setup that only SSLClient needs, plus the handful
+// WebSocketClient also exposes; everything else takes the defaults, which is
+// what keeps the two clients on one implementation.
+struct ClientTlsSessionOptions {
+  // Both SSLClient and WebSocketClient expose this independently of
+  // certificate verification.
+  bool server_hostname_verification = true;
+  std::function<SSLVerifierResponse(tls::session_t)> session_verifier;
+  // When non-null, guards session creation against concurrent use of the
+  // context. A WebSocketClient is not safe to use from several threads to
+  // begin with, so it passes nothing.
+  std::mutex *ctx_mutex = nullptr;
+#ifdef CPPHTTPLIB_WINDOWS_AUTOMATIC_ROOT_CERTIFICATES_UPDATE
+  // The caller decides whether Schannel has anything to say about this
+  // connection; see SSLClient::initialize_ssl().
+  bool windows_cert_verification = false;
+#endif
+};
+
+// Filled in on failure for callers that report error details.
+struct ClientTlsSessionError {
+  Error error = Error::Success;
+  int ssl_error = 0;
+  uint64_t backend_error = 0;
+};
+
+// Establishes a client TLS session on an already connected socket. On failure
+// the session is left for the caller to free: SSLClient frees it right away,
+// WebSocketClient keeps it in a member that shutdown_and_close() cleans up.
+bool setup_client_tls_session(
+    const std::string &host, tls::ctx_t ctx, tls::session_t &session,
+    socket_t sock, bool server_certificate_verification, time_t timeout_sec,
+    time_t timeout_usec, ClientTlsSessionError *out_error = nullptr,
+    const ClientTlsSessionOptions &options = ClientTlsSessionOptions()) {
   using namespace tls;
 
-  if (!ctx) { return false; }
+  auto fail = [&](Error error, int ssl_error, uint64_t backend_error) {
+    if (out_error) {
+      out_error->error = error;
+      out_error->ssl_error = ssl_error;
+      out_error->backend_error = backend_error;
+    }
+    return false;
+  };
 
-  bool is_ip = is_ip_address(host);
+  if (!ctx) {
+    session = nullptr;
+    return fail(Error::SSLConnection, 0, 0);
+  }
 
 #if defined(CPPHTTPLIB_MBEDTLS_SUPPORT) || defined(CPPHTTPLIB_WOLFSSL_SUPPORT)
-  // Chain verification happens during the handshake even for IP hosts; the
-  // certificate identity is verified post-handshake via verify_hostname()
+  // Mbed TLS and wolfSSL need the verification mode set explicitly; OpenSSL
+  // uses SSL_VERIFY_NONE and does all verification post-handshake. Chain
+  // verification happens during the handshake even for IP hosts; the
+  // certificate identity is verified post-handshake via verify_hostname().
   set_verify_client(ctx, server_certificate_verification);
 #endif
 
-  session = create_session(ctx, sock);
-  if (!session) { return false; }
+  {
+    std::unique_lock<std::mutex> guard;
+    if (options.ctx_mutex) {
+      guard = std::unique_lock<std::mutex>(*options.ctx_mutex);
+    }
+    session = create_session(ctx, sock);
+  }
+  if (!session) { return fail(Error::SSLConnection, 0, get_error()); }
 
-  // RFC 6066: SNI must not be set for IP addresses. On Mbed TLS and wolfSSL
-  // set_hostname also sets SNI, so it must be skipped for IP hosts as well;
-  // their identity is checked post-handshake below instead.
-  if (!is_ip) {
-    if (server_certificate_verification) {
-      set_hostname(session, host.c_str());
-    } else {
-      set_sni(session, host.c_str());
+  // RFC 6066: SNI must not be set for IP addresses; skip it for IP hosts, so
+  // their identity is checked post-handshake below instead. On Mbed TLS and
+  // wolfSSL, set_sni also drives handshake-time hostname verification, so
+  // options.server_hostname_verification is threaded through here.
+  if (!is_ip_address(host)) {
+    if (!set_sni(session, host.c_str(), options.server_hostname_verification)) {
+      return fail(Error::SSLConnection, 0, get_error());
     }
   }
 
-  if (!connect_nonblocking(session, sock, timeout_sec, timeout_usec, nullptr)) {
-    return false;
+  TlsError tls_err;
+  if (!connect_nonblocking(session, sock, timeout_sec, timeout_usec,
+                           &tls_err)) {
+    auto error = Error::SSLConnection;
+    if (tls_err.code == ErrorCode::CertVerifyFailed) {
+      error = Error::SSLServerVerification;
+    } else if (tls_err.code == ErrorCode::HostnameMismatch) {
+      error = Error::SSLServerHostnameVerification;
+    }
+    return fail(error, static_cast<int>(tls_err.code), tls_err.backend_code);
   }
 
-  if (server_certificate_verification) {
-    if (get_verify_result(session) != 0) { return false; }
+  auto verification_status = SSLVerifierResponse::NoDecisionMade;
+  if (options.session_verifier) {
+    verification_status = options.session_verifier(session);
+  }
+
+  if (verification_status == SSLVerifierResponse::CertificateRejected) {
+    return fail(Error::SSLServerVerification, 0, get_error());
+  }
+
+  if (verification_status == SSLVerifierResponse::NoDecisionMade &&
+      server_certificate_verification) {
+    auto verify_result = get_verify_result(session);
+    if (verify_result != 0) {
+      return fail(Error::SSLServerVerification, 0,
+                  static_cast<uint64_t>(verify_result));
+    }
 
-    // Identity check against the peer certificate, post-handshake for all
-    // backends (same as SSLClient). For IP hosts this is the only identity
-    // verification since no hostname is bound during the handshake.
     auto server_cert = get_peer_cert(session);
-    if (!server_cert) { return false; }
+    if (!server_cert) {
+      return fail(Error::SSLServerVerification, 0, get_error());
+    }
     auto cert_guard = detail::scope_exit([&] { free_cert(server_cert); });
-    if (!verify_hostname(server_cert, host.c_str())) { return false; }
+
+    // Identity check against the peer certificate, post-handshake for all
+    // backends. For IP hosts this is the only identity verification, since no
+    // hostname is bound during the handshake.
+    if (options.server_hostname_verification) {
+      if (!verify_hostname(server_cert, host.c_str())) {
+        return fail(Error::SSLServerHostnameVerification, 0,
+                    hostname_mismatch_code());
+      }
+    }
+
+#ifdef CPPHTTPLIB_WINDOWS_AUTOMATIC_ROOT_CERTIFICATES_UPDATE
+    // Additional Windows Schannel verification.
+    // This provides real-time certificate validation with Windows Update
+    // integration, working with both OpenSSL and MbedTLS backends.
+    if (options.windows_cert_verification) {
+      std::vector<unsigned char> der;
+      if (get_cert_der(server_cert, der)) {
+        uint64_t wincrypt_error = 0;
+        if (!verify_cert_with_windows_schannel(
+                der, host, options.server_hostname_verification,
+                wincrypt_error)) {
+          return fail(Error::SSLServerVerification, 0, wincrypt_error);
+        }
+      }
+    }
+#endif
   }
 
   return true;
@@ -5665,6 +6016,8 @@ std::string to_string(const Error error) {
   case Error::UnsupportedAddressFamily: return "Unsupported address family";
   case Error::HTTPParsing: return "HTTP parsing failed";
   case Error::InvalidRangeHeader: return "Invalid Range header";
+  case Error::UnsupportedContentEncoding: return "Unsupported Content-Encoding";
+  case Error::WebSocketHandshake: return "WebSocket handshake failed";
   default: break;
   }
 
@@ -6046,8 +6399,7 @@ std::string Request::get_trailer_value(const std::string &key,
 }
 
 size_t Request::get_trailer_value_count(const std::string &key) const {
-  auto r = trailers.equal_range(key);
-  return static_cast<size_t>(std::distance(r.first, r.second));
+  return trailers.count(key);
 }
 
 bool Request::has_param(const std::string &key) const {
@@ -6071,8 +6423,7 @@ Request::get_param_values(const std::string &key) const {
 }
 
 size_t Request::get_param_value_count(const std::string &key) const {
-  auto r = params.equal_range(key);
-  return static_cast<size_t>(std::distance(r.first, r.second));
+  return params.count(key);
 }
 
 bool Request::is_multipart_form_data() const {
@@ -6105,8 +6456,7 @@ bool MultipartFormData::has_field(const std::string &key) const {
 }
 
 size_t MultipartFormData::get_field_count(const std::string &key) const {
-  auto r = fields.equal_range(key);
-  return static_cast<size_t>(std::distance(r.first, r.second));
+  return fields.count(key);
 }
 
 FormData MultipartFormData::get_file(const std::string &key,
@@ -6129,8 +6479,7 @@ bool MultipartFormData::has_file(const std::string &key) const {
 }
 
 size_t MultipartFormData::get_file_count(const std::string &key) const {
-  auto r = files.equal_range(key);
-  return static_cast<size_t>(std::distance(r.first, r.second));
+  return files.count(key);
 }
 
 // Multipart FormData writer implementation
@@ -6209,8 +6558,7 @@ std::string Response::get_trailer_value(const std::string &key,
 }
 
 size_t Response::get_trailer_value_count(const std::string &key) const {
-  auto r = trailers.equal_range(key);
-  return static_cast<size_t>(std::distance(r.first, r.second));
+  return trailers.count(key);
 }
 
 void Response::set_redirect(const std::string &url, int stat) {
@@ -6306,8 +6654,7 @@ std::string Result::get_request_header_value(const std::string &key,
 
 size_t
 Result::get_request_header_value_count(const std::string &key) const {
-  auto r = request_headers_.equal_range(key);
-  return static_cast<size_t>(std::distance(r.first, r.second));
+  return request_headers_.count(key);
 }
 
 // Stream implementation
@@ -6595,6 +6942,24 @@ bool SocketStream::wait_writable() const {
   return select_write(sock_, write_timeout_sec_, write_timeout_usec_) > 0;
 }
 
+bool SocketStream::ensure_readable() {
+  if (readable_hint_) {
+    readable_hint_ = false;
+    return true;
+  }
+  return wait_readable();
+}
+
+const char *SocketStream::buffered_data(size_t &size) const {
+  size = read_buff_content_size_ - read_buff_off_;
+  return size ? read_buff_.data() + read_buff_off_ : nullptr;
+}
+
+void SocketStream::consume_buffered(size_t size) {
+  assert(size <= read_buff_content_size_ - read_buff_off_);
+  read_buff_off_ += size;
+}
+
 bool SocketStream::is_peer_alive() const {
   return detail::is_socket_alive(sock_);
 }
@@ -6621,7 +6986,7 @@ ssize_t SocketStream::read(char *ptr, size_t size) {
     }
   }
 
