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SWEGraph v2 free sample (CC BY-NC 4.0)

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  1. LICENSE +408 -0
  2. LICENSE-APACHE-2.0-UNDERLYING-BigCodeBench.txt +202 -0
  3. LICENSE-MIT-UNDERLYING-SWE-bench.txt +21 -0
  4. LICENSE-MIT-UNDERLYING-SWE-bench_Pro.txt +21 -0
  5. LICENSE-MIT-UNDERLYING-SWE-smith.txt +21 -0
  6. NOTICE +26 -0
  7. README.md +187 -0
  8. csv/agent_tasks.csv.gz +3 -0
  9. csv/builds.csv.gz +3 -0
  10. csv/commits.csv.gz +3 -0
  11. csv/contamination_groups.csv.gz +3 -0
  12. csv/dependencies.csv.gz +3 -0
  13. csv/diff_hunks.csv.gz +3 -0
  14. csv/documentation.csv.gz +3 -0
  15. csv/environments.csv.gz +3 -0
  16. csv/eval_tasks.csv.gz +3 -0
  17. csv/execution_proofs.csv.gz +3 -0
  18. csv/files.csv.gz +3 -0
  19. csv/heldout_eval.csv.gz +3 -0
  20. csv/identity_groups.csv.gz +3 -0
  21. csv/imports.csv.gz +3 -0
  22. csv/issue_comments.csv.gz +3 -0
  23. csv/issues.csv.gz +3 -0
  24. csv/licenses.csv.gz +3 -0
  25. csv/package_manifests.csv.gz +3 -0
  26. csv/pr_reviews.csv.gz +3 -0
  27. csv/pull_requests.csv.gz +3 -0
  28. csv/quality.csv.gz +3 -0
  29. csv/repos.csv.gz +3 -0
  30. csv/review_signals.csv.gz +3 -0
  31. csv/sbom_components.csv.gz +3 -0
  32. csv/split_manifests.csv.gz +3 -0
  33. csv/split_memberships.csv.gz +3 -0
  34. csv/static_analysis_findings.csv.gz +3 -0
  35. csv/symbols.csv.gz +3 -0
  36. csv/task_validity.csv.gz +3 -0
  37. csv/test.csv.gz +3 -0
  38. csv/tests.csv.gz +3 -0
  39. csv/train.csv.gz +3 -0
  40. csv/validation.csv.gz +3 -0
  41. csv/vulnerabilities.csv.gz +3 -0
  42. csv/workflows.csv.gz +3 -0
  43. parquet/agent_tasks.parquet +3 -0
  44. parquet/contamination_groups.parquet +3 -0
  45. parquet/diff_hunks.parquet +3 -0
  46. parquet/environments.parquet +3 -0
  47. parquet/eval_tasks.parquet +3 -0
  48. parquet/execution_proofs.parquet +3 -0
  49. parquet/heldout_eval.parquet +3 -0
  50. parquet/identity_groups.parquet +3 -0
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LICENSE-APACHE-2.0-UNDERLYING-BigCodeBench.txt ADDED
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LICENSE-MIT-UNDERLYING-SWE-bench.txt ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ MIT License
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+
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+ Copyright (c) 2023 Carlos E Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, Karthik R Narasimhan
4
+
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+ Permission is hereby granted, free of charge, to any person obtaining a copy
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+ of this software and associated documentation files (the "Software"), to deal
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+ in the Software without restriction, including without limitation the rights
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+ to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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+ copies of the Software, and to permit persons to whom the Software is
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+ furnished to do so, subject to the following conditions:
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+
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+ The above copyright notice and this permission notice shall be included in all
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+ copies or substantial portions of the Software.
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+
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+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
21
+ SOFTWARE.
LICENSE-MIT-UNDERLYING-SWE-bench_Pro.txt ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ MIT License
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+
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+ Copyright (c) 2026 Scale AI, Inc
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+
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+ Permission is hereby granted, free of charge, to any person obtaining a copy
6
+ of this software and associated documentation files (the "Software"), to deal
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+ in the Software without restriction, including without limitation the rights
8
+ to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
9
+ copies of the Software, and to permit persons to whom the Software is
10
+ furnished to do so, subject to the following conditions:
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+
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+ The above copyright notice and this permission notice shall be included in all
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+ copies or substantial portions of the Software.
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+
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+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
16
+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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+ SOFTWARE.
LICENSE-MIT-UNDERLYING-SWE-smith.txt ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ MIT License
2
+
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+ Copyright (c) 2025 John Yang
4
+
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+ Permission is hereby granted, free of charge, to any person obtaining a copy
6
+ of this software and associated documentation files (the "Software"), to deal
7
+ in the Software without restriction, including without limitation the rights
8
+ to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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+ copies of the Software, and to permit persons to whom the Software is
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+ furnished to do so, subject to the following conditions:
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+
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+ The above copyright notice and this permission notice shall be included in all
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+ copies or substantial portions of the Software.
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+
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+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
21
+ SOFTWARE.
