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- .gitattributes +1 -0
- LICENSES.csv +0 -0
- README.md +82 -125
- index.jsonl +0 -0
- repos/09Catho__Sieve.tar +3 -0
- repos/AiEmStylix__crane.tar +3 -0
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- repos/Jscina__wordle_warlord.tar +3 -0
- repos/Lexmata__llama-gguf.tar +3 -0
- repos/MSILycanthropy__sigmabox.tar +2 -2
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- repos/yansircc__worktree.tar +3 -0
.gitattributes
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@@ -58,3 +58,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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index.jsonl filter=lfs diff=lfs merge=lfs -text
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LICENSES.csv
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README.md
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@@ -18,27 +18,23 @@ size_categories:
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# Assemblage-Rust
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-
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metadata, the **source tree it was compiled from**, and, for a subset, compiler
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intermediate representations.
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-
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Produced by [Assemblage](https://arxiv.org/abs/2405.03991), a distributed
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binary-corpus generator, a cite would be greatly appreciated.
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## Layout
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-
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-
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-
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stream a single repository without fetching the rest.
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```
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repos/{owner}__{project}.tar builds: binaries, metadata, IR
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@@ -48,9 +44,7 @@ index.jsonl one line per build: dir, tar, repo_url, commit, license, size
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LICENSES.csv build directory -> repo URL, commit, license
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```
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-
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`sources/X.tar.gz` — no lookup table needed for the common case.
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-
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Each tar expands to one directory per build:
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```
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@@ -61,43 +55,27 @@ Each tar expands to one directory per build:
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└── export.json provenance, license, byte counts
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```
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-
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-
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~31 GiB, one per repository, at the single commit recorded in `index.jsonl`. They
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are the builder's own `git clone --recursive` snapshot, captured **before** the
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build ran, so they contain no `target/` directory and no build output. `.git` is
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included, so history and the exact tree hash are recoverable.
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-
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This matters because the alternative is depending on GitHub: a repository that is
|
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deleted, made private or force-pushed after collection would otherwise leave its
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binaries permanently unaccompanied, with DWARF naming `source_file` paths nothing
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could resolve. Source correspondence is a property of the release, not of an
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upstream that may not survive it.
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```bash
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-
#
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huggingface-cli download changliu8541/assemblage-rust \
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-
repos/tokio-rs__tokio.tar -
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tar xf repos/tokio-rs__tokio.tar
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# fetch the matching source tree
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huggingface-cli download changliu8541/assemblage-rust \
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sources/tokio-rs__tokio.tar.gz --repo-type dataset --local-dir .
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mkdir -p src-tokio && tar xzf sources/tokio-rs__tokio.tar.gz -C src-tokio
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-
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# read a binary and its metadata
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| 93 |
zstd -d */binaries/mytool.zst -o mytool
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zstd -dc */metadata/assemblage_meta.json.zst | jq .
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# resolve a DWARF source_file against the shipped tree
|
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-
zstd -dc */metadata/assemblage_meta.json.zst \
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-
| jq -r '.Binary_info_list[0].functions[] | select(.origin=="in_repo") | .source_file' \
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-
| sort -u | head
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-
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# find builds without downloading anything
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jq -r 'select(.license=="MIT License" and .has_ir) | .tar' index.jsonl | sort -u
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```
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@@ -106,108 +84,87 @@ jq -r 'select(.license=="MIT License" and .has_ir) | .tar' index.jsonl | sort -u
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| dimension | values |
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|---|---|
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-
| codegen backend | `llvm` (
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-
| build mode | `RelWithDebInfo` (
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-
| optimization | `O2` (
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Toolchain: `nightly-2026-06-15`, symbol mangling `v0`, `x86_64-unknown-linux-gnu`.