-  if (!wait_readable()) {
+  if (!ensure_readable()) {
     error_ = Error::Timeout;
     return -1;
   }
@@ -6859,6 +7224,26 @@ make_host_and_port_string_always_port(const std::string &host, int port) {
   return prepare_host_string(host) + ":" + std::to_string(port);
 }
 
+// Value for the Host header a client sends when the caller supplied none.
+// Only the value: callers decide where in their header list it goes.
+std::string make_default_host_header_value(const std::string &host,
+                                                  int port, bool is_ssl,
+                                                  int address_family) {
+  if (address_family == AF_UNIX) { return "localhost"; }
+  return make_host_and_port_string(host, port, is_ssl);
+}
+
+void add_default_user_agent_header(Request &req) {
+#ifndef CPPHTTPLIB_NO_DEFAULT_USER_AGENT
+  if (!req.has_header("User-Agent")) {
+    req.set_header("User-Agent",
+                   std::string("cpp-httplib/") + CPPHTTPLIB_VERSION);
+  }
+#else
+  (void)req;
+#endif
+}
+
 bool parse_no_proxy_entry(const std::string &token, NoProxyEntry &out);
 NormalizedTarget normalize_target(const std::string &host);
 bool ip_in_cidr(const IPBytes &ip, const IPBytes &net, int prefix_bits);
@@ -7099,6 +7484,14 @@ bool SSLSocketStream::wait_writable() const {
          !tls::is_peer_closed(session_, sock_);
 }
 
+bool SSLSocketStream::ensure_readable() {
+  if (readable_hint_) {
+    readable_hint_ = false;
+    return true;
+  }
+  return wait_readable();
+}
+
 bool SSLSocketStream::is_peer_alive() const {
   return !tls::is_peer_closed(session_, sock_);
 }
@@ -7111,7 +7504,7 @@ ssize_t SSLSocketStream::read(char *ptr, size_t size) {
       error_ = Error::ConnectionClosed;
     }
     return ret;
-  } else if (wait_readable()) {
+  } else if (ensure_readable()) {
     tls::TlsError err;
     auto ret = tls::read(session_, ptr, size, err);
     if (ret < 0) {
@@ -7533,9 +7926,11 @@ void Server::wait_until_ready() const {
 }
 
 void Server::stop() noexcept {
-  if (is_running_) {
-    assert(svr_sock_ != INVALID_SOCKET);
-    std::atomic<socket_t> sock(svr_sock_.exchange(INVALID_SOCKET));
+  // Release the listening socket whether or not the accept loop is running:
+  // bind_to_port() without listen_after_bind() still owns the descriptor. The
+  // exchange is what makes this safe to call concurrently with the accept loop.
+  socket_t sock = svr_sock_.exchange(INVALID_SOCKET);
+  if (sock != INVALID_SOCKET) {
     detail::shutdown_socket(sock);
     detail::close_socket(sock);
   }
@@ -7697,7 +8092,15 @@ Server::write_content_with_provider(Stream &strm, const Request &req,
   };
 
   if (res.content_length_ > 0) {
-    if (req.ranges.empty()) {
+    // Only a 206 response is served as a partial representation, matching the
+    // condition `apply_ranges()` used to decide the Content-Length and the
+    // multipart boundary. Since `detail::range_error()` validates `req.ranges`
+    // only for a 2xx status, slicing under any other status would write a body
+    // that disagrees with the header already sent, from an unchecked offset.
+    auto is_partial =
+        !req.ranges.empty() && res.status == StatusCode::PartialContent_206;
+
+    if (!is_partial) {
       return detail::write_content(strm, res.content_provider_, 0,
                                    res.content_length_, is_shutting_down);
     } else if (req.ranges.size() == 1) {
@@ -7896,8 +8299,14 @@ bool Server::read_content_core(
 
 bool Server::handle_file_request(Request &req, Response &res) {
   for (const auto &entry : base_dirs_) {
-    // Prefix match
-    if (!req.path.compare(0, entry.mount_point.size(), entry.mount_point)) {
+    // Prefix match, on a path segment boundary. A mount point of "/mount"
+    // covers "/mount" and "/mount/...", but must not swallow "/mountdir/...".
+    // One that already ends in '/' (the root mount among them) carries its own
+    // boundary; set_mount_point() guarantees the mount point is not empty.
+    if (!req.path.compare(0, entry.mount_point.size(), entry.mount_point) &&
+        (entry.mount_point.back() == '/' ||
+         req.path.size() == entry.mount_point.size() ||
+         req.path[entry.mount_point.size()] == '/')) {
       std::string sub_path = "/" + req.path.substr(entry.mount_point.size());
       if (detail::is_valid_path(sub_path)) {
         auto path = entry.base_dir + sub_path;
@@ -8096,7 +8505,14 @@ int Server::bind_internal(const std::string &host, int port,
 }
 
 bool Server::listen_internal() {
-  if (is_decommissioned) { return false; }
+  // A stop() between bind and listen leaves nothing to accept on. Report
+  // failure instead of returning success without ever serving, and mark the
+  // server decommissioned the way any failed listen does so that a concurrent
+  // wait_until_ready() wakes up instead of spinning forever.
+  if (is_decommissioned || svr_sock_ == INVALID_SOCKET) {
+    is_decommissioned = true;
+    return false;
+  }
 
   auto ret = true;
   is_running_ = true;
@@ -8492,11 +8908,17 @@ Server::process_request(Stream &strm, const std::string &remote_addr,
     return write_response(strm, close_connection, req, res);
   }
 
-  // RFC 9112 §6.3: Reject requests with both a non-zero Content-Length and
-  // any Transfer-Encoding to prevent request smuggling. Content-Length: 0 is
-  // tolerated for compatibility with existing clients.
-  if (req.get_header_value_u64("Content-Length") > 0 &&
-      req.has_header("Transfer-Encoding")) {
+  // RFC 9112 §6.3: Reject requests whose framing is ambiguous, which would
+  // otherwise let an intermediary and this parser disagree on where the body
+  // ends and enable request smuggling. Two cases: a non-zero Content-Length
+  // alongside any Transfer-Encoding (Content-Length: 0 is tolerated for
+  // compatibility with existing clients), and a Transfer-Encoding whose final
+  // coding is not chunked, which leaves the body length undeterminable. The
+  // latter must not fall through to the "no body" path, or the body bytes are
+  // parsed as the next request on a persistent connection.
+  if (req.has_header("Transfer-Encoding") &&
+      (req.get_header_value_u64("Content-Length") > 0 ||
+       !detail::is_chunked_transfer_encoding(req.headers))) {
     connection_closed = true;
     res.status = StatusCode::BadRequest_400;
     return write_response(strm, close_connection, req, res);
@@ -8774,8 +9196,7 @@ bool Server::process_and_close_socket(socket_t sock) {
                                nullptr, &websocket_upgraded);
       });
 
-  detail::shutdown_socket(sock);
-  detail::close_socket(sock);
+  detail::drain_and_close_socket(sock);
   return ret;
 }
 
@@ -8908,13 +9329,13 @@ socket_t ClientImpl::create_client_socket(Error &error) const {
         write_timeout_sec_, write_timeout_usec_, interface_, error);
   }
 
-  // Check is custom IP specified for host_
+  // Check is custom IP or hostname specified for host_
+  std::string connect_host;
   std::string ip;
-  auto it = addr_map_.find(host_);
-  if (it != addr_map_.end()) { ip = it->second; }
+  detail::apply_addr_map(addr_map_, host_, connect_host, ip);
 
   return detail::create_client_socket(
-      host_, ip, port_, address_family_, tcp_nodelay_, ipv6_v6only_,
+      connect_host, ip, port_, address_family_, tcp_nodelay_, ipv6_v6only_,
       socket_options_, connection_timeout_sec_, connection_timeout_usec_,
       read_timeout_sec_, read_timeout_usec_, write_timeout_sec_,
       write_timeout_usec_, interface_, error);
@@ -8987,29 +9408,20 @@ bool ClientImpl::read_response_line(Stream &strm, const Request &req,
 
   if (!line_reader.getline()) { return false; }
 
-#ifdef CPPHTTPLIB_ALLOW_LF_AS_LINE_TERMINATOR
-  thread_local const std::regex re("(HTTP/1\\.[01]) (\\d{3})(?: (.*?))?\r?\n");
-#else
-  thread_local const std::regex re("(HTTP/1\\.[01]) (\\d{3})(?: (.*?))?\r\n");
-#endif
-
-  std::cmatch m;
-  if (!std::regex_match(line_reader.ptr(), m, re)) {
+  if (!detail::parse_status_line(line_reader.ptr(), res.version, res.status,
+                                 res.reason)) {
     return req.method == "CONNECT";
   }
-  res.version = std::string(m[1]);
-  res.status = std::stoi(std::string(m[2]));
-  res.reason = std::string(m[3]);
 
   // Ignore '100 Continue' (only when not using Expect: 100-continue explicitly)
   while (skip_100_continue && res.status == StatusCode::Continue_100) {
     if (!line_reader.getline()) { return false; } // CRLF
     if (!line_reader.getline()) { return false; } // next response line
 
-    if (!std::regex_match(line_reader.ptr(), m, re)) { return false; }
-    res.version = std::string(m[1]);
-    res.status = std::stoi(std::string(m[2]));
-    res.reason = std::string(m[3]);
+    if (!detail::parse_status_line(line_reader.ptr(), res.version, res.status,
+                                   res.reason)) {
+      return false;
+    }
   }
 
   return true;
@@ -9142,13 +9554,12 @@ void ClientImpl::prepare_default_headers(Request &r, bool for_stream,
     if (!r.has_header(header.first)) { r.headers.insert(header); }
   }
 
+  // RFC 9110 5.3 recommends sending control data such as Host first, so
+  // prepend it rather than appending it after the caller's own fields.
   if (!r.has_header("Host")) {
-    if (address_family_ == AF_UNIX) {
-      r.headers.emplace("Host", "localhost");
-    } else {
-      r.headers.emplace(
-          "Host", detail::make_host_and_port_string(host_, port_, is_ssl()));
-    }
+    r.headers.emplace_front(
+        "Host", detail::make_default_host_header_value(host_, port_, is_ssl(),
+                                                       address_family_));
   }
 
   if (!r.has_header("Accept")) { r.headers.emplace("Accept", "*/*"); }
@@ -9170,12 +9581,7 @@ void ClientImpl::prepare_default_headers(Request &r, bool for_stream,
       r.set_header("Accept-Encoding", accept_encoding);
     }
 
