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| """``python -m extract build|check`` — build the spec from the HTML, or verify no drift.""" | |
| from __future__ import annotations | |
| import argparse | |
| import json | |
| import sys | |
| from pathlib import Path | |
| from extract.builder import DEFAULT_HTML, SPEC_ID, build_spec, to_canonical_json | |
| _REPO = Path(__file__).resolve().parents[1] | |
| # Per-spec metadata used when assembling an LLM-extracted spec. | |
| _WHITELIST_3M = { | |
| "cell_barcode_3M_feb2018": { | |
| "name": "3M-february-2018", "path": "whitelists/3M-february-2018.txt.gz", "md5": None, | |
| "md5_provenance": "computed_local_no_official_checksum", | |
| "source_url": "https://raw.githubusercontent.com/f0t1h/3M-february-2018/master/3M-february-2018.txt.gz", | |
| "source_note": "community mirror; no vendor checksum published", | |
| "size_bytes_gz": 18350152, "count": 6794880, "length": 16, "retrieved_date": None, | |
| } | |
| } | |
| _SPEC_META = { | |
| "10x_3p_v3": { | |
| "assay": "10x Chromium Single Cell 3' Gene Expression", "chemistry_version": "v3/v3.1", | |
| "protocol_name": "10x Chromium 3' Gene Expression v3", "whitelist": _WHITELIST_3M, | |
| }, | |
| } | |
| def _out_path(spec: str, out: str | None) -> Path: | |
| return Path(out) if out else _REPO / "spec" / f"{spec}.json" | |
| def cmd_build(args: argparse.Namespace) -> int: | |
| spec = build_spec(args.html) | |
| data = to_canonical_json(spec) | |
| out = _out_path(args.spec, args.out) | |
| out.parent.mkdir(parents=True, exist_ok=True) | |
| out.write_bytes(data) | |
| print(f"wrote {out} ({len(data)} bytes, {len(spec['oligos'])} oligos, " | |
| f"sha256={spec['build']['source_html_sha256'][:12]}…)") | |
| return 0 | |
| def cmd_check(args: argparse.Namespace) -> int: | |
| data = to_canonical_json(build_spec(args.html)) | |
| out = _out_path(args.spec, args.out) | |
| if not out.exists(): | |
| print(f"ERROR: {out} does not exist — run `python -m extract build` first", file=sys.stderr) | |
| return 1 | |
| if out.read_bytes() != data: | |
| print(f"DRIFT: {out} differs from a fresh build — run `python -m extract build`", file=sys.stderr) | |
| return 1 | |
| print(f"OK: {out} matches a fresh build") | |
| return 0 | |
| def cmd_from_doc(args: argparse.Namespace) -> int: | |
| """Extract a spec from a protocol PDF via Claude Code headless (LLM extraction).""" | |
| from extract.doc_extract import assemble_spec, cross_check, evaluate, extract_document | |
| meta = _SPEC_META.get(args.spec) | |
| if meta is None: | |
| print(f"ERROR: no metadata registered for spec {args.spec!r} (known: {list(_SPEC_META)})", file=sys.stderr) | |
| return 1 | |
| print(f"[from-doc] extracting {args.doc} via Claude Code ({args.model}) …", file=sys.stderr) | |
| result = extract_document(args.doc, meta["protocol_name"], model=args.model) | |
| extraction = result["extraction"] | |
| print(f"[from-doc] extracted {len(extraction['oligos'])} oligos " | |
| f"(source {result['source_chars']} chars, {result.get('duration_ms', 0)/1000:