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-
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-
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-
only for the LLVM `RelWithDebInfo` tiers and scoped to repository crates rather
|
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than dependencies.
|
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-
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## Metadata
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`assemblage_meta.json` records, per binary, every function recovered from DWARF:
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-
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-
```
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-
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-
"function_name": "_RINvNtCs...", // mangled
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"demangled_name": "core::ptr::drop_glue::<...>",
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-
"source_file": "src/engine.rs",
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-
"function_info": [{"rva_start": "...", "rva_end": "..."}],
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-
"lines": [{"line_number": 42, "rva": "...", "length": 10}],
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"origin": "in_repo | dependency | stdlib | other"
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-
}
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-
```
|
| 133 |
|
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## Known limitations
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-
Please read these
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-
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-
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-
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-
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-
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-
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-
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-
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| 146 |
-
symbols survive in `.symtab`; most DWARF present belongs to the precompiled
|
| 147 |
-
standard library. Filter on `origin`.
|
| 148 |
4. **The `gcc` (cg_gcc) backend is a name/address corpus.** Mangling and symbol
|
| 149 |
-
tables are sound, but
|
| 150 |
-
|
| 151 |
-
5. **`origin: in_repo` is under-assigned
|
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-
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-
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-
6. **
|
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-
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-
`.
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-
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## Licensing and attribution
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| 160 |
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-
Every repository
|
| 162 |
-
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(GPL/AGPL/LGPL/MPL/EPL/EUPL) and unidentified-license repositories
|
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**excluded**
|
| 165 |
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| license | builds |
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|---|---|
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-
| MIT |
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| 169 |
-
| Apache-2.0 |
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-
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-
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| BSD-2-Clause |
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-
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| ISC |
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-
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-
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-
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-
| BSL-1.0 |
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| Artistic-2.0 | 4 |
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-
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-
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-
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-
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-
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-
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-
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-
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headers — travel **with** the data rather than only being pointed at, which is
|
| 189 |
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the condition those licenses actually ask for. The recorded URL and commit
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identify the upstream each one came from.
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-
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Note that the shipped trees include `.git`, so they also carry commit history and
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its author names and email addresses, as published by those repositories on
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GitHub.
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If you are an author of an included repository and want it removed, open a
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| 197 |
discussion on this dataset and it will be taken out.
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## Citation
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| 200 |
|
| 201 |
-
If you find this dataset useful, please consider citing our paper:
|
| 202 |
-
[Assemblage: Automatic Binary Dataset Construction for Machine Learning](https://arxiv.org/abs/2405.03991).
|
| 203 |
-
|
| 204 |
```bibtex
|
| 205 |
-
@
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| 206 |
title={Assemblage: Automatic Binary Dataset Construction for Machine Learning},
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-
author={Liu, Chang and
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-
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-
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journal={arXiv preprint arXiv:2405.03991},
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year={2024}
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}
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```
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# Assemblage-Rust
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| 20 |
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+
**127,165 compiled Rust binaries** from **77,004 builds** of **10,766 permissively
|
| 22 |
+
licensed GitHub repositories** — each paired with DWARF-derived function and line
|
| 23 |
+
metadata, the source tree it was compiled from, and, for a subset, compiler IR.
|
| 24 |
|
| 25 |
+
Every repository is built across a matrix of codegen backends, build modes and
|
| 26 |
+
optimization levels, so the same source appears many times under different
|
| 27 |
+
compilation settings. That is the point: it supports studying how compilation
|
| 28 |
+
choices affect the resulting binary.
|
| 29 |
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| 30 |
+
**Unprocessed.** Raw build outputs, filtered only by license — not cleaned,
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+
deduplicated or curated. Produced by [Assemblage](https://arxiv.org/abs/2405.03991).
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## Layout
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| 34 |
|
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+
One uncompressed tar per repository (~150 MB average). Everything inside is
|
| 36 |
+
already compressed — `zstd` for binaries and metadata, `gzip` for IR — so the tar
|
| 37 |
+
is pure container and you can stream one repository without fetching the rest.
|
|
|
|
| 38 |
|
| 39 |
```
|
| 40 |
repos/{owner}__{project}.tar builds: binaries, metadata, IR
|
|
|
|
| 44 |
LICENSES.csv build directory -> repo URL, commit, license
|
| 45 |
```
|
| 46 |
|
| 47 |
+
`repos/X.tar` pairs with `sources/X.tar.gz` — same slug, no lookup table needed.
|
|
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|
| 48 |
Each tar expands to one directory per build:
|
| 49 |
|
| 50 |
```
|
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|
| 55 |
└── export.json provenance, license, byte counts
|
| 56 |
```
|
| 57 |
|
| 58 |
+
Build mode is in the directory name because `Debug`, `RelWithDebInfo` and
|
| 59 |
+
`Release` of the same commit are distinct binaries.
