added config

models/2024-03-01T23-15-36-project.yaml

@@ -0,0 +1,90 @@
+model:
+  base_learning_rate: 5.0e-06
+  target: ldm.models.diffusion.ddpm.LatentDiffusion
+  project: Fish-Diffusion
+  params:
+    linear_start: 0.0015
+    linear_end: 0.0195
+    num_timesteps_cond: 1
+    log_every_t: 200
+    timesteps: 1000
+    first_stage_key: image
+    cond_stage_key: class_label
+    image_size: 64
+    channels: 3
+    cond_stage_trainable: true
+    conditioning_key: crossattn
+    monitor: val/loss_simple_ema
+    unet_config:
+      target: ldm.modules.diffusionmodules.openaimodel.UNetModel
+      params:
+        image_size: 64
+        in_channels: 3
+        out_channels: 3
+        model_channels: 224
+        attention_resolutions:
+        - 8
+        - 4
+        - 2
+        num_res_blocks: 2
+        channel_mult:
+        - 1
+        - 2
+        - 3
+        - 4
+        num_head_channels: 32
+        use_spatial_transformer: true
+        transformer_depth: 1
+        context_dim: 512
+    first_stage_config:
+      target: ldm.models.autoencoder.VQModelInterface
+      params:
+        embed_dim: 3
+        n_embed: 8192
+        ckpt_path: /fastscratch/mridul/new_diffusion_models/ldm/vq-base/2023-11-07T15-07-37_VQ_f4_org/checkpoints/epoch=000371.ckpt
+        ddconfig:
+          double_z: false
+          z_channels: 3
+          resolution: 256
+          in_channels: 3
+          out_ch: 3
+          ch: 128
+          ch_mult:
+          - 1
+          - 2
+          - 4
+          num_res_blocks: 2
+          attn_resolutions: []
+          dropout: 0.0
+        lossconfig:
+          target: torch.nn.Identity
+    cond_stage_config:
+      target: ldm.modules.encoders.modules.HeirClassEmbedder
+      params:
+        n_classes:
+        - 3
+        - 6
+        - 9
+        - 38
+        embed_dim: 512
+        key: class_to_node
+data:
+  target: main.DataModuleFromConfig
+  params:
+    batch_size: 8
+    num_workers: 8
+    wrap: true
+    train:
+      target: ldm.data.custom.CustomTrain
+      params:
+        training_images_list_file: /fastscratch/elhamod/data/Fish/fish_train.txt
+        size: 256
+        add_labels: true
+        class_to_node: /fastscratch/mridul/fishes/class_to_ancestral_label.pkl
+    validation:
+      target: ldm.data.custom.CustomTest
+      params:
+        test_images_list_file: /fastscratch/elhamod/data/Fish/fish_test.txt
+        size: 256
+        add_labels: true
+        class_to_node: /fastscratch/mridul/fishes/class_to_ancestral_label.pkl