-#ifndef CPPHTTPLIB_NO_DEFAULT_USER_AGENT
-    if (!r.has_header("User-Agent")) {
-      auto agent = std::string("cpp-httplib/") + CPPHTTPLIB_VERSION;
-      r.set_header("User-Agent", agent);
-    }
-#endif
+    detail::add_default_user_agent_header(r);
   }
 
   if (!r.body.empty()) {
@@ -9197,7 +9603,12 @@ ClientImpl::open_stream(const std::string &method, const std::string &path,
   handle.response = detail::make_unique<Response>();
   handle.error = Error::Success;
 
-  auto query_path = params.empty() ? path : append_query_params(path, params);
+  // Encode the target exactly like the buffered send path does, so that the
+  // same `path` produces the same request line through either API.
+  auto raw_query_path =
+      params.empty() ? path : append_query_params(path, params);
+  auto query_path = detail::encode_request_target(raw_query_path, path_encode_);
+
   handle.connection_ = detail::make_unique<ClientConnection>();
 
   {
@@ -9311,7 +9722,20 @@ ClientImpl::open_stream(const std::string &method, const std::string &path,
 
   auto content_encoding = handle.response->get_header_value("Content-Encoding");
   if (!content_encoding.empty()) {
+    // Same policy as prepare_content_receiver(): reject a coding we know about
+    // but were not built with, pass an unrecognized one through as-is.
     handle.decompressor_ = detail::create_decompressor(content_encoding);
+    if (!handle.decompressor_) {
+      if (detail::is_known_content_encoding(content_encoding)) {
+        handle.error = Error::UnsupportedContentEncoding;
+        handle.response.reset();
+        return handle;
+      }
+    } else if (!handle.decompressor_->is_valid()) {
+      handle.error = Error::Compression;
+      handle.response.reset();
+      return handle;
+    }
   }
 
   return handle;
@@ -9842,52 +10266,26 @@ bool ClientImpl::write_request(Stream &strm, Request &req,
   {
     detail::BufferStream bstrm;
 
-    // Extract path and query from req.path
-    std::string path_part, query_part;
+    // Extract the query from req.path. The encoding itself is delegated to
+    // `encode_request_target`; the raw query is still needed here to decide
+    // between populating `req.params` from it and falling back to building a
+    // query out of caller-supplied `req.params`.
     auto query_pos = req.path.find('?');
-    if (query_pos != std::string::npos) {
-      path_part = req.path.substr(0, query_pos);
-      query_part = req.path.substr(query_pos + 1);
-    } else {
-      path_part = req.path;
-      query_part = "";
-    }
+    auto query_part = query_pos == std::string::npos
+                          ? std::string()
+                          : req.path.substr(query_pos + 1);
 
-    // Encode path part. If the original `req.path` already contained a
-    // query component, preserve its raw query string (including parameter
-    // order) instead of reparsing and reassembling it which may reorder
-    // parameters due to container ordering (e.g. `Params` uses
-    // `std::multimap`). When there is no query in `req.path`, fall back to
-    // building a query from `req.params` so existing callers that pass
-    // `Params` continue to work.
     auto path_with_query =
-        path_encode_ ? detail::encode_path(path_part) : path_part;
+        detail::encode_request_target(req.path, path_encode_);
 
     if (!query_part.empty()) {
-      // Normalize the query string (decode then re-encode) while preserving
-      // the original parameter order. When path encoding is disabled the
-      // caller has supplied an already-encoded target and expects the exact
-      // bytes to be sent on the wire, so skip normalization for the query
-      // too. Normalizing here would decode-then-re-encode the query and
-      // corrupt pre-encoded binary payloads (e.g. turning `%20` into `+`,
-      // which a strict RFC 3986 server decodes back as `+`, not a space).
-      if (path_encode_) {
-        auto normalized = detail::normalize_query_string(query_part);
-        if (!normalized.empty()) { path_with_query += '?' + normalized; }
-      } else {
-        path_with_query += '?' + query_part;
-      }
-
-      // Still populate req.params for handlers/users who read them.
-      detail::parse_query_text(query_part, req.params);
-    } else {
-      // No query in path; parse any query_part (empty) and append params
-      // from `req.params` when present (preserves prior behavior for
-      // callers who provide Params separately).
+      // The query already came in through `req.path`; still populate
+      // `req.params` for handlers/users who read them.
       detail::parse_query_text(query_part, req.params);
-      if (!req.params.empty()) {
-        path_with_query = append_query_params(path_with_query, req.params);
-      }
+    } else if (!req.params.empty()) {
+      // No query in `req.path`; build one from `req.params` so existing
+      // callers that pass `Params` separately continue to work.
+      path_with_query = append_query_params(path_with_query, req.params);
     }
 
     // Write request line and headers
@@ -10298,14 +10696,26 @@ bool ClientImpl::process_request(Stream &strm, Request &req,
     }
 
     if (res.status != StatusCode::NotModified_304) {
-      int dummy_status;
+      auto content_status = 0;
       auto max_length = (!has_payload_max_length_ && req.content_receiver)
                             ? (std::numeric_limits<size_t>::max)()
                             : payload_max_length_;
-      if (!detail::read_content(strm, res, max_length, dummy_status,
+      if (!detail::read_content(strm, res, max_length, content_status,
                                 std::move(progress), std::move(out),
                                 decompress_)) {
-        if (error != Error::Canceled) { error = Error::Read; }
+        if (error != Error::Canceled) {
+          // Tell the caller apart from a plain read failure when the body could
+          // not be decoded because of its Content-Encoding.
+          switch (content_status) {
+          case StatusCode::UnsupportedMediaType_415:
+            error = Error::UnsupportedContentEncoding;
+            break;
+          case StatusCode::InternalServerError_500:
+            error = Error::Compression;
+            break;
+          default: error = Error::Read; break;
+          }
+        }
         output_error_log(error, &req);
         return false;
       }
@@ -12467,6 +12877,8 @@ void SSLClient::load_ca_cert_store(const char *ca_cert,
 bool SSLClient::load_certs() {
   auto ret = true;
 
+  // call_once rather than the plain flag WebSocketClient::create_stream() uses:
+  // one client is shared across concurrent requests here.
   std::call_once(initialize_cert_, [&]() {
     std::lock_guard<std::mutex> guard(ctx_mutex_);
 
@@ -12480,8 +12892,6 @@ bool SSLClient::load_certs() {
 }
 
 bool SSLClient::initialize_ssl(Socket &socket, Error &error) {
-  using namespace tls;
-
   // Load CA certificates if server verification is enabled
   if (server_certificate_verification_) {
     if (!load_certs()) {
@@ -12491,134 +12901,40 @@ bool SSLClient::initialize_ssl(Socket &socket, Error &error) {
     }
   }
 
-  bool is_ip = detail::is_ip_address(host_);
-
-#if defined(CPPHTTPLIB_MBEDTLS_SUPPORT) || defined(CPPHTTPLIB_WOLFSSL_SUPPORT)
-  // MbedTLS/wolfSSL need explicit verification mode (OpenSSL uses
-  // SSL_VERIFY_NONE by default and performs all verification post-handshake).
-  // Chain verification happens during the handshake even for IP hosts; the
-  // certificate identity is verified post-handshake via verify_hostname().
-  set_verify_client(ctx_, server_certificate_verification_);
+  detail::ClientTlsSessionOptions options;
+  options.server_hostname_verification = server_hostname_verification_;
+  options.session_verifier = session_verifier_;
+  options.ctx_mutex = &ctx_mutex_;
+#ifdef CPPHTTPLIB_WINDOWS_AUTOMATIC_ROOT_CERTIFICATES_UPDATE
+  // Skip Schannel when a custom CA cert is specified, as the Windows
+  // certificate store would not know about user-provided CA certificates.
+  // Also skip when system CA trust is explicitly disabled.
+  options.windows_cert_verification =
+      enable_windows_cert_verification_ &&
+      system_ca_mode_ != SystemCAMode::Disabled && ca_cert_file_path_.empty() &&
+      ca_cert_dir_path_.empty() && ca_cert_pem_.empty() && !ca_cert_store_set_;
 #endif
 
-  // Create TLS session
-  session_t session = nullptr;
-  {
-    std::lock_guard<std::mutex> guard(ctx_mutex_);
-    session = create_session(ctx_, socket.sock);
-  }
-
-  if (!session) {
-    error = Error::SSLConnection;
-    last_backend_error_ = get_error();
-    return false;
-  }
+  tls::session_t session = nullptr;
 
   // Use scope_exit to ensure session is freed on error paths
   bool success = false;
   auto session_guard = detail::scope_exit([&] {
-    if (!success) { free_session(session); }
+    if (!success) { tls::free_session(session); }
   });
 
-  // Set SNI extension (skip for IP addresses per RFC 6066).
-  // On MbedTLS, set_sni also enables hostname verification internally.
-  // On OpenSSL, set_sni only sets SNI; verification is done post-handshake.
-  if (!is_ip) {
-    if (!set_sni(session, host_.c_str())) {
-      error = Error::SSLConnection;
-      last_backend_error_ = get_error();
-      return false;
-    }
-  }
-
-  // Perform non-blocking TLS handshake with timeout
-  TlsError tls_err;
-  if (!connect_nonblocking(session, socket.sock, connection_timeout_sec_,
-                           connection_timeout_usec_, &tls_err)) {
-    last_ssl_error_ = static_cast<int>(tls_err.code);
-    last_backend_error_ = tls_err.backend_code;
-    if (tls_err.code == ErrorCode::CertVerifyFailed) {
-      error = Error::SSLServerVerification;
-    } else if (tls_err.code == ErrorCode::HostnameMismatch) {
-      error = Error::SSLServerHostnameVerification;
-    } else {
-      error = Error::SSLConnection;
-    }
-    output_error_log(error, nullptr);
-    return false;
-  }
-
-  // Post-handshake session verifier callback
-  auto verification_status = SSLVerifierResponse::NoDecisionMade;
-  if (session_verifier_) { verification_status = session_verifier_(session); }
-
-  if (verification_status == SSLVerifierResponse::CertificateRejected) {
-    last_backend_error_ = get_error();
-    error = Error::SSLServerVerification;
+  detail::ClientTlsSessionError tls_error;
+  if (!detail::setup_client_tls_session(
+          host_, ctx_, session, socket.sock, server_certificate_verification_,
+          connection_timeout_sec_, connection_timeout_usec_, &tls_error,
+          options)) {
+    error = tls_error.error;
+    last_ssl_error_ = tls_error.ssl_error;
+    last_backend_error_ = tls_error.backend_error;
     output_error_log(error, nullptr);
     return false;
   }
 