NOTICE ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ SWEGraph v2 — FREE SAMPLE
2
+ Copyright (c) 2026 williamTLmiller (energea@energeatech.com)
3
+
4
+ WHAT THE CC BY-NC 4.0 LICENSE IN THIS REPOSITORY COVERS
5
+ Only williamTLmiller's normalization and packaging work: the proof-chain
6
+ tables, identity and contamination layer, task validity records, split
7
+ assignment, provenance manifests and documentation. Non-commercial use,
8
+ with attribution.
9
+
10
+ WHAT IT DOES NOT COVER
11
+ The underlying releases this is built from — SWE-bench, SWE-bench Verified,
12
+ Lite, Multimodal and Multilingual (MIT), SWE-smith (MIT), SWE-bench Pro
13
+ (MIT tooling) and BigCodeBench (Apache-2.0) — and the open-source
14
+ repository content they carry, which stays under each repository's own
15
+ license. Copies of the source licenses are included as
16
+ LICENSE-*-UNDERLYING-*.txt. Nothing here restricts what you may do with
17
+ those sources obtained from their publishers.
18
+
19
+ NOT AFFILIATED
20
+ Not produced, reviewed or endorsed by the authors of any source dataset.
21
+
22
+ ATTRIBUTION
23
+ "SWEGraph v2 sample, MatrixNorm normalization by williamTLmiller, derived
24
+ from SWE-bench, SWE-smith, SWE-bench Pro and BigCodeBench."
25
+
26
+ The full dataset is available under a separate commercial license — see README.md.
README.md ADDED
@@ -0,0 +1,187 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: cc-by-nc-4.0
3
+ language:
4
+ - en
5
+ pretty_name: SWEGraph v2 — Free Sample
6
+ task_categories:
7
+ - text-generation
8
+ tags:
9
+ - code
10
+ - software-engineering
11
+ - swe-bench
12
+ - swe-smith
13
+ - coding-agent
14
+ - benchmark
15
+ - contamination
16
+ configs:
17
+ - config_name: agent_tasks
18
+ data_files:
19
+ - split: train
20
+ path: "parquet/agent_tasks.parquet"
21
+ - config_name: contamination_groups
22
+ data_files:
23
+ - split: train
24
+ path: "parquet/contamination_groups.parquet"
25
+ - config_name: diff_hunks
26
+ data_files:
27
+ - split: train
28
+ path: "parquet/diff_hunks.parquet"
29
+ - config_name: environments
30
+ data_files:
31
+ - split: train
32
+ path: "parquet/environments.parquet"
33
+ - config_name: eval_tasks
34
+ data_files:
35
+ - split: train
36
+ path: "parquet/eval_tasks.parquet"
37
+ - config_name: execution_proofs
38
+ data_files:
39
+ - split: train
40
+ path: "parquet/execution_proofs.parquet"
41
+ - config_name: heldout_eval
42
+ data_files:
43
+ - split: train
44
+ path: "parquet/heldout_eval.parquet"
45
+ - config_name: identity_groups
46
+ data_files:
47
+ - split: train
48
+ path: "parquet/identity_groups.parquet"
49
+ - config_name: issues
50
+ data_files:
51
+ - split: train
52
+ path: "parquet/issues.parquet"
53
+ - config_name: pull_requests
54
+ data_files:
55
+ - split: train
56
+ path: "parquet/pull_requests.parquet"
57
+ - config_name: quality
58
+ data_files:
59
+ - split: train
60
+ path: "parquet/quality.parquet"
61
+ - config_name: repos
62
+ data_files:
63
+ - split: train
64
+ path: "parquet/repos.parquet"
65
+ - config_name: split_manifests
66
+ data_files:
67
+ - split: train
68
+ path: "parquet/split_manifests.parquet"
69
+ - config_name: split_memberships
70
+ data_files:
71
+ - split: train
72
+ path: "parquet/split_memberships.parquet"
73
+ - config_name: task_validity
74
+ data_files:
75
+ - split: train
76
+ path: "parquet/task_validity.parquet"
77
+ - config_name: tests
78
+ data_files:
79
+ - split: train
80
+ path: "parquet/tests.parquet"
81
+ - config_name: train
82
+ data_files:
83
+ - split: train
84
+ path: "parquet/train.parquet"
85
+ ---
86
+
87
+ # SWEGraph v2 — Free Sample
88
+
89
+ A free, deterministic ~10% sample of **SWEGraph v2**: the complete SWE-bench family,
90
+ SWE-smith and BigCodeBench normalized into proof chains (`repo -> issue -> patch -> diff
91
+ hunks -> tests -> agent task -> eval task`) with identity/contamination groups and a
92
+ leakage-audited split. The full package is sold separately (see below).
93
+
94
+ * **License:** CC BY-NC 4.0 for the MatrixNorm normalization/packaging layer (see
95
+ [Licensing](#licensing)).
