Datasets:
Tasks:
Text Generation
Modalities:
Text
Formats:
parquet
Sub-tasks:
language-modeling
Languages:
English
Size:
10K - 100K
License:
| pretty_name: 'SWE-bench Style Coding Agent Dataset: GitHub Issues, Patches & Tests (Decontaminated)' | |
| license: cc-by-nc-4.0 | |
| language: | |
| - en | |
| multilinguality: | |
| - monolingual | |
| size_categories: | |
| - 10K<n<100K | |
| task_categories: | |
| - text-generation | |
| task_ids: | |
| - language-modeling | |
| annotations_creators: | |
| - machine-generated | |
| language_creators: | |
| - found | |
| source_datasets: | |
| - original | |
| tags: | |
| - code | |
| - code-generation | |
| - software-engineering | |
| - program-repair | |
| - bug-fixing | |
| - github | |
| - github-issues | |
| - pull-requests | |
| - swe-bench | |
| - swe-smith | |
| - coding-agent | |
| - agents | |
| - llm-evaluation | |
| - benchmark | |
| - contamination | |
| - decontamination | |
| - python | |
| - matrixnorm | |
| configs: | |
| - config_name: agent_tasks | |
| data_files: | |
| - split: train | |
| path: parquet/agent_tasks.parquet | |
| - config_name: contamination_groups | |
| data_files: | |
| - split: train | |
| path: parquet/contamination_groups.parquet | |
| - config_name: diff_hunks | |
| data_files: | |
| - split: train | |
| path: parquet/diff_hunks.parquet | |
| - config_name: environments | |
| data_files: | |
| - split: train | |
| path: parquet/environments.parquet | |
| - config_name: eval_tasks | |
| data_files: | |
| - split: train | |
| path: parquet/eval_tasks.parquet | |
| - config_name: execution_proofs | |
| data_files: | |
| - split: train | |
| path: parquet/execution_proofs.parquet | |
| - config_name: heldout_eval | |
| data_files: | |
| - split: train | |
| path: parquet/heldout_eval.parquet | |
| - config_name: identity_groups | |
| data_files: | |
| - split: train | |
| path: parquet/identity_groups.parquet | |
| - config_name: issues | |
| data_files: | |
| - split: train | |
| path: parquet/issues.parquet | |
| - config_name: pull_requests | |
| data_files: | |
| - split: train | |
| path: parquet/pull_requests.parquet | |
| - config_name: quality | |
| data_files: | |
| - split: train | |
| path: parquet/quality.parquet | |
| - config_name: repos | |
| data_files: | |
| - split: train | |
| path: parquet/repos.parquet | |
| - config_name: split_manifests | |
| data_files: | |
| - split: train | |
| path: parquet/split_manifests.parquet | |
| - config_name: split_memberships | |
| data_files: | |
| - split: train | |
| path: parquet/split_memberships.parquet | |
| - config_name: task_validity | |
| data_files: | |
| - split: train | |
| path: parquet/task_validity.parquet | |
| - config_name: tests | |
| data_files: | |
| - split: train | |
| path: parquet/tests.parquet | |
| - config_name: train | |
| data_files: | |
| - split: train | |
| path: parquet/train.parquet | |
| # SWE-bench Style Coding Agent Dataset: GitHub Issues, Patches & Tests (Decontaminated) | |
| *Release name: SWEGraph v2 — Free Sample* | |
| A free, deterministic ~10% sample of **SWEGraph v2**: the complete SWE-bench family, | |
| SWE-smith and BigCodeBench normalized into proof chains (`repo -> issue -> patch -> diff | |
| hunks -> tests -> agent task -> eval task`) with identity/contamination groups and a | |
| leakage-audited split. The full package is sold separately (see below). | |
| * **License:** CC BY-NC 4.0 for the MatrixNorm normalization/packaging layer (see | |
| [Licensing](#licensing)). | |
| * **Format:** gzipped **CSV** in `csv/` (all columns as text; list fields pipe-delimited) plus | |
| a **Parquet mirror** in `parquet/` with identical rows, used by `load_dataset` and the viewer. | |
| ```python | |
| from datasets import load_dataset | |
| tasks = load_dataset("williamTLmiller/matrixnorm-swegraph-v2-sample", "agent_tasks", split="train") | |
| ``` | |
