Datasets:
Source collection matrix
Status snapshot: 2026-08-12 America/Los_Angeles. The authoritative source list is
registry/sources.json (16 entries). Downloaded
means that source payload is present under data/cache; API responses, census
tables, and Git commit metadata alone are not payload. This inventory does
not itself grant permission or constitute legal advice.
Permission values are intentionally conservative. A source-level dataset license
does not override embedded repository/file licenses, inherited benchmark material,
or source-snippet terms. No record-level provenance decisions have yet been
instantiated under schemas/provenance.schema.json,
so only explicit prohibitions are final. Conditional means that the stated
license appears compatible in principle, but Code-ATLAS must still complete the
listed scope, attribution, lineage, and/or legal checks before training or public
payload release.
Registered sources
| Source | Artifact kind | Intended role | Pinned revision | Downloaded | ML training permission | Public payload redistribution | Current decision |
|---|---|---|---|---|---|---|---|
The Stack v3 train (hf_stack_v3_train) |
Repository snapshots | Raw pretraining; held-out loss | a34523fd426a429b7686a5e5786496bf2e1b1172 |
One of 8,192 Parquet shards downloaded for pipeline validation; full payload not collected | Conditional — ODC-By-1.0 at dataset level; every file must pass the project license allowlist; no_license is excluded |
Conditional — per-file/source terms and attribution must pass | Public metadata now; payload only for record-level approved files |
The Stack v3 full (hf_stack_v3_full) |
Raw repository metadata and blobs | Metadata-only; possible legacy-language supplement | Release label 1.0.0; immutable object manifest still pending |
No | Unknown / legal review — ODC-By declaration does not resolve file/source terms | Unknown / legal review — custom filtering, provenance, and license audit required | Public metadata only; no payload |
Project CodeNet (ibm_project_codenet) |
Online-judge submissions | Parallel/task auxiliary; possible functional evaluation | Payload 1.0.0, SHA-256 7e966203…620fb; tooling 55c323b527ab3d6510d55edff188bc0a0d7bc5e5 |
Yes; full 8.34 GB archive and metadata census | Conditional — the paper's datasheet appendix B.6 confirms CDLA-Permissive-2.0 | Conditional — the downloaded tar has no packaged license notice, so a derivative must supply the required agreement text and preserve provenance | Public metadata now; parallel payload only after problem-family split, decontamination, and license packaging |
SWE-rebench V2 (nebius_swe_rebench_v2) |
Issue/patch/test tasks with repository pointers | Task/SFT candidate; functional eval; benchmark firewall | Dataset 475dd5e8703bb5fb22dd3c60b5d038b019eba1e0; builder c71902a8cf8d2b725f63d51f199f4d3e56f68d2d |
Yes; complete pinned HF snapshot | Conditional — task dataset CC-BY-4.0, but row-level repository terms still control derived code/patches | Conditional — attribution plus per-repository license review | Public metadata; payload only after repo allowlist and task-lineage split |
SWE-rebench V2 PRs (nebius_swe_rebench_v2_prs) |
PR/patch/test tasks with repository pointers | Task/SFT candidate; benchmark firewall | 40faf2c1bb160de625f3c3270ac9d62ea45f3f9c |
Yes; complete three-shard pinned snapshot and audit | Conditional — CC-BY-4.0 declaration plus unresolved per-repository terms | Conditional — same scope and attribution review | Public metadata; post-training payload not yet approved |
SWE-rebench leaderboard (nebius_swe_rebench_leaderboard) |
Dynamic executable benchmark | Evaluation; benchmark firewall | 34d5a58864acf91613740a09ec5d205228dcfa39 |
Yes; complete 18-file pinned HF snapshot | No for Code-ATLAS — project policy is never_train regardless of license |
Unknown / legal review — CC-BY-4.0 dataset, but per-repository terms apply and cached Parquet lacks the card-described license field | Quarantined evaluation; public metadata/pointers only |
SWE-rebench OpenHands trajectories (nebius_swe_rebench_openhands_trajectories) |
Agent trajectories | Conditional task/SFT; metadata-only | 35455389ab51bf5e2306bfd436ef72d0f98bf882 |
Yes; complete pinned Parquet snapshot and audit | Conditional — CC-BY-4.0 declaration; derived SWE-task/repository rights and benchmark overlap unresolved | Unknown / legal review | Public metadata; quarantine pending overlap and license firewall |
McEval (mceval) |
Multilingual executable benchmark | Evaluation | Dataset c4767fec950de7decd487a40a4dab2795df4a094; tooling 09dec129dd5756447227239b3e5b47e543c2e0fd |
Yes; complete 541-file pinned HF snapshot | No for Code-ATLAS — evaluation quarantine | Conditional / legal review — card declares CC-BY-SA-4.0; verify artifact scope and satisfy attribution/share-alike before any mirror | Quarantined evaluation; public metadata/pointers preferred |
McEval-Instruct (mceval_instruct) |
Multilingual instruction-tuning corpus | SFT/task training | 57bd46727e49ac3e2890218a146d35c2454a8496 |
Yes; complete pinned HF snapshot (35,943 rows) | Conditional — CC-BY-SA-4.0 declaration; source-snippet rights and McEval/raw-code lineage unresolved | Conditional / legal review — attribution/share-alike and source scope must pass | Public metadata; quarantine payload until lineage/license audit |