96
+ * **Format:** gzipped **CSV** in `csv/` (all columns as text; list fields pipe-delimited) plus
97
+ a **Parquet mirror** in `parquet/` with identical rows, used by `load_dataset` and the viewer.
98
+
99
+ ```python
100
+ from datasets import load_dataset
101
+ tasks = load_dataset("williamTLmiller/matrixnorm-swegraph-v2-sample", "agent_tasks", split="train")
102
+ ```
103
+
104
+ ## How the sample was drawn
105
+
106
+ * **Unit = repository family** (a SWE-smith mirror belongs to its upstream's family).
107
+ Keep a family iff the first byte of SHA-1(`"sample:" + family name`) is `< 26`
108
+ (of 256).
109
+ Families are kept whole, so contamination groups and partitions are never cut.
110
+ * **Same rule on every table**: tables with a `repo_id` keep the sampled families; group,
111
+ quality, validity, proof, environment and membership rows are kept when they refer to a
112
+ kept task or record. `split_manifests` is included in full.
113
+ * The `split` column is the full package's partition, unchanged. Because whole families are
114
+ sampled, a sample may contain no validation or test family.
115
+ * Built 2026-10-23T22:50:54Z.
116
+
117
+ ### Rows per table
118
+
119
+ | Table | Full package | This sample |
120
+ |---|---:|---:|
121
+ | `agent_tasks` | 83,357 | 6,265 |
122
+ | `contamination_groups` | 250 | 23 |
123
+ | `diff_hunks` | 136,336 | 11,892 |
124
+ | `environments` | 642 | 128 |
125
+ | `eval_tasks` | 5,213 | 353 |
126
+ | `execution_proofs` | 5,213 | 353 |
127
+ | `heldout_eval` | 16,822 | 1,663 |
128
+ | `identity_groups` | 21,073 | 1,260 |
129
+ | `issues` | 82,217 | 6,265 |
130
+ | `pull_requests` | 82,217 | 6,265 |
131
+ | `quality` | 254,489 | 19,173 |
132
+ | `repos` | 345 | 25 |
133
+ | `split_manifests` | 28 | 28 |
134
+ | `split_memberships` | 88,570 | 6,618 |
135
+ | `symbols` | 1,140 | 0 |
136
+ | `task_validity` | 5,213 | 353 |
137
+ | `test` | 764 | 0 |
138
+ | `tests` | 235,416 | 16,393 |
139
+ | `train` | 70,602 | 4,955 |
140
+ | `validation` | 382 | 0 |
141
+
142
+ ## The full dataset
143
+
144
+ The licensed package holds every table above in full, plus per-entity JSONL streams with the
145
+ complete nested fields (including each task's full PASS_TO_PASS regression list), provenance,
146
+ rights and leak-audit files. Perpetual, non-exclusive license for internal research,
147
+ training and benchmarking; models you train are yours to commercialize; no redistribution
148
+ of the dataset itself. **Contact:** energea@energeatech.com
149
+
150
+ ## Sources
151
+
152
+ | Source | Rows used | License of the source release |
153
+ |---|---|---|
154
+ | SWE-bench (test, dev, train) | 2,294 + 225 + 19,008 | MIT |
155
+ | SWE-bench Verified / Lite / Multimodal | 500 / 323 / 612 (subsets and extensions of SWE-bench) | MIT |
156
+ | SWE-bench Multilingual | 300 | MIT |
157
+ | SWE-bench Pro V2 (`default`; `hard` recorded as membership) | 642 | MIT tooling; task content under upstream repo licenses |
158
+ | SWE-smith | 59,136 | MIT |
159
+ | BigCodeBench v0.1.4 | 1,140 | Apache-2.0 |
160
+
161
+ Task content (issue text, patches, tests) comes from public open-source repositories and
162
+ remains under each repository's own license; the exporter only ships verbatim code text where
163
+ `rights_manifest.csv` allows it.
164
+
165
+ ## Licensing
166
+
167
+ * **This sample:** [CC BY-NC 4.0](LICENSE) — attribution, non-commercial — applies to the
168
+ MatrixNorm normalization and packaging layer.
169
+ * **Underlying data:** the source releases keep their own licenses (copies included as
170
+ `LICENSE-*-UNDERLYING-*.txt`); repository content stays under each repository's license.
171
+ See [NOTICE](NOTICE).
172
+ * **Commercial use** of the normalized package requires the paid license.
173
+
174
+ ## Limitations
175
+
176
+ * Task validity gates are `not_run` until real execution evidence exists.
177
+ * Issue and PR text is reproduced from public GitHub as published in the source releases.
178
+ * Not produced, reviewed or endorsed by the authors of any source dataset.
179
+
180
+ ## Citation
181
+
182
+ > SWEGraph v2 (free sample). MatrixNorm normalization by williamTLmiller, derived from
183
+ > SWE-bench, SWE-smith, SWE-bench Pro and BigCodeBench. https://huggingface.co/datasets/williamTLmiller/matrixnorm-swegraph-v2-sample
184
+
185
+ ## Contact
186
+
187
+ energea@energeatech.com
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