| ## How the sample was drawn | |
| * **Unit = repository family** (a SWE-smith mirror belongs to its upstream's family). | |
| Keep a family iff the first byte of SHA-1(`"sample:" + family name`) is `< 26` | |
| (of 256). | |
| Families are kept whole, so contamination groups and partitions are never cut. | |
| * **Same rule on every table**: tables with a `repo_id` keep the sampled families; group, | |
| quality, validity, proof, environment and membership rows are kept when they refer to a | |
| kept task or record. `split_manifests` is included in full. | |
| * The `split` column is the full package's partition, unchanged. Because whole families are | |
| sampled, a sample may contain no validation or test family. | |
| * Built 2026-10-23T22:50:54Z. | |
| ### Rows per table | |
| | Table | Full package | This sample | | |
| |---|---:|---:| | |
| | `agent_tasks` | 83,357 | 6,265 | | |
| | `contamination_groups` | 250 | 23 | | |
| | `diff_hunks` | 136,336 | 11,892 | | |
| | `environments` | 642 | 128 | | |
| | `eval_tasks` | 5,213 | 353 | | |
| | `execution_proofs` | 5,213 | 353 | | |
| | `heldout_eval` | 16,822 | 1,663 | | |
| | `identity_groups` | 21,073 | 1,260 | | |
| | `issues` | 82,217 | 6,265 | | |
| | `pull_requests` | 82,217 | 6,265 | | |
| | `quality` | 254,489 | 19,173 | | |
| | `repos` | 345 | 25 | | |
| | `split_manifests` | 28 | 28 | | |
| | `split_memberships` | 88,570 | 6,618 | | |
| | `symbols` | 1,140 | 0 | | |
| | `task_validity` | 5,213 | 353 | | |
| | `test` | 764 | 0 | | |
| | `tests` | 235,416 | 16,393 | | |
| | `train` | 70,602 | 4,955 | | |
| | `validation` | 382 | 0 | | |
| ## The full dataset | |
| The licensed package holds every table above in full, plus per-entity JSONL streams with the | |
| complete nested fields (including each task's full PASS_TO_PASS regression list), provenance, | |
| rights and leak-audit files. Perpetual, non-exclusive license for internal research, | |
| training and benchmarking; models you train are yours to commercialize; no redistribution | |
| of the dataset itself. **Contact:** energea@energeatech.com | |
| ## Sources | |
| | Source | Rows used | License of the source release | | |
| |---|---|---| | |
| | SWE-bench (test, dev, train) | 2,294 + 225 + 19,008 | MIT | | |
| | SWE-bench Verified / Lite / Multimodal | 500 / 323 / 612 (subsets and extensions of SWE-bench) | MIT | | |
| | SWE-bench Multilingual | 300 | MIT | | |
| | SWE-bench Pro V2 (`default`; `hard` recorded as membership) | 642 | MIT tooling; task content under upstream repo licenses | | |
| | SWE-smith | 59,136 | MIT | | |
| | BigCodeBench v0.1.4 | 1,140 | Apache-2.0 | | |
| Task content (issue text, patches, tests) comes from public open-source repositories and | |
| remains under each repository's own license; the exporter only ships verbatim code text where | |
| `rights_manifest.csv` allows it. | |
| ## Licensing | |
| * **This sample:** [CC BY-NC 4.0](LICENSE) — attribution, non-commercial — applies to the | |
| MatrixNorm normalization and packaging layer. | |
| * **Underlying data:** the source releases keep their own licenses (copies included as | |
| `LICENSE-*-UNDERLYING-*.txt`); repository content stays under each repository's license. | |
| See [NOTICE](NOTICE). | |
| * **Commercial use** of the normalized package requires the paid license. | |
| ## Limitations | |
| * Task validity gates are `not_run` until real execution evidence exists. | |
| * Issue and PR text is reproduced from public GitHub as published in the source releases. | |
| * Not produced, reviewed or endorsed by the authors of any source dataset. | |
| ## Citation | |
| > SWEGraph v2 (free sample). MatrixNorm normalization by williamTLmiller, derived from | |
| > SWE-bench, SWE-smith, SWE-bench Pro and BigCodeBench. https://huggingface.co/datasets/williamTLmiller/matrixnorm-swegraph-v2-sample | |
| ## Contact | |
| energea@energeatech.com | |