-  // Default server certificate verification
-  if (verification_status == SSLVerifierResponse::NoDecisionMade &&
-      server_certificate_verification_) {
-    verify_result_ = tls::get_verify_result(session);
-    if (verify_result_ != 0) {
-      last_backend_error_ = static_cast<uint64_t>(verify_result_);
-      error = Error::SSLServerVerification;
-      output_error_log(error, nullptr);
-      return false;
-    }
-
-    auto server_cert = get_peer_cert(session);
-    if (!server_cert) {
-      last_backend_error_ = get_error();
-      error = Error::SSLServerVerification;
-      output_error_log(error, nullptr);
-      return false;
-    }
-    auto cert_guard = detail::scope_exit([&] { free_cert(server_cert); });
-
-    // Hostname verification (post-handshake for all cases).
-    // On OpenSSL, verification is always post-handshake (SSL_VERIFY_NONE).
-    // On MbedTLS, set_sni already enabled hostname verification during
-    // handshake for non-IP hosts, but this check is still needed for IP
-    // addresses where SNI is not set.
-    if (server_hostname_verification_) {
-      if (!verify_hostname(server_cert, host_.c_str())) {
-        last_backend_error_ = hostname_mismatch_code();
-        error = Error::SSLServerHostnameVerification;
-        output_error_log(error, nullptr);
-        return false;
-      }
-    }
-
-#ifdef CPPHTTPLIB_WINDOWS_AUTOMATIC_ROOT_CERTIFICATES_UPDATE
-    // Additional Windows Schannel verification.
-    // This provides real-time certificate validation with Windows Update
-    // integration, working with both OpenSSL and MbedTLS backends.
-    // Skip when a custom CA cert is specified, as the Windows certificate
-    // store would not know about user-provided CA certificates. Also skip
-    // when system CA trust is explicitly disabled.
-    if (enable_windows_cert_verification_ &&
-        system_ca_mode_ != SystemCAMode::Disabled &&
-        ca_cert_file_path_.empty() && ca_cert_dir_path_.empty() &&
-        ca_cert_pem_.empty() && !ca_cert_store_set_) {
-      std::vector<unsigned char> der;
-      if (get_cert_der(server_cert, der)) {
-        uint64_t wincrypt_error = 0;
-        if (!detail::verify_cert_with_windows_schannel(
-                der, host_, server_hostname_verification_, wincrypt_error)) {
-          last_backend_error_ = wincrypt_error;
-          error = Error::SSLServerVerification;
-          output_error_log(error, nullptr);
-          return false;
-        }
-      }
-    }
-#endif
-  }
-
   success = true;
   socket.ssl = session;
   return true;
@@ -13333,12 +13649,15 @@ void free_session(session_t session) {
   if (session) { SSL_free(static_cast<SSL *>(session)); }
 }
 
-bool set_sni(session_t session, const char *hostname) {
+bool set_sni(session_t session, const char *hostname,
+                    bool /*verify_hostname*/) {
   if (!session || !hostname) return false;
 
   auto ssl = static_cast<SSL *>(session);
 
-  // Set SNI (Server Name Indication) only - does not enable verification
+  // Set SNI (Server Name Indication) only - does not enable verification.
+  // OpenSSL never binds identity checking to SNI (that happens post-
+  // handshake in setup_client_tls_session()), so verify_hostname is unused.
 #if defined(OPENSSL_IS_BORINGSSL)
   return SSL_set_tlsext_host_name(ssl, hostname) == 1;
 #else
@@ -13348,32 +13667,6 @@ bool set_sni(session_t session, const char *hostname) {
 #endif
 }
 
-bool set_hostname(session_t session, const char *hostname) {
-  if (!session || !hostname) return false;
-
-  auto ssl = static_cast<SSL *>(session);
-
-  // Enable hostname verification
-  auto param = SSL_get0_param(ssl);
-  if (!param) return false;
-
-  if (detail::is_ip_address(hostname)) {
-    // RFC 6066: SNI must not be set for IP addresses; verify against the
-    // certificate's IP SANs instead of its DNS names
-    if (X509_VERIFY_PARAM_set1_ip_asc(param, hostname) != 1) { return false; }
-  } else {
-    // Set SNI (Server Name Indication)
-    if (!set_sni(session, hostname)) { return false; }
-
-    X509_VERIFY_PARAM_set_hostflags(param,
-                                    X509_CHECK_FLAG_NO_PARTIAL_WILDCARDS);
-    if (X509_VERIFY_PARAM_set1_host(param, hostname, 0) != 1) { return false; }
-  }
-
-  SSL_set_verify(ssl, SSL_VERIFY_PEER, nullptr);
-  return true;
-}
-
 TlsError connect(session_t session) {
   if (!session) { return TlsError(); }
 
@@ -14002,6 +14295,21 @@ struct MbedTlsSession {
   unsigned char peeked_byte = 0;
   bool has_peeked_byte = false;
 
+  // Set by set_sni() when the caller disabled hostname verification, so the
+  // verify callback can clear the CN/SAN mismatch flag while still enforcing
+  // the rest of the chain (Mbed TLS ties SNI and identity checking together;
+  // OpenSSL and wolfSSL keep them independent).
+  bool suppress_hostname_mismatch = false;
+
+  // Copied from the owning MbedTlsContext at creation. set_sni() uses this to
+  // decide which verify callback to install when hostname verification is
+  // disabled: mbedtls_verify_callback() when a user callback is genuinely
+  // wired for this context, or a self-contained one otherwise, so a session
+  // that never opted into a callback never consults the process-wide
+  // set_verify_callback() slot (which some other, unrelated client may have
+  // populated).
+  bool has_verify_callback = false;
+
   MbedTlsSession() { mbedtls_ssl_init(&ssl); }
 
   ~MbedTlsSession() { mbedtls_ssl_free(&ssl); }
@@ -14018,7 +14326,8 @@ int &mbedtls_last_error() {
 }
 
 // Helper to map Mbed TLS error to ErrorCode
-ErrorCode map_mbedtls_error(int ret, int &out_errno) {
+ErrorCode map_mbedtls_error(int ret, int &out_errno,
+                                   uint32_t verify_flags) {
   if (ret == 0) { return ErrorCode::Success; }
   if (ret == MBEDTLS_ERR_SSL_WANT_READ) { return ErrorCode::WantRead; }
   if (ret == MBEDTLS_ERR_SSL_WANT_WRITE) { return ErrorCode::WantWrite; }
@@ -14031,11 +14340,34 @@ ErrorCode map_mbedtls_error(int ret, int &out_errno) {
     return ErrorCode::SyscallError;
   }
   if (ret == MBEDTLS_ERR_X509_CERT_VERIFY_FAILED) {
+    // Unlike OpenSSL/wolfSSL, Mbed TLS folds the CN/SAN identity check into
+    // the handshake's chain verification (see set_sni()); a mismatch there
+    // is reported the same way as any other verify_flags bit. Report it as
+    // HostnameMismatch, matching the other backends and the post-handshake
+    // identity check below, but only when naming is the sole problem -
+    // if the chain itself is also untrusted/expired/etc., that takes
+    // priority over the naming detail.
+    if (verify_flags == static_cast<uint32_t>(hostname_mismatch_code())) {
+      return ErrorCode::HostnameMismatch;
+    }
     return ErrorCode::CertVerifyFailed;
   }
   return ErrorCode::Fatal;
 }
 
+// Populates a TlsError from a failed (non-zero) mbedtls_ssl_handshake()
+// return value, including the verify-flags-dependent HostnameMismatch
+// mapping; shared by connect() and connect_nonblocking() so the
+// backend_code policy for that mapping only lives in one place.
+void fill_mbedtls_tls_error(TlsError &err, mbedtls_ssl_context &ssl,
+                                   int ret) {
+  auto verify_flags = mbedtls_ssl_get_verify_result(&ssl);
+  err.code = map_mbedtls_error(ret, err.sys_errno, verify_flags);
+  err.backend_code = err.code == ErrorCode::HostnameMismatch
+                         ? static_cast<uint64_t>(verify_flags)
+                         : static_cast<uint64_t>(-ret);
+}
+
 // A TLS 1.3 NewSessionTicket (signaled by default on Mbed TLS 4.x) is a
 // non-fatal notification delivered between records, not an error and not
 // application data, so I/O calls that see it should just be retried. Kept in
@@ -14145,18 +14477,44 @@ int mbedtls_sni_callback(void *p_ctx, mbedtls_ssl_context *ssl,
   return 0; // Accept any SNI
 }
 
+void mbedtls_clear_cn_mismatch(uint32_t *flags) {
+  *flags &= ~static_cast<uint32_t>(hostname_mismatch_code());
+}
+
+// Verify callback used when hostname verification is disabled for a session
+// that has no user-supplied verify callback of its own (MbedTlsSession::
+// has_verify_callback is false). Deliberately does not consult
+// get_verify_callback(): that slot is process-wide, so reading it here would
+// pick up whatever another, unrelated client last installed there.
+int mbedtls_mask_hostname_mismatch_callback(void *data,
+                                                   mbedtls_x509_crt *, int,
+                                                   uint32_t *flags) {
+  (void)data;
+  mbedtls_clear_cn_mismatch(flags);
+  return 0;
+}
+
 int mbedtls_verify_callback(void *data, mbedtls_x509_crt *crt,
                                    int cert_depth, uint32_t *flags);
 
 // MbedTLS verify callback wrapper
 int mbedtls_verify_callback(void *data, mbedtls_x509_crt *crt,
                                    int cert_depth, uint32_t *flags) {
-  auto &callback = get_verify_callback();
-  if (!callback) { return 0; } // Continue with default verification
-
   // data points to the MbedTlsSession
   auto *session = static_cast<MbedTlsSession *>(data);
 
+  // set_sni() disabled hostname verification for this session: drop the
+  // CN/SAN mismatch flag so it doesn't fail the chain check below, mirroring
+  // the OpenSSL/wolfSSL backends where identity checking is independent of
+  // SNI. The final pass/fail decision still comes from the remaining flags
+  // (or, below, from the user's own verify callback).
+  if (session && session->suppress_hostname_mismatch) {
+    mbedtls_clear_cn_mismatch(flags);
+  }
+
+  auto &callback = get_verify_callback();
+  if (!callback) { return 0; } // Continue with default verification
+
   // Build context
   VerifyContext verify_ctx;
   verify_ctx.session = static_cast<session_t>(session);
@@ -14572,6 +14930,7 @@ session_t create_session(ctx_t ctx, socket_t sock) {
 
