csharp-dotnet-cpt-v0 / DATASET_CARD.md
Nottybro's picture
finalize batch 1/1
21d2bb9 verified
|
Raw
History Blame Contribute Delete
4.48 kB

Dataset Card � csharp-dotnet-cpt-v0

Intended use

Continued pretraining of Qwen2.5-Coder-1.5B on C#/.NET code. Named slices allow training separate LoRA adapters per domain.

Source

  • Primary: codeparrot/github-code (public Hugging Face parquet dataset; per-file license label derived from each repository's LICENSE file via a go-license classifier).
  • 179 of 1126 source shards processed.
  • Not used (gated, access not granted on this account): bigcode/the-stack, bigcode/the-stack-v2-train, bigcode/the-stack-smol, bigcode/the-stack-dedup.

License policy

Only files whose recorded license is in the allowed set were retained: 0bsd, apache-2.0, bsd, bsd-2-clause, bsd-3-clause, cc0-1.0, isc, mit, mitre, ms-pl, unlicense.

Excluded: GPL, AGPL, LGPL, MPL, unknown, no-license, proprietary.

Tokens per license

  • mit: 460,905 files, 430,391,064 tokens
  • apache-2.0: 167,699 files, 204,609,979 tokens
  • bsd-3-clause: 31,535 files, 36,707,726 tokens
  • bsd-2-clause: 10,346 files, 15,022,311 tokens
  • unlicense: 8,238 files, 6,533,139 tokens
  • cc0-1.0: 1,881 files, 1,586,022 tokens
  • isc: 822 files, 437,927 tokens

Filtering

  • Kept C# (.cs/.csx) and .NET build/config files (.csproj,.sln,.props, .targets,.editorconfig,.config, global.json, nuget.config, appsettings.json, ...).
  • Removed: binaries, generated code (<auto-generated>, .designer.cs, .g.cs, do not edit), minified (median/max line length thresholds), vendored/large data blobs, secrets.
  • Size window 40�300000 chars.
  • Exact dedup by SHA-256 of normalized content; near-dedup by MinHash LSH (128 permutations, 16 bands, Jaccard >= 0.8).

Dedup / rejection stats

{
  "exact_duplicates_removed": 0,
  "near_duplicates_removed": 19828,
  "rejected_bad_extension": 17215737,
  "rejected_license": 263775,
  "rejected_generated_or_size": 113696,
  "rejected_secret": 949
}

Slices

  • core_csharp_bcl_async_performance: 424,888 files, 321,910,658 tokens
  • testing_debugging_repair_refactoring: 79,215 files, 149,175,161 tokens
  • legacy_dotnet_migration_interop: 68,059 files, 100,024,228 tokens
  • desktop_wpf_winui_maui: 54,819 files, 71,724,689 tokens
  • efcore_sql_data: 18,638 files, 16,996,348 tokens
  • architecture_di_auth_configuration: 8,893 files, 10,461,997 tokens
  • distributed_dotnet_grpc_signalr_workers: 9,208 files, 10,058,794 tokens
  • blazor: 3,184 files, 5,529,264 tokens
  • aspnetcore_web_api: 8,990 files, 5,056,231 tokens
  • nuget_msbuild_ci_tooling: 5,532 files, 4,350,798 tokens

Splits (repository-level)

A repository's files always map to one split via a deterministic hash of repo_name, so no repository appears in more than one split. { "test": { "files": 9711, "tokens": 9151159, "repos": 1061 }, "train": { "files": 662253, "tokens": 676849804, "repos": 66796 }, "validation": { "files": 9462, "tokens": 9287205, "repos": 1012 } }

Secret scanning

{ "files_quarantined": 949, "by_reason": { "secret": 949 }, "unresolved_findings_in_corpus": 0, "note": "Every retained file passed the secret scanner; matches were excluded (quarantined), so zero unresolved findings remain." }

Schema

text, repo_name, path, source_url, commit_or_blob_id, license,
source_dataset, content_sha256, quality_score, category_slice, token_count,
is_synthetic, collected_at

Provenance

  • source_dataset: codeparrot/github-code.
  • source_url: HEAD-based GitHub blob URL (https://github.com/<repo>/blob/HEAD/<path>).
  • commit_or_blob_id: ghcode:<shard>:<sha12> retrieval id.
  • content_sha256: SHA-256 of normalized content.
  • Limitation: codeparrot/github-code does NOT carry an upstream per-file commit/blob SHA; the recorded commit_or_blob_id is the dataset-internal retrieval id, not a GitHub commit hash. Enriching with exact upstream commits requires per-repo resolution (deferred).

Storage

Zstandard (level 9) Parquet; data shards ~300 MB compressed. Compressed total: 1.19 GB; uncompressed: 7.10 GB. Verified shards: 180/184.

Reproducibility

Pipeline: src/pipeline.py (download->filter->dedup->classify->tokenize->shard->upload), src/finalize_splits_reports.py (splits + reports). Deterministic split + MinHash seeds.