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  1. .gitattributes +1 -0
  2. LICENSES.csv +0 -0
  3. README.md +82 -125
  4. index.jsonl +0 -0
  5. repos/09Catho__Sieve.tar +3 -0
  6. repos/AiEmStylix__crane.tar +3 -0
  7. repos/ErdemCanK__Anti-Agent.tar +3 -0
  8. repos/Jscina__wordle_warlord.tar +3 -0
  9. repos/Lexmata__llama-gguf.tar +3 -0
  10. repos/MSILycanthropy__sigmabox.tar +2 -2
  11. repos/MiruAndMu__foxtap.tar +3 -0
  12. repos/SHORiN-KiWATA__cliphist-tui.tar +3 -0
  13. repos/Tapanrajnayak__async-backend-skeleton.tar +3 -0
  14. repos/aberfeldy__shunter.tar +3 -0
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.gitattributes CHANGED
@@ -58,3 +58,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
58
  # 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
LICENSES.csv CHANGED
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README.md CHANGED
@@ -18,27 +18,23 @@ size_categories:
18
 
19
  # Assemblage-Rust
20
 
21
- A preview of **unprocessed** Rust dataset crawled from GitHub: raw build outputs, filtered
22
- only by license. Not cleaned, deduplicated, or curated.
 
23
 
24
- Full dataset is planned to be published in a similar data format, in mid Sept, with roughly 10x
25
- or 20x of current size. If you have urgent need for the data, feel free to contact us and we
26
- can update in batch.
 
27
 
28
- A corpus of **18,450 compiled Rust binaries** built from **3,034 permissively
29
- licensed GitHub repositories**, each paired with DWARF-derived function and line
30
- metadata, the **source tree it was compiled from**, and, for a subset, compiler
31
- intermediate representations.
32
-
33
- Produced by [Assemblage](https://arxiv.org/abs/2405.03991), a distributed
34
- binary-corpus generator, a cite would be greatly appreciated.
35
 
36
  ## Layout
37
 
38
- The corpus ships as **one uncompressed tar per upstream repository** (3,033 of
39
- them, ~105 MB on average). Everything inside is already compressed`zstd` for
40
- binaries and metadata, `gzip` for IR so the tar is pure container, and you can
41
- stream a single repository without fetching the rest.
42
 
43
  ```
44
  repos/{owner}__{project}.tar builds: binaries, metadata, IR
@@ -48,9 +44,7 @@ index.jsonl one line per build: dir, tar, repo_url, commit, license, size
48
  LICENSES.csv build directory -> repo URL, commit, license
49
  ```
50
 
51
- Builds and source are keyed on the same slug, so `repos/X.tar` pairs with
52
- `sources/X.tar.gz` — no lookup table needed for the common case.
53
-
54
  Each tar expands to one directory per build:
55
 
56
  ```
@@ -61,43 +55,27 @@ Each tar expands to one directory per build:
61
  └── export.json provenance, license, byte counts
62
  ```
63
 
64
- The build mode is part of the directory name because `Debug`, `RelWithDebInfo`
65
- and `Release` of the same commit are distinct binaries.
66
 
67
- ### Source
 
 
 
68
 
69
- `sources/` ships the exact tree each binary was compiled from — 3,033 archives,
70
- ~31 GiB, one per repository, at the single commit recorded in `index.jsonl`. They
71
- are the builder's own `git clone --recursive` snapshot, captured **before** the
72
- build ran, so they contain no `target/` directory and no build output. `.git` is
73
- included, so history and the exact tree hash are recoverable.
74
-
75
- This matters because the alternative is depending on GitHub: a repository that is
76
- deleted, made private or force-pushed after collection would otherwise leave its
77
- binaries permanently unaccompanied, with DWARF naming `source_file` paths nothing
78
- could resolve. Source correspondence is a property of the release, not of an
79
- upstream that may not survive it.
80
 
81
  ```bash
82
- # fetch and unpack one repository
83
  huggingface-cli download changliu8541/assemblage-rust \
84
- repos/tokio-rs__tokio.tar --repo-type dataset --local-dir .
 
85
  tar xf repos/tokio-rs__tokio.tar
 
86
 
87
- # fetch the matching source tree
88
- huggingface-cli download changliu8541/assemblage-rust \
89
- sources/tokio-rs__tokio.tar.gz --repo-type dataset --local-dir .
90
- mkdir -p src-tokio && tar xzf sources/tokio-rs__tokio.tar.gz -C src-tokio
91
-
92
- # read a binary and its metadata
93
  zstd -d */binaries/mytool.zst -o mytool
94
  zstd -dc */metadata/assemblage_meta.json.zst | jq .
95
 
96
- # resolve a DWARF source_file against the shipped tree
97
- zstd -dc */metadata/assemblage_meta.json.zst \
98
- | jq -r '.Binary_info_list[0].functions[] | select(.origin=="in_repo") | .source_file' \
99
- | sort -u | head
100
-
101
  # find builds without downloading anything
102
  jq -r 'select(.license=="MIT License" and .has_ir) | .tar' index.jsonl | sort -u
103
  ```
@@ -106,108 +84,87 @@ jq -r 'select(.license=="MIT License" and .has_ir) | .tar' index.jsonl | sort -u
106
 