   // Set per-session verify callback with session pointer if callback is
   // registered
+  session->has_verify_callback = mctx->has_verify_callback;
   if (mctx->has_verify_callback) {
     mbedtls_ssl_set_verify(&session->ssl, impl::mbedtls_verify_callback,
                            session);
@@ -14584,10 +14943,15 @@ void free_session(session_t session) {
   if (session) { delete static_cast<impl::MbedTlsSession *>(session); }
 }
 
-bool set_sni(session_t session, const char *hostname) {
+bool set_sni(session_t session, const char *hostname,
+                    bool verify_hostname) {
   if (!session || !hostname) { return false; }
   auto msession = static_cast<impl::MbedTlsSession *>(session);
 
+  // mbedtls_ssl_set_hostname() both sends the SNI extension and binds the
+  // handshake-time CN/SAN check to `hostname`; the two can't be requested
+  // independently, so a disabled hostname check is handled below by masking
+  // the resulting mismatch flag instead of skipping this call.
   int ret = mbedtls_ssl_set_hostname(&msession->ssl, hostname);
   if (ret != 0) {
     impl::mbedtls_last_error() = ret;
@@ -14595,12 +14959,22 @@ bool set_sni(session_t session, const char *hostname) {
   }
 
   msession->hostname = hostname;
-  return true;
-}
 
-bool set_hostname(session_t session, const char *hostname) {
-  // In Mbed TLS, set_hostname also sets up hostname verification
-  return set_sni(session, hostname);
+  if (!verify_hostname) {
+    msession->suppress_hostname_mismatch = true;
+    // If a user verify callback is already wired for this session,
+    // mbedtls_verify_callback() masks the mismatch flag itself before
+    // consulting it (see suppress_hostname_mismatch above) - reinstalling it
+    // here would be redundant. Otherwise install the self-contained masking
+    // callback, which never touches the process-wide callback slot.
+    if (!msession->has_verify_callback) {
+      mbedtls_ssl_set_verify(&msession->ssl,
+                             impl::mbedtls_mask_hostname_mismatch_callback,
+                             msession);
+    }
+  }
+
+  return true;
 }
 
 TlsError connect(session_t session) {
@@ -14619,8 +14993,7 @@ TlsError connect(session_t session) {
   if (ret == 0) {
     err.code = ErrorCode::Success;
   } else {
-    err.code = impl::map_mbedtls_error(ret, err.sys_errno);
-    err.backend_code = static_cast<uint64_t>(-ret);
+    impl::fill_mbedtls_tls_error(err, msession->ssl, ret);
     impl::mbedtls_last_error() = ret;
   }
 
@@ -14671,10 +15044,7 @@ bool connect_nonblocking(session_t session, socket_t sock,
     }
 
     // TlsError or timeout
-    if (err) {
-      err->code = impl::map_mbedtls_error(ret, err->sys_errno);
-      err->backend_code = static_cast<uint64_t>(-ret);
-    }
+    if (err) { impl::fill_mbedtls_tls_error(*err, msession->ssl, ret); }
     impl::mbedtls_last_error() = ret;
     return false;
   }
@@ -14740,7 +15110,7 @@ ssize_t read(session_t session, void *buf, size_t len, TlsError &err) {
     return 0;
   }
 
-  err.code = impl::map_mbedtls_error(ret, err.sys_errno);
+  err.code = impl::map_mbedtls_error(ret, err.sys_errno, 0);
   err.backend_code = static_cast<uint64_t>(-ret);
   impl::mbedtls_last_error() = ret;
   // mbedTLS signals a clean close_notify via a negative error code rather
@@ -14773,7 +15143,7 @@ ssize_t write(session_t session, const void *buf, size_t len,
     return 0;
   }
 
-  err.code = impl::map_mbedtls_error(ret, err.sys_errno);
+  err.code = impl::map_mbedtls_error(ret, err.sys_errno, 0);
   err.backend_code = static_cast<uint64_t>(-ret);
   impl::mbedtls_last_error() = ret;
   return -1;
@@ -15736,7 +16106,8 @@ void free_session(session_t session) {
   if (session) { delete static_cast<impl::WolfSSLSession *>(session); }
 }
 
-bool set_sni(session_t session, const char *hostname) {
+bool set_sni(session_t session, const char *hostname,
+                    bool verify_hostname) {
   if (!session || !hostname) { return false; }
   auto wsession = static_cast<impl::WolfSSLSession *>(session);
 
@@ -15748,18 +16119,15 @@ bool set_sni(session_t session, const char *hostname) {
     return false;
   }
 
-  // Also set hostname for verification
-  wolfSSL_check_domain_name(wsession->ssl, hostname);
+  // wolfSSL_check_domain_name binds identity checking to the handshake,
+  // separately from the SNI extension sent above; skip it when hostname
+  // verification is disabled so only the chain is checked, matching OpenSSL.
+  if (verify_hostname) { wolfSSL_check_domain_name(wsession->ssl, hostname); }
 
   wsession->hostname = hostname;
   return true;
 }
 
-bool set_hostname(session_t session, const char *hostname) {
-  // In wolfSSL, set_hostname also sets up hostname verification
-  return set_sni(session, hostname);
-}
-
 TlsError connect(session_t session) {
   TlsError err;
   if (!session) {
@@ -16705,6 +17073,24 @@ WebSocketClient::WebSocketClient(
   }
 }
 
+#ifdef CPPHTTPLIB_SSL_ENABLED
+WebSocketClient::WebSocketClient(
+    const std::string &scheme_host_port_path, const PemMemory &pem,
+    const Headers &headers)
+    : WebSocketClient(scheme_host_port_path, headers) {
+  // For ws:// URLs the client certificate is silently ignored, consistent
+  // with the TLS-only setters such as set_ca_cert_path().
+  if (is_valid_ && is_ssl_ && pem.cert_pem && pem.key_pem) {
+    if (!tls::set_client_cert_pem(tls_ctx_, pem.cert_pem, pem.key_pem,
+                                  pem.private_key_password)) {
+      tls::free_context(tls_ctx_);
+      tls_ctx_ = nullptr;
+      is_valid_ = false;
+    }
+  }
+}
+#endif
+
 WebSocketClient::~WebSocketClient() {
   shutdown_and_close();
 #ifdef CPPHTTPLIB_SSL_ENABLED
@@ -16739,21 +17125,33 @@ void WebSocketClient::shutdown_and_close() {
   }
 }
 
-bool WebSocketClient::create_stream(std::unique_ptr<Stream> &strm) {
+bool WebSocketClient::create_stream(std::unique_ptr<Stream> &strm,
+                                           Error &error, int &ssl_error,
+                                           uint64_t &ssl_backend_error) {
 #ifdef CPPHTTPLIB_SSL_ENABLED
   if (is_ssl_) {
+    // A plain flag rather than SSLClient::load_certs()'s call_once: connect()
+    // is not safe to call concurrently on one client to begin with, since
+    // nothing else here is guarded either.
     if (server_certificate_verification_ && !certs_loaded_) {
       uint64_t backend_error = 0;
-      detail::load_client_ca_config(tls_ctx_, ca_cert_file_path_, std::string(),
-                                    custom_ca_loaded_, system_ca_mode_,
-                                    backend_error);
+      detail::load_client_ca_config(tls_ctx_, ca_cert_file_path_,
+                                    ca_cert_dir_path_, custom_ca_loaded_,
+                                    system_ca_mode_, backend_error);
       certs_loaded_ = true;
     }
 
+    detail::ClientTlsSessionOptions options;
+    options.server_hostname_verification = server_hostname_verification_;
+
+    detail::ClientTlsSessionError tls_error;
     if (!detail::setup_client_tls_session(host_, tls_ctx_, tls_session_, sock_,
                                           server_certificate_verification_,
-                                          read_timeout_sec_,
-                                          read_timeout_usec_)) {
+                                          read_timeout_sec_, read_timeout_usec_,
+                                          &tls_error, options)) {
+      error = tls_error.error;
+      ssl_error = tls_error.ssl_error;
+      ssl_backend_error = tls_error.backend_error;
       return false;
     }
 
@@ -16762,6 +17160,10 @@ bool WebSocketClient::create_stream(std::unique_ptr<Stream> &strm) {
         write_timeout_sec_, write_timeout_usec_));
     return true;
   }
+#else
+  (void)error;
+  (void)ssl_error;
+  (void)ssl_backend_error;
 #endif
   strm = std::unique_ptr<Stream>(
       new detail::SocketStream(sock_, read_timeout_sec_, read_timeout_usec_,
@@ -16769,51 +17171,72 @@ bool WebSocketClient::create_stream(std::unique_ptr<Stream> &strm) {
   return true;
 }
 
-bool WebSocketClient::connect() {
-  if (!is_valid_) { return false; }
+void WebSocketClient::prepare_default_headers(Request &req) {
+#ifdef CPPHTTPLIB_SSL_ENABLED
+  auto is_ssl = is_ssl_;
+#else
+  auto is_ssl = false;
+#endif
+
+  if (!req.has_header("Host")) {
+    req.headers.emplace("Host", detail::make_default_host_header_value(
+                                    host_, port_, is_ssl, address_family_));
+  }
+
+  detail::add_default_user_agent_header(req);
+}
+
+Result WebSocketClient::connect() {
+  if (!is_valid_) { return Result{Error::Connection, -1, Headers{}}; }
   shutdown_and_close();
 
-  // Check is custom IP specified for host_
+  // Check is custom IP or hostname specified for host_
+  std::string connect_host;
   std::string ip;
-  auto it = addr_map_.find(host_);
-  if (it != addr_map_.end()) { ip = it->second; }
+  detail::apply_addr_map(addr_map_, host_, connect_host, ip);
 
-  Error error;
+  auto error = Error::Success;
   sock_ = detail::create_client_socket(
-      host_, ip, port_, address_family_, tcp_nodelay_, ipv6_v6only_,
+      connect_host, ip, port_, address_family_, tcp_nodelay_, ipv6_v6only_,
       socket_options_, connection_timeout_sec_, connection_timeout_usec_,
       read_timeout_sec_, read_timeout_usec_, write_timeout_sec_,
       write_timeout_usec_, interface_, error);
 
