#!/usr/bin/env python3 """Review Hugging Face source candidates for Polish DynaWord. This is an audit helper, not a legal opinion. It records HF metadata, README signals, configured curation decisions, and obvious license warnings. """ from __future__ import annotations import argparse import json import re from pathlib import Path from huggingface_hub import HfApi, hf_hub_download WARNING_TERMS = [ "cc-by-nc", "noncommercial", "research-only", "proprietary", "unknown", "no license", ] def read_config(path: Path) -> dict: return json.loads(path.read_text(encoding="utf-8")) def fetch_readme(repo_id: str, cache_dir: Path) -> str: cache_dir.mkdir(parents=True, exist_ok=True) out = cache_dir / f"{repo_id.replace('/', '__')}__README.md" if out.exists(): return out.read_text(encoding="utf-8", errors="replace") try: path = hf_hub_download(repo_id=repo_id, repo_type="dataset", filename="README.md") text = Path(path).read_text(encoding="utf-8", errors="replace") except Exception as exc: text = f"README_DOWNLOAD_ERROR: {type(exc).__name__}: {exc}" out.write_text(text, encoding="utf-8") return text def extract_license_tags(tags: list[str]) -> list[str]: return [tag.removeprefix("license:") for tag in tags if tag.startswith("license:")] def extract_language_tags(tags: list[str]) -> list[str]: return [tag.removeprefix("language:") for tag in tags if tag.startswith("language:")] def readme_license_lines(readme: str) -> list[str]: lines = [] for line in readme.splitlines(): if re.search(r"license|licen|public domain|copyright|cc-by|cc0|apache|mit", line, re.I): clean = re.sub(r"\s+", " ", line).strip() if clean: lines.append(clean) if len(lines) >= 12: break return lines def warnings_for(license_tags: list[str], readme: str) -> list[str]: haystack = " ".join(license_tags).lower() + "\n" + readme[:20000].lower() return sorted({term for term in WARNING_TERMS if term in haystack}) def review_candidate(api: HfApi, candidate: dict, cache_dir: Path) -> dict: repo_id = candidate["repo_id"] info = api.dataset_info(repo_id, files_metadata=False) tags = info.tags or [] readme = fetch_readme(repo_id, cache_dir) files = [s.rfilename for s in (info.siblings or [])[:30]] return { "repo_id": repo_id, "configured_decision": candidate.get("decision", ""), "target_bucket": candidate.get("target_bucket", ""), "priority": candidate.get("priority", ""), "notes": candidate.get("notes", ""), "gated": getattr(info, "gated", None), "private": info.private, "downloads": getattr(info, "downloads", None), "license_tags": extract_license_tags(tags), "language_tags": extract_language_tags(tags), "size_tags": [tag.removeprefix("size_categories:") for tag in tags if tag.startswith("size_categories:")], "task_tags": [tag.removeprefix("task_categories:") for tag in tags if tag.startswith("task_categories:")], "readme_license_lines": readme_license_lines(readme), "warnings": warnings_for(extract_license_tags(tags), readme), "sample_files": files, } def write_json(rows: list[dict], out_path: Path) -> None: out_path.parent.mkdir(parents=True, exist_ok=True) out_path.write_text(json.dumps(rows, indent=2, ensure_ascii=False) + "\n", encoding="utf-8") def write_markdown(rows: list[dict], out_path: Path) -> None: lines = [ "# Source candidate audit", "", "| repo | decision | bucket | license tags | gated | warnings |", "|---|---|---|---|---:|---|", ] for row in rows: lines.append( f"| `{row['repo_id']}` | `{row['configured_decision']}` | `{row['target_bucket']}` | " f"`{', '.join(row['license_tags']) or 'none'}` | `{row['gated']}` | " f"`{', '.join(row['warnings']) or '-'}` |" ) for row in rows: lines.extend([ "", f"## {row['repo_id']}", "", f"- decision: `{row['configured_decision']}`", f"- bucket: `{row['target_bucket']}`", f"- priority: `{row['priority']}`", f"- license tags: `{', '.join(row['license_tags']) or 'none'}`", f"- language tags: `{', '.join(row['language_tags']) or 'none'}`", f"- gated: `{row['gated']}`", f"- notes: {row['notes']}", "", "README/license signals:", ]) if row["readme_license_lines"]: for line in row["readme_license_lines"]: lines.append(f"- {line}") else: lines.append("- no obvious README license lines found") out_path.parent.mkdir(parents=True, exist_ok=True) out_path.write_text("\n".join(lines) + "\n", encoding="utf-8") def parse_args() -> argparse.Namespace: ap = argparse.ArgumentParser() ap.add_argument("--config", type=Path, default=Path("configs/source_candidates_v0_3.json")) ap.add_argument("--readme-cache", type=Path, default=Path("artifacts/hf_readmes")) ap.add_argument("--out-json", type=Path, default=Path("artifacts/source_candidate_audit_v0_3.json")) ap.add_argument("--out-md", type=Path, default=Path("artifacts/source_candidate_audit_v0_3.md")) return ap.parse_args() def main() -> None: args = parse_args() config = read_config(args.config) api = HfApi() rows = [review_candidate(api, c, args.readme_cache) for c in config["candidates"]] write_json(rows, args.out_json) write_markdown(rows, args.out_md) print(f"wrote: {args.out_json}") print(f"wrote: {args.out_md}") if __name__ == "__main__": main()