|
| 60 |
|
| 61 |
+
`sources/` ships the builder's own `git clone --recursive` snapshot, captured
|
| 62 |
+
**before** the build ran — no `target/`, and `.git` included, so history and the
|
| 63 |
+
exact tree hash are recoverable. Source correspondence is a property of the
|
| 64 |
+
release, not of an upstream that may be deleted or force-pushed later.
|
| 65 |
|
| 66 |
+
## Quickstart
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|
| 67 |
|
| 68 |
```bash
|
| 69 |
+
# one repository's builds + its source tree
|
| 70 |
huggingface-cli download changliu8541/assemblage-rust \
|
| 71 |
+
repos/tokio-rs__tokio.tar sources/tokio-rs__tokio.tar.gz \
|
| 72 |
+
--repo-type dataset --local-dir .
|
| 73 |
tar xf repos/tokio-rs__tokio.tar
|
| 74 |
+
mkdir -p src && tar xzf sources/tokio-rs__tokio.tar.gz -C src
|
| 75 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 76 |
zstd -d */binaries/mytool.zst -o mytool
|
| 77 |
zstd -dc */metadata/assemblage_meta.json.zst | jq .
|
| 78 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 79 |
# find builds without downloading anything
|
| 80 |
jq -r 'select(.license=="MIT License" and .has_ir) | .tar' index.jsonl | sort -u
|
| 81 |
```
|
|
|
|
| 84 |
|
| 85 |
| dimension | values |
|
| 86 |
|---|---|
|
| 87 |
+
| codegen backend | `llvm` (50,765) · `gcc` (16,064) · `cranelift` (10,175) |
|
| 88 |
+
| build mode | `RelWithDebInfo` (43,862) · `Release` (25,716) · `Debug` (7,426) |
|
| 89 |
+
| optimization | `O2` (20,143) · `O0` (14,825) · `Os` (12,474) · `O3` (11,512) · `Oz` (9,677) · `O1` (8,373) |
|
| 90 |
|
| 91 |
Toolchain: `nightly-2026-06-15`, symbol mangling `v0`, `x86_64-unknown-linux-gnu`.
|
| 92 |
+
**17,174 builds carry IR dumps** (`llvm-ir`, `mir`, `hir`, `thir`, `asm`), emitted
|
| 93 |
+
only for the LLVM `RelWithDebInfo` tiers and scoped to repository crates.
|
|
|
|
|
|
|
|
|
|
|
|
|
| 94 |
|
| 95 |
`assemblage_meta.json` records, per binary, every function recovered from DWARF:
|
| 96 |
+
`function_name` (mangled), `demangled_name`, `source_file`, `function_info`
|
| 97 |
+
(RVA ranges), `lines` (line -> RVA), and `origin` ∈ `in_repo | dependency |
|
| 98 |
+
stdlib | other`.
|
|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
| 99 |
|
| 100 |
## Known limitations
|
| 101 |
|
| 102 |
+
Please read these — they are properties of the data, not bugs to work around.
|
| 103 |
+
|
| 104 |
+
1. **~26% of builds with binaries have empty or partial function metadata.** DWARF
|
| 105 |
+
extraction runs under a wall-clock budget; over budget, the binary still ships
|
| 106 |
+
but its `Binary_info_list` entry is dropped. Check its length first.
|
| 107 |
+
2. **Lib-only crates produce metadata but no binaries** — 17,891 builds (23%) are
|
| 108 |
+
metadata-only.
|
| 109 |
+
3. **`Release` binaries carry little repository DWARF by design.** Repo symbols
|
| 110 |
+
survive in `.symtab`; most DWARF present belongs to the precompiled stdlib.
|
| 111 |
+
Filter on `origin`.
|
|
|
|
|
|
|
| 112 |
4. **The `gcc` (cg_gcc) backend is a name/address corpus.** Mangling and symbol
|
| 113 |
+
tables are sound, but repo-level `source_file` and line info is largely absent
|
| 114 |
+
and stdlib paths are recorded relative.