-  if (sock_ == INVALID_SOCKET) { return false; }
+  if (sock_ == INVALID_SOCKET) {
+    if (error == Error::Success) { error = Error::Connection; }
+    return Result{error, -1, Headers{}};
+  }
 
   std::unique_ptr<Stream> strm;
-  if (!create_stream(strm)) {
+  auto stream_error = Error::SSLConnection;
+  int ssl_error = 0;
+  uint64_t ssl_backend_error = 0;
+  if (!create_stream(strm, stream_error, ssl_error, ssl_backend_error)) {
     shutdown_and_close();
-    return false;
-  }
-
 #ifdef CPPHTTPLIB_SSL_ENABLED
-  auto is_ssl = is_ssl_;
+    return Result{stream_error, -1, Headers{}, ssl_error, ssl_backend_error};
 #else
-  auto is_ssl = false;
+    return Result{stream_error, -1, Headers{}};
 #endif
-
-  std::string selected_subprotocol;
-  if (!detail::perform_websocket_handshake(*strm, host_, port_, is_ssl, path_,
-                                           headers_, selected_subprotocol)) {
-    shutdown_and_close();
-    return false;
   }
-  subprotocol_ = std::move(selected_subprotocol);
 
   Request req;
   req.method = "GET";
   req.path = path_;
+  req.headers = headers_;
+  prepare_default_headers(req);
+
+  detail::WebSocketUpgradeResponse upgrade;
+  if (!detail::perform_websocket_handshake(*strm, req, upgrade)) {
+    shutdown_and_close();
+    return Result{upgrade.error, upgrade.status, std::move(upgrade.headers)};
+  }
+  subprotocol_ = std::move(upgrade.selected_subprotocol);
+
   ws_ = std::unique_ptr<WebSocket>(new WebSocket(std::move(strm), req, false,
                                                  websocket_ping_interval_sec_,
                                                  websocket_max_missed_pongs_));
-  return true;
+  return Result{Error::Success, upgrade.status, std::move(upgrade.headers)};
 }
 
 ReadResult WebSocketClient::read(std::string &msg) {
@@ -16888,8 +17311,11 @@ void WebSocketClient::set_hostname_addr_map(
 
 #ifdef CPPHTTPLIB_SSL_ENABLED
 
-void WebSocketClient::set_ca_cert_path(const std::string &path) {
-  ca_cert_file_path_ = path;
+void
+WebSocketClient::set_ca_cert_path(const std::string &ca_cert_file_path,
+                                  const std::string &ca_cert_dir_path) {
+  ca_cert_file_path_ = ca_cert_file_path;
+  ca_cert_dir_path_ = ca_cert_dir_path;
 }
 
 void WebSocketClient::set_ca_cert_store(tls::ca_store_t store) {
@@ -16915,6 +17341,10 @@ WebSocketClient::enable_server_certificate_verification(bool enabled) {
   server_certificate_verification_ = enabled;
 }
 
+void WebSocketClient::enable_server_hostname_verification(bool enabled) {
+  server_hostname_verification_ = enabled;
+}
+
 void WebSocketClient::enable_system_ca(bool enabled) {
   system_ca_mode_ = enabled ? SystemCAMode::Enabled : SystemCAMode::Disabled;
 }
diff --git a/vendor/cpp-httplib/httplib.h b/vendor/cpp-httplib/httplib.h
index 6df357d70..f82e58e49 100644
--- a/vendor/cpp-httplib/httplib.h
+++ b/vendor/cpp-httplib/httplib.h
@@ -8,8 +8,8 @@
 #ifndef CPPHTTPLIB_HTTPLIB_H
 #define CPPHTTPLIB_HTTPLIB_H
 
-#define CPPHTTPLIB_VERSION "0.51.0"
-#define CPPHTTPLIB_VERSION_NUM "0x003300"
+#define CPPHTTPLIB_VERSION "0.53.0"
+#define CPPHTTPLIB_VERSION_NUM "0x003500"
 
 #ifdef _WIN32
 #if defined(_WIN32_WINNT) && _WIN32_WINNT < 0x0A00
@@ -182,7 +182,7 @@
 #endif
 
 #ifndef CPPHTTPLIB_LISTEN_BACKLOG
-#define CPPHTTPLIB_LISTEN_BACKLOG 5
+#define CPPHTTPLIB_LISTEN_BACKLOG 128
 #endif
 
 #ifndef CPPHTTPLIB_MAX_LINE_LENGTH
@@ -321,6 +321,7 @@ using socket_t = int;
 #include <functional>
 #include <iomanip>
 #include <iostream>
+#include <iterator>
 #include <list>
 #include <map>
 #include <memory>
@@ -333,9 +334,11 @@ using socket_t = int;
 #include <sys/stat.h>
 #include <system_error>
 #include <thread>
+#include <type_traits>
 #include <unordered_map>
 #include <unordered_set>
 #include <utility>
+#include <vector>
 
 // On macOS with a TLS backend, enable Keychain root certificates by default
 // unless the user explicitly opts out. Not enabled on iOS/tvOS/watchOS since
@@ -968,11 +971,291 @@ enum StatusCode {
   NetworkAuthenticationRequired_511 = 511,
 };
 
+namespace detail {
+
+// A multimap that keeps its entries in the order they were inserted.
+//
+// HTTP needs that order in two places. RFC 9110 5.3 makes the order of header
+// fields sharing a field name significant and forbids a proxy from reordering
+// them, and a query string's parameters are meaningful in the order the caller
+// wrote them. Neither standard container expresses it: std::unordered_multimap
+// gives no ordering guarantee at all for equivalent keys (libstdc++ yields
+// reverse insertion order, libc++ insertion order), and std::multimap sorts by
+// key, which would drop control data such as Host behind whatever else the
+// message carries and alphabetise a query string.
+//
+// Entries are therefore kept in a flat vector, in order. Lookup is a linear
+// scan, which beats hashing for the handful of entries a message carries
+// (headers are capped at CPPHTTPLIB_HEADER_MAX_COUNT).
+//
+// KeyEqual compares keys; it is what makes Headers case-insensitive and
+// Params, whose parameter names are case-sensitive, not.
+template <typename Mapped, typename KeyEqual> class insertion_ordered_multimap {
+public:
+  using key_type = std::string;
+  using mapped_type = Mapped;
+  using value_type = std::pair<std::string, Mapped>;
+  using size_type = std::size_t;
+  using difference_type = std::ptrdiff_t;
+  using reference = value_type &;
+  using const_reference = const value_type &;
+
+private:
+  static size_type npos() { return static_cast<size_type>(-1); }
+
+  static bool keys_equal(const std::string &a, const std::string &b) {
+    return KeyEqual()(a, b);
+  }
+
+  // Iterating yields every entry in insertion order, but equal_range() and
+  // find() have to walk only the entries sharing one key, which are not
+  // adjacent. Both are the same iterator type: key_idx_ selects between the
+  // two traversals, and since equality compares only the position, an iterator
+  // restricted to one key still compares equal to end().
+  template <typename V> class iterator_t {
+  public:
+    using iterator_category = std::bidirectional_iterator_tag;
+    using value_type = insertion_ordered_multimap::value_type;
+    using difference_type = insertion_ordered_multimap::difference_type;
+    using pointer = V *;
+    using reference = V &;
+
+    iterator_t() : data_(nullptr), idx_(0), size_(0), key_idx_(npos()) {}
+
+    template <typename U,
+              typename std::enable_if<std::is_convertible<U *, V *>::value,
+                                      int>::type = 0>
+    iterator_t(const iterator_t<U> &rhs)
+        : data_(rhs.data_), idx_(rhs.idx_), size_(rhs.size_),
+          key_idx_(rhs.key_idx_) {}
+
+    reference operator*() const { return data_[idx_]; }
+    pointer operator->() const { return data_ + idx_; }
+
+    iterator_t &operator++() {
+      // Saturating, so that advancing past the last entry of a key (which
+      // get_multimap_value() does when asked for an out-of-range id) stays at
+      // end() instead of running off the container.
+      if (idx_ >= size_) { return *this; }
+      ++idx_;
+      if (key_idx_ != npos()) {
+        while (idx_ < size_ && !matches(idx_)) {
+          ++idx_;
+        }
+      }
+      return *this;
+    }
+
+    iterator_t operator++(int) {
+      auto tmp = *this;
+      ++*this;
+      return tmp;
+    }
+
+    iterator_t &operator--() {
+      if (idx_ == 0) { return *this; }
+      --idx_;
+      if (key_idx_ != npos()) {
+        while (idx_ > 0 && !matches(idx_)) {
+          --idx_;
+        }
+      }
+      return *this;
+    }
+
+    iterator_t operator--(int) {
+      auto tmp = *this;
+      --*this;
+      return tmp;
+    }
+
+    template <typename U> bool operator==(const iterator_t<U> &rhs) const {
+      return idx_ == rhs.idx_;
+    }
+
+    template <typename U> bool operator!=(const iterator_t<U> &rhs) const {
+      return idx_ != rhs.idx_;
+    }
+
+  private:
+    friend class insertion_ordered_multimap;
+    template <typename> friend class iterator_t;
+
+    iterator_t(V *data, size_type idx, size_type size, size_type key_idx)
+        : data_(data), idx_(idx), size_(size), key_idx_(key_idx) {}
+
+    bool matches(size_type i) const {
+      return keys_equal(data_[i].first, data_[key_idx_].first);
+    }
+
+    V *data_;
+    size_type idx_;
+    size_type size_;
+    size_type key_idx_;
+  };
+
+public:
+  using iterator = iterator_t<value_type>;
+  using const_iterator = iterator_t<const value_type>;
+
+  insertion_ordered_multimap() = default;
+  insertion_ordered_multimap(std::initializer_list<value_type> il)
+      : entries_(il) {}
+  template <typename InputIt>
+  insertion_ordered_multimap(InputIt first, InputIt last)
+      : entries_(first, last) {}
+
+  iterator begin() { return make_iter(0, npos()); }
+  iterator end() { return make_iter(entries_.size(), npos()); }
+  const_iterator begin() const { return make_citer(0, npos()); }
+  const_iterator end() const { return make_citer(entries_.size(), npos()); }
+  const_iterator cbegin() const { return begin(); }
+  const_iterator cend() const { return end(); }
+
+  bool empty() const { return entries_.empty(); }
+  size_type size() const { return entries_.size(); }
+  void clear() { entries_.clear(); }
+  void swap(insertion_ordered_multimap &rhs) { entries_.swap(rhs.entries_); }
+
+  iterator insert(const value_type &val) {
+    entries_.push_back(val);
+    return make_iter(entries_.size() - 1, npos());
+  }
+
+  iterator insert(value_type &&val) {
+    entries_.push_back(std::move(val));
+    return make_iter(entries_.size() - 1, npos());
+  }
+
+  template <typename... Args> iterator emplace(Args &&...args) {
+    entries_.emplace_back(std::forward<Args>(args)...);
+    return make_iter(entries_.size() - 1, npos());
+  }
+
+  // For entries that have to lead the message, such as the Host header field
+  // (RFC 9110 5.3 recommends sending control data first).
+  template <typename... Args> iterator emplace_front(Args &&...args) {
+    entries_.emplace(entries_.begin(), std::forward<Args>(args)...);
+    return make_iter(0, npos());
+  }
+
+  iterator find(const std::string &key) {
+    auto i = index_of(key);
+    return i == npos() ? end() : make_iter(i, i);
+  }
+
+  const_iterator find(const std::string &key) const {
+    auto i = index_of(key);
+    return i == npos() ? end() : make_citer(i, i);
+  }
+
+  size_type count(const std::string &key) const {
+    size_type n = 0;
+    for (const auto &entry : entries_) {
+      if (keys_equal(entry.first, key)) { n++; }
+    }
+    return n;
+  }
+
+  std::pair<iterator, iterator> equal_range(const std::string &key) {
+    auto i = index_of(key);
+    return i == npos() ? std::make_pair(end(), end())
+                       : std::make_pair(make_iter(i, i), end());
+  }
+
+  std::pair<const_iterator, const_iterator>
+  equal_range(const std::string &key) const {
+    auto i = index_of(key);
+    return i == npos() ? std::make_pair(end(), end())
+                       : std::make_pair(make_citer(i, i), end());
+  }
+
+  size_type erase(const std::string &key) {
+    auto before = entries_.size();
+    entries_.erase(std::remove_if(entries_.begin(), entries_.end(),
+                                  [&](const value_type &entry) {
+                                    return keys_equal(entry.first, key);
+                                  }),
+                   entries_.end());
+    return before - entries_.size();
+  }
+
+  iterator erase(const_iterator pos) {
+    entries_.erase(entries_.begin() + static_cast<difference_type>(pos.idx_));
+    return make_iter(pos.idx_, npos());
+  }
+
+  // Erases what iterating [first, last) would actually visit, so erasing an
+  // equal_range() removes only the entries with that key, not everything
+  // positioned between them.
+  iterator erase(const_iterator first, const_iterator last) {
+    auto from = first.idx_;
+    auto to = last.idx_;
+    if (from >= to) { return make_iter(from, npos()); }
+
+    auto begin_it = entries_.begin();
+    auto from_it = begin_it + static_cast<difference_type>(from);
+    auto to_it = begin_it + static_cast<difference_type>(to);
+
+    if (first.key_idx_ == npos()) {
+      entries_.erase(from_it, to_it);
+    } else {
+      auto key = entries_[first.key_idx_].first;
+      auto keep = from_it;
+      for (auto it = from_it; it != to_it; ++it) {
+        if (!keys_equal(it->first, key)) {
+          if (keep != it) { *keep = std::move(*it); }
+          ++keep;
+        }
+      }
+      if (keep != to_it) {
+        keep = std::move(to_it, entries_.end(), keep);
+      } else {
+        keep = entries_.end();
+      }
+      entries_.erase(keep, entries_.end());
+    }
+    return make_iter(from, npos());
+  }
+
+  friend bool operator==(const insertion_ordered_multimap &lhs,
+                         const insertion_ordered_multimap &rhs) {
+    return lhs.entries_ == rhs.entries_;
+  }
+
+  friend bool operator!=(const insertion_ordered_multimap &lhs,
+                         const insertion_ordered_multimap &rhs) {
+    return !(lhs == rhs);
+  }
+
+private:
+  size_type index_of(const std::string &key) const {
+    for (size_type i = 0; i < entries_.size(); i++) {
+      if (keys_equal(entries_[i].first, key)) { return i; }
+    }
+    return npos();
+  }
+
+  iterator make_iter(size_type idx, size_type key_idx) {
+    return iterator(entries_.data(), idx, entries_.size(), key_idx);
+  }
+
+  const_iterator make_citer(size_type idx, size_type key_idx) const {
+    return const_iterator(entries_.data(), idx, entries_.size(), key_idx);
+  }
+
+  std::vector<value_type> entries_;
+};
+
+} // namespace detail
+
 using Headers =
-    std::unordered_multimap<std::string, std::string, detail::case_ignore::hash,
-                            detail::case_ignore::equal_to>;
+    detail::insertion_ordered_multimap<std::string,
+                                       detail::case_ignore::equal_to>;
 