mHumanEval (mhuman_eval) |
Translated HumanEval benchmark | Evaluation; possible parallel auxiliary | Commit b4ac5b3f59bb8a9b27fabd2d63080963995b1388, SHA-256 f49726a4…5724 |
Yes; complete exact-commit tar stream audited | No for standard evaluation families; any auxiliary use requires a separate HumanEval-family split and inherited-material review | Unknown / legal review — archive contains Apache-2.0, but inherited HumanEval material remains unresolved | Incomplete-release quarantine: only 17 partial PLs/544,911 rows observed; COBOL and Fortran absent |
MultiPL-E (multiple) |
Translated HumanEval/MBPP benchmark | Metadata-only; evaluation pointer | 3025a531af7450e7df8b96fe0440e9804480bbad |
No; commit metadata only | No — repository license explicitly prohibits using its contents as ML training data | Yes only under its modified BSD conditions, but Code-ATLAS will not mirror payload while using it as a benchmark firewall | Quarantined: no training; public metadata/pointer only |
xCodeEval (xcodeeval) |
Competitive-programming tasks and submissions | Possible parallel/task auxiliary or evaluation; metadata-only | 4993b99b6a97e5e19cfa7d4cd75e12545580ad27 |
No; commit metadata only | Unknown / legal review — CC-BY-NC-4.0 excludes commercial use and source terms remain unresolved | Conditional non-commercial only / legal review | Quarantine; public metadata only |
Software Heritage archive (software_heritage) |
Source-code archive | Possible legacy-language supplement; metadata-only | Not pinned (SNAPSHOT_TO_BE_SELECTED) |
No | Unknown / record-level review — mixed per-origin/per-file terms | Unknown / record-level review | Public metadata only until snapshot, origin, and license resolution |
The Stack v2 (stack_v2) |
Repository metadata with Software Heritage content IDs | Metadata-only fallback | e565caa3a78c2423bd374333a472b049eb090e47 |
No; gated HF API metadata only | Unknown / record-level review — pinned card says license: other, requires adherence to original licenses and Software Heritage training principles |
Unknown / record-level review — bulk access agreement, original licenses, attribution, and removal obligations apply | Public metadata fallback; no payload |
RefineCode corpus metadata (refinecode_metadata) |
Partial corpus metadata | Pipeline comparison; metadata-only | 017558900665343ca563733212623e37606167ab |
No; HF API metadata only | Unknown / legal review — pinned card reports MIT, while registry deliberately retains REVIEW_AT_PINNED_REVISION; underlying repositories are per-source |
Unknown / legal review — full claimed payload is not public | Public metadata only |
NVIDIA CUTLASS CuTe DSL (nvidia_cutlass_cute_dsl) |
Python-embedded GPU DSL implementation/examples | Metadata-only; future domain adaptation | dcf215af68a2d08d305076c152a06f201728cd53 |
No; commit metadata only | Unknown / legal review — python/CuTeDSL is governed by an NVIDIA EULA, not the repository's top-level BSD-3-Clause license |
Unknown / legal review — do not republish CuTe DSL files before clearance | Legal quarantine; public metadata/pointer only |
Benchmark-family leakage firewall
These constraints apply even when a license would otherwise permit training:
- Build
problem_family_idbefore translating, augmenting, or assigning a split. All prompts, paraphrases, language renderings, translation directions, reference solutions, tests, mutations, repairs, and completion surfaces of one problem are indivisible. - Treat every HumanEval ID and all of its mHumanEval/MultiPL-E/other translations as one family. Treat MBPP derivatives likewise. MultiPL-E remains no-training regardless of family assignment.
- Treat all CodeNet submissions sharing a
problem_idas one family. No language version of a problem may cross task training and evaluation. - For SWE-rebench, group by repository plus PR/issue lineage and quarantine the leaderboard's complete task, repository, commit, PR, patch, and test families. Reconstructed base repositories are contamination evidence, not extra copies of raw pretraining data.
- McEval generation, explanation, and completion variants sharing a canonical problem remain together. McEval evaluation families must be removed from McEval-Instruct and raw repositories before any training payload is admitted.
- Run exact and near-match scans for benchmark prompts, tests, and solutions against all candidate raw, task, and SFT sources. On a cross-split match, evaluation quarantine wins and the entire connected repository/problem family is excluded from training.
- A benchmark used for training or prompt tuning cannot retain its standard-name evaluation score. Report it only as a separately labeled seen-family or training-overlap condition.
Release gate
payload/public metadata/quarantine in this document is a collection decision,
not a completed rights determination. Public Code-ATLAS payload requires both
training_allowed=true and redistribution_allowed=true at record level, preserved
license/attribution data, global deduplication, benchmark-family decontamination,
and an immutable source revision. Unknown or prohibited records remain visible
only through source URL, revision, hashes when available, and exclusion reason.