|
| 115 |
+
5. **`origin: in_repo` is under-assigned** — paths resolve against the clone dir at
|
| 116 |
+
extraction time, so workspace-relative paths can fall through to `other`. Treat
|
| 117 |
+
it as a lower bound.
|
| 118 |
+
6. **IR builds were compiled with `--emit`,** which repartitions codegen units.
|
| 119 |
+
`.text` differs from a non-IR build of the same commit; symbols, `.rodata`,
|
| 120 |
+
`.data` and `.eh_frame` are byte-identical. DWARF and RVAs come from the
|
| 121 |
+
published binary and are self-consistent.
|
| 122 |
+
7. **Binaries over 1 GiB uncompressed are excluded** — 317 of them, dominated by
|
| 123 |
+
cranelift debug info. The build, its metadata and IR are still present.
|
| 124 |
|
| 125 |
## Licensing and attribution
|
| 126 |
|
| 127 |
+
Every repository carries an OSI-recognized permissive license, verified by
|
| 128 |
+
database join against the scraper's license records. Copyleft
|
| 129 |
+
(GPL/AGPL/LGPL/MPL/EPL/EUPL) and unidentified-license repositories are
|
| 130 |
+
**excluded**.
|
| 131 |
|
| 132 |
| license | builds |
|
| 133 |
|---|---|
|
| 134 |
+
| MIT | 55,324 |
|
| 135 |
+
| Apache-2.0 | 18,548 |
|
| 136 |
+
| Unlicense | 926 |
|
| 137 |
+
| BSD-3-Clause | 902 |
|
| 138 |
+
| BSD-2-Clause | 348 |
|
| 139 |
+
| CC0-1.0 | 302 |
|
| 140 |
+
| ISC | 190 |
|
| 141 |
+
| 0BSD | 186 |
|
| 142 |
+
| WTFPL | 133 |
|
| 143 |
+
| Blue Oak 1.0.0 | 62 |
|
| 144 |
+
| BSL-1.0 | 45 |
|
| 145 |
+
| MIT-0 | 28 |
|
| 146 |
+
| Zlib | 6 |
|
| 147 |
| Artistic-2.0 | 4 |
|
| 148 |
+
|
| 149 |
+
`LICENSES.csv` maps every build directory to its upstream URL, commit and license;
|
| 150 |
+
the same fields appear in each `export.json` and in `sources/manifest.json`. MIT,
|
| 151 |
+
BSD and Apache-2.0 require that copyright and license notices accompany
|
| 152 |
+
redistribution — because `sources/` ships each tree verbatim, those notices travel
|
| 153 |
+
**with** the data rather than only being pointed at. Shipped trees include `.git`,
|
| 154 |
+
so they also carry commit history and its author names and emails, as published by
|
| 155 |
+
those repositories on GitHub.
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|
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| 156 |
|
| 157 |
If you are an author of an included repository and want it removed, open a
|
| 158 |
discussion on this dataset and it will be taken out.
|
| 159 |
|
| 160 |
## Citation
|
| 161 |
|
|
|
|
|
|
|
|
|
|
| 162 |
```bibtex
|
| 163 |
+
@inproceedings{liu2024assemblage,
|
| 164 |
title={Assemblage: Automatic Binary Dataset Construction for Machine Learning},
|
| 165 |
+
author={Liu, Chang and Chen, Rebecca Saul and Sun, Yihao and Zhang, Yifan and
|
| 166 |
+
Xing, Gaoyang and Wu, Haoran and Zhu, Zhengzhang and others},
|
| 167 |
+
booktitle={NeurIPS Datasets and Benchmarks},
|
|
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| 168 |
year={2024}
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| 169 |
}
|
| 170 |
```
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size 7792640
|
repos/vnvo__flowstats.tar
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:379ac4e86c2a1a9625b6a646cce91e96f14700d6e7c9a3a68008033fd03f414e
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| 3 |
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size 1280000
|
repos/xycld__lyric-align.tar
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
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|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:efa680582e634561641c2db8eaa2613e4f12555e34927827d66c16d88a5b801a
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| 3 |
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size 125409280
|
repos/yansircc__worktree.tar
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:260dc373f7ad5d445a618abcbc198342eac238e535cf3e25aafd31651e1307bd
|
| 3 |
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size 285347840
|