-using Params = std::multimap<std::string, std::string>;
+// Query parameter names are case-sensitive, unlike header field names.
+using Params =
+    detail::insertion_ordered_multimap<std::string, std::equal_to<std::string>>;
 using Match = std::smatch;
 
 using DownloadProgress = std::function<bool(size_t current, size_t total)>;
@@ -1079,9 +1362,16 @@ struct FormField {
   std::string content;
   Headers headers;
 };
-using FormFields = std::multimap<std::string, FormField>;
+// RFC 7578 5.2: a form processor "SHOULD send back results in order" and
+// "Intermediaries MUST NOT reorder the results", so a handler walking these
+// should see the parts as they were sent. A std::multimap sorts by field name
+// and loses that. Field names are case-sensitive, hence std::equal_to rather
+// than the case-insensitive predicate Headers uses.
+using FormFields =
+    detail::insertion_ordered_multimap<FormField, std::equal_to<std::string>>;
 
-using FormFiles = std::multimap<std::string, FormData>;
+using FormFiles =
+    detail::insertion_ordered_multimap<FormData, std::equal_to<std::string>>;
 
 struct MultipartFormData {
   FormFields fields; // Text fields from multipart
@@ -1514,6 +1804,8 @@ enum class Error {
   UnsupportedAddressFamily,
   HTTPParsing,
   InvalidRangeHeader,
+  UnsupportedContentEncoding,
+  WebSocketHandshake,
 
   // For internal use only
   SSLPeerCouldBeClosed_,
@@ -1545,6 +1837,18 @@ public:
     (void)usec;
   }
 
+  // Bytes already pulled off the socket and sitting in this stream's own
+  // buffer. Exposing them lets a line reader scan for a terminator in one
+  // pass instead of asking for a byte at a time. A stream that does no
+  // buffering of its own reports none, and readers fall back to read().
+  virtual const char *buffered_data(size_t &size) const {
+    size = 0;
+    return nullptr;
+  }
+
+  // Discards `size` bytes previously returned by buffered_data().
+  virtual void consume_buffered(size_t size) { (void)size; }
+
   ssize_t write(const char *ptr);
   ssize_t write(const std::string &s);
 
@@ -2452,7 +2756,8 @@ protected:
   std::thread::id socket_requests_are_from_thread_ = std::thread::id();
   bool socket_should_be_closed_when_request_is_done_ = false;
 
-  // Hostname-IP map
+  // Hostname to connection target map. The value is an IP literal or another
+  // hostname; only the connection target changes, never the identity.
   std::map<std::string, std::string> addr_map_;
 
   // Default headers
@@ -2929,8 +3234,6 @@ private:
   // Used to keep custom CA configuration exclusive with system CA loading.
   bool ca_cert_store_set_ = false;
 
-  long verify_result_ = 0;
-
   std::function<SSLVerifierResponse(tls::session_t)> session_verifier_;
 
 #ifdef CPPHTTPLIB_WINDOWS_AUTOMATIC_ROOT_CERTIFICATES_UPDATE
@@ -3154,6 +3457,10 @@ private:
 std::string make_host_and_port_string(const std::string &host, int port,
                                       bool is_ssl);
 
+template <typename T>
+bool check_and_write_headers(Stream &strm, Headers &headers, T header_writer,
+                             Error &error);
+
 std::string trim_copy(const std::string &s);
 
 void divide(
@@ -3364,6 +3671,7 @@ public:
 
 private:
   void append(char c);
+  void append(const char *data, size_t size);
 
   Stream &strm_;
   char *fixed_buffer_;
@@ -3895,6 +4203,50 @@ enum class CloseStatus : uint16_t {
 
 enum ReadResult : int { Fail = 0, Text = 1, Binary = 2 };
 
+// Result of WebSocketClient::connect(). Truthy only when the WebSocket
+// upgrade handshake fully succeeded. On failure error() identifies the
+// failing layer; status()/headers() expose the server's upgrade response
+// when one was received (status() is -1 otherwise).
+class Result {
+public:
+  Result() = default;
+  Result(Error err, int status, Headers &&headers)
+      : err_(err), status_(status), headers_(std::move(headers)) {}
+
+  explicit operator bool() const { return err_ == Error::Success; }
+  Error error() const { return err_; }
+
+  // Upgrade response info
+  int status() const { return status_; }
+  const Headers &headers() const { return headers_; }
+  std::string get_header_value(const std::string &key,
+                               const char *def = "") const {
+    return detail::get_header_value(headers_, key, def, 0);
+  }
+  bool has_header(const std::string &key) const {
+    return headers_.find(key) != headers_.end();
+  }
+
+#ifdef CPPHTTPLIB_SSL_ENABLED
+  Result(Error err, int status, Headers &&headers, int ssl_error,
+         uint64_t ssl_backend_error)
+      : err_(err), status_(status), headers_(std::move(headers)),
+        ssl_error_(ssl_error), ssl_backend_error_(ssl_backend_error) {}
+
+  int ssl_error() const { return ssl_error_; }
+  uint64_t ssl_backend_error() const { return ssl_backend_error_; }
+#endif
+
+private:
+  Error err_ = Error::Unknown; // a default-constructed Result is falsy
+  int status_ = -1;
+  Headers headers_;
+#ifdef CPPHTTPLIB_SSL_ENABLED
+  int ssl_error_ = 0;
+  uint64_t ssl_backend_error_ = 0;
+#endif
+};
+
 class WebSocket {
 public:
   WebSocket(const WebSocket &) = delete;
@@ -3961,7 +4313,7 @@ public:
 
   bool is_valid() const;
 
-  bool connect();
+  Result connect();
   ReadResult read(std::string &msg);
   bool send(const std::string &data);
   bool send(const char *data, size_t len);
@@ -3970,28 +4322,53 @@ public:
   bool is_open() const;
   const std::string &subprotocol() const;
   void set_read_timeout(time_t sec, time_t usec = 0);
+  template <class Rep, class Period>
+  void set_read_timeout(const std::chrono::duration<Rep, Period> &duration);
+
   void set_write_timeout(time_t sec, time_t usec = 0);
+  template <class Rep, class Period>
+  void set_write_timeout(const std::chrono::duration<Rep, Period> &duration);
+
   void set_websocket_ping_interval(time_t sec);
   void set_websocket_max_missed_pongs(int count);
   void set_tcp_nodelay(bool on);
   void set_address_family(int family);
   void set_ipv6_v6only(bool on);
   void set_socket_options(SocketOptions socket_options);
+
   void set_connection_timeout(time_t sec, time_t usec = 0);
+  template <class Rep, class Period>
+  void
+  set_connection_timeout(const std::chrono::duration<Rep, Period> &duration);
+
   void set_interface(const std::string &intf);
   void set_hostname_addr_map(std::map<std::string, std::string> addr_map);
 