107
  | dimension | values |
108
  |---|---|
109
- | codegen backend | `llvm` (12,622) · `cranelift` (2,986) · `gcc` (2,842) |
110
- | build mode | `RelWithDebInfo` (10,264) · `Release` (6,145) · `Debug` (2,041) |
111
- | optimization | `O2` (5,599) · `O0` (3,820) · `Os` (2,573) · `O3` (2,453) · `Oz` (2,198) · `O1` (1,807) |
112
 
113
  Toolchain: `nightly-2026-06-15`, symbol mangling `v0`, `x86_64-unknown-linux-gnu`.
114
-
115
- **4,278 builds carry IR dumps** (`llvm-ir`, `mir`, `hir`, `thir`, `asm`), emitted
116
- only for the LLVM `RelWithDebInfo` tiers and scoped to repository crates rather
117
- than dependencies.
118
-
119
- ## Metadata
120
 
121
  `assemblage_meta.json` records, per binary, every function recovered from DWARF:
122
-
123
- ```jsonc
124
- {
125
- "function_name": "_RINvNtCs...", // mangled
126
- "demangled_name": "core::ptr::drop_glue::<...>",
127
- "source_file": "src/engine.rs",
128
- "function_info": [{"rva_start": "...", "rva_end": "..."}],
129
- "lines": [{"line_number": 42, "rva": "...", "length": 10}],
130
- "origin": "in_repo | dependency | stdlib | other"
131
- }
132
- ```
133
 
134
  ## Known limitations
135
 
136
- Please read these before using the corpus — they are properties of the data, not
137
- bugs to work around silently.
138
-
139
- 1. **~26% of builds that ship binaries have empty or partial function metadata.**
140
- DWARF extraction runs under a wall-clock budget; when a binary exceeds it the
141
- binary is still published but its `Binary_info_list` entry is dropped. Check
142
- `Binary_info_list` length before assuming coverage.
143
- 2. **Lib-only crates produce metadata but no binaries.** Roughly a quarter of
144
- builds are metadata-only.
145
- 3. **`Release` binaries carry little repository DWARF by design.** Repository
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 repository-level `source_file` and line information is
150
- largely absent, and standard-library paths are recorded relative.
151
- 5. **`origin: in_repo` is under-assigned.** Classification resolves paths against
152
- the clone directory at extraction time, so workspace-relative paths can fall
153
- through to `other`. Treat `in_repo` as a lower bound.
154
- 6. **Builds with IR were compiled with `--emit`,** which repartitions codegen
155
- units. `.text` bytes differ from a non-IR build of the same commit; symbols,
156
- `.rodata`, `.data` and `.eh_frame` are byte-identical. DWARF and RVAs come
157
- from the published binary and are self-consistent.
 
 
158
 
159
  ## Licensing and attribution
160
 
161
- Every repository in this corpus carries an OSI-recognized permissive license,
162
- verified by database join against the scraper's license records. Copyleft
163
- (GPL/AGPL/LGPL/MPL/EPL/EUPL) and unidentified-license repositories were
164
- **excluded** from this release.
165
 
166
  | license | builds |
167
  |---|---|
168
- | MIT | 13,241 |
169
- | Apache-2.0 | 4,448 |
170
- | BSD-3-Clause | 214 |
171
- | Unlicense | 177 |
172
- | BSD-2-Clause | 91 |
173
- | 0BSD | 73 |
174
- | ISC | 55 |
175
- | CC0-1.0 | 54 |
176
- | Blue Oak 1.0.0 | 34 |
177
- | WTFPL | 29 |
178
- | BSL-1.0 | 27 |
 
 
179
  | Artistic-2.0 | 4 |
180
- | Zlib | 2 |
181
- | MIT-0 | 1 |
182
-
183
- `LICENSES.csv` maps every build directory to its upstream repository URL, commit
184
- and license; the same fields appear in each build's `export.json` and in
185
- `sources/manifest.json`. MIT, BSD and Apache-2.0 require that copyright and
186
- license notices accompany redistribution. Because `sources/` ships each
187
- repository's tree verbatim, those notices `LICENSE`, `NOTICE`, per-file
188
- headers — travel **with** the data rather than only being pointed at, which is
189
- the condition those licenses actually ask for. The recorded URL and commit
190
- identify the upstream each one came from.
191
-
192
- Note that the shipped trees include `.git`, so they also carry commit history and
193
- its author names and email addresses, as published by those repositories on
194
- GitHub.
195
 
196
  If you are an author of an included repository and want it removed, open a
197
  discussion on this dataset and it will be taken out.
198
 
199
  ## Citation
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
- @article{liu2024assemblage,
206
  title={Assemblage: Automatic Binary Dataset Construction for Machine Learning},
207
- author={Liu, Chang and Saul, Rebecca and Sun, Yihao and Raff, Edward and
208
- Fuchs, Maya and Southard Pantano, Townsend and Holt, James and
209
- Micinski, Kristopher},
210
- journal={arXiv preprint arXiv:2405.03991},
211
  year={2024}
212
  }
213
  ```
 
18
 
19
  # Assemblage-Rust
20
 
21
+ **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
 
30
+ **Unprocessed.** Raw build outputs, filtered only by license not cleaned,
31
+ deduplicated or curated. Produced by [Assemblage](https://arxiv.org/abs/2405.03991).
 
 
 
 
 
32
 
33
  ## Layout
34
 
35
+ 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.
 
 
48
  Each tar expands to one directory per build:
49
 
50
  ```
 
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
 
 
 
 
 
 
 
 
 
 
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`.
 
 
 
 
 
 
 
 
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.
 
 
 
 
 
 
 
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},
 
168
  year={2024}
169
  }
170
  ```
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