 #ifdef CPPHTTPLIB_SSL_ENABLED
-  void set_ca_cert_path(const std::string &path);
+  struct PemMemory {
+    const char *cert_pem;
+    size_t cert_pem_len;
+    const char *key_pem;
+    size_t key_pem_len;
+    const char *private_key_password;
+  };
+  explicit WebSocketClient(const std::string &scheme_host_port_path,
+                           const PemMemory &pem, const Headers &headers = {});
+
+  void set_ca_cert_path(const std::string &ca_cert_file_path,
+                        const std::string &ca_cert_dir_path = std::string());
   void set_ca_cert_store(tls::ca_store_t store);
   void load_ca_cert_store(const char *ca_cert, std::size_t size);
   void enable_server_certificate_verification(bool enabled);
+  void enable_server_hostname_verification(bool enabled);
   void enable_system_ca(bool enabled);
 #endif
 
 private:
   void shutdown_and_close();
-  bool create_stream(std::unique_ptr<Stream> &strm);
+  bool create_stream(std::unique_ptr<Stream> &strm, Error &error,
+                     int &ssl_error, uint64_t &ssl_backend_error);
+  void prepare_default_headers(Request &req);
 
   std::string host_;
   int port_;
@@ -4016,7 +4393,8 @@ private:
   time_t connection_timeout_usec_ = CPPHTTPLIB_CONNECTION_TIMEOUT_USECOND;
   std::string interface_;
 
-  // Hostname-IP map
+  // Hostname to connection target map. The value is an IP literal or another
+  // hostname; only the connection target changes, never the identity.
   std::map<std::string, std::string> addr_map_;
 
 #ifdef CPPHTTPLIB_SSL_ENABLED
@@ -4024,13 +4402,37 @@ private:
   tls::ctx_t tls_ctx_ = nullptr;
   tls::session_t tls_session_ = nullptr;
   std::string ca_cert_file_path_;
+  std::string ca_cert_dir_path_;
   bool custom_ca_loaded_ = false;
   bool certs_loaded_ = false;
   SystemCAMode system_ca_mode_ = SystemCAMode::Auto;
   bool server_certificate_verification_ = true;
+  bool server_hostname_verification_ = true;
 #endif
 };
 
+template <class Rep, class Period>
+inline void WebSocketClient::set_read_timeout(
+    const std::chrono::duration<Rep, Period> &duration) {
+  detail::duration_to_sec_and_usec(
+      duration, [&](time_t sec, time_t usec) { set_read_timeout(sec, usec); });
+}
+
+template <class Rep, class Period>
+inline void WebSocketClient::set_write_timeout(
+    const std::chrono::duration<Rep, Period> &duration) {
+  detail::duration_to_sec_and_usec(
+      duration, [&](time_t sec, time_t usec) { set_write_timeout(sec, usec); });
+}
+
+template <class Rep, class Period>
+inline void WebSocketClient::set_connection_timeout(
+    const std::chrono::duration<Rep, Period> &duration) {
+  detail::duration_to_sec_and_usec(duration, [&](time_t sec, time_t usec) {
+    set_connection_timeout(sec, usec);
+  });
+}
+
 namespace impl {
 
 bool is_valid_utf8(const std::string &s);
diff --git a/vendor/sheredom/subprocess.h b/vendor/sheredom/subprocess.h
index 5e809023a..c3af8a498 100644
--- a/vendor/sheredom/subprocess.h
+++ b/vendor/sheredom/subprocess.h
@@ -107,7 +107,8 @@ enum subprocess_error_e {
   subprocess_error_permission_denied = -5,
   subprocess_error_no_memory = -6,
   subprocess_error_pipe = -7,
-  subprocess_error_spawn = -8
+  subprocess_error_spawn = -8,
+  subprocess_error_not_supported = -9
 };
 
 #if defined(__cplusplus)
@@ -274,6 +275,39 @@ subprocess_weak int subprocess_alive(struct subprocess_s *const process);
 #include <unistd.h>
 #endif
 
+/* Whether subprocess_create_ex can honour process_cwd. glibc only gained
+   posix_spawn_file_actions_addchdir_np in 2.29, and macOS in 10.15; the SDKs
+   mark it unavailable on iOS, tvOS and watchOS, where the undefined version
+   macro folds to 0 and so answers correctly. Define this yourself to override
+   the detection, for instance on musl older than 1.1.24. */
+#if !defined(SUBPROCESS_HAVE_CWD)
+#if defined(__GLIBC__)
+#if __GLIBC_PREREQ(2, 29)
+#define SUBPROCESS_HAVE_CWD 1
+#else
+#define SUBPROCESS_HAVE_CWD 0
+#endif
+#elif defined(__APPLE__) && MAC_OS_X_VERSION_MIN_REQUIRED < 101500
+#define SUBPROCESS_HAVE_CWD 0
+#else
+#define SUBPROCESS_HAVE_CWD 1
+#endif
+#endif
+
+/* Whether posix_spawn reports a failed exec back to the caller. glibc only
+   started doing so in 2.24; before that the child silently exits with 127. */
+#if !defined(SUBPROCESS_SPAWN_REPORTS_EXEC_ERRORS)
+#if defined(__GLIBC__)
+#if __GLIBC_PREREQ(2, 24)
+#define SUBPROCESS_SPAWN_REPORTS_EXEC_ERRORS 1
+#else
+#define SUBPROCESS_SPAWN_REPORTS_EXEC_ERRORS 0
+#endif
+#else
+#define SUBPROCESS_SPAWN_REPORTS_EXEC_ERRORS 1
+#endif
+#endif
+
 #if defined(_WIN32)
 
 #include <wchar.h>
@@ -539,6 +573,8 @@ int subprocess_error_from_errno(int error) {
   case ENFILE:
   case ENOMEM:
     return subprocess_error_no_memory;
+  case ENOSYS:
+    return subprocess_error_not_supported;
   default:
     return subprocess_error_unknown;
   }
@@ -653,6 +689,7 @@ int subprocess_create_ex(const char *const commandLine[], int options,
   int wide_len;
   int i, j;
   int need_quoting;
+  subprocess_size_t bs_run;
   unsigned long flags = 0;
   unsigned long last_error = 0;
   int result = subprocess_error_unknown;
@@ -906,25 +943,29 @@ int subprocess_create_ex(const char *const commandLine[], int options,
     len++;
 
     // Quote the argument if it has a space in it
-    if (strpbrk(commandLine[i], "\t\v ") != SUBPROCESS_NULL ||
-        commandLine[i][0] == SUBPROCESS_NULL)
+    need_quoting = strpbrk(commandLine[i], "\t\v ") != SUBPROCESS_NULL ||
+                   commandLine[i][0] == SUBPROCESS_NULL;
+    if (need_quoting)
       len += 2;
 
+    bs_run = 0;
     for (j = 0; '\0' != commandLine[i][j]; j++) {
-      switch (commandLine[i][j]) {
-      default:
-        break;
-      case '\\':
-        if (commandLine[i][j + 1] == '"') {
-          len++;
-        }
+      len++;
 
-        break;
-      case '"':
-        len++;
-        break;
+      if ('\\' == commandLine[i][j]) {
+        bs_run++;
+      } else {
+        if ('"' == commandLine[i][j]) {
+          // Duplicate the preceding run and escape the quote.
+          len += bs_run + 1;
+        }
+        bs_run = 0;
       }
-      len++;
+    }
+
+    if (need_quoting) {
+      // Duplicate trailing slashes before the generated closing quote.
+      len += bs_run;
     }
   }
 
@@ -949,22 +990,29 @@ int subprocess_create_ex(const char *const commandLine[], int options,
       commandLineCombined[len++] = '"';
     }
 
-    for (j = 0; '\0' != commandLine[i][j]; j++) {
-      switch (commandLine[i][j]) {
-      default:
-        break;
-      case '\\':
-        if (commandLine[i][j + 1] == '"') {
-          commandLineCombined[len++] = '\\';
-        }
+    for (j = 0; '\0' != commandLine[i][j];) {
+      bs_run = 0;
+      while ('\\' == commandLine[i][j]) {
+        bs_run++;
+        j++;
+      }
+
+      if ('"' == commandLine[i][j]) {
+        // 2n + 1 slashes preserve n slashes and escape the quote.
+        bs_run = (bs_run * 2) + 1;
+      } else if ('\0' == commandLine[i][j] && need_quoting) {
+        // 2n slashes preserve n slashes before the closing quote.
+        bs_run *= 2;
+      }
 
-        break;
-      case '"':
+      while (bs_run > 0) {
         commandLineCombined[len++] = '\\';
-        break;
+        bs_run--;
       }
 
-      commandLineCombined[len++] = commandLine[i][j];
+      if ('\0' != commandLine[i][j]) {
+        commandLineCombined[len++] = commandLine[i][j++];
+      }
     }
     if (need_quoting) {
       commandLineCombined[len++] = '"';
@@ -1205,8 +1253,10 @@ cleanup:
 
   // Set working directory
   if (process_cwd) {
-#if defined(__APPLE__) && MAC_OS_X_VERSION_MIN_REQUIRED >= 260000
+#if defined(__NetBSD__) || (defined(__APPLE__) && MAC_OS_X_VERSION_MIN_REQUIRED >= 260000)
     posix_error = posix_spawn_file_actions_addchdir(&actions, process_cwd);
+#elif !SUBPROCESS_HAVE_CWD
+    posix_error = ENOSYS;
 #else
 #if defined(__APPLE__) && defined(__clang__)
 #pragma clang diagnostic push
@@ -1329,6 +1379,17 @@ cleanup:
       goto cleanup;
     }
   } else {
+#if !SUBPROCESS_SPAWN_REPORTS_EXEC_ERRORS
+    /* posix_spawn cannot tell us the exec failed, so check up front */
+    if (0 != access(commandLine[0], X_OK)) {
+      saved_errno = errno;
+      result = subprocess_error_from_errno(saved_errno);
+      if (subprocess_error_unknown == result) {
+        result = subprocess_error_spawn;
+      }
+      goto cleanup;
+    }
+#endif
     posix_error = posix_spawn(&child, commandLine[0], &actions,
                               SUBPROCESS_NULL,
                               SUBPROCESS_CONST_CAST(char *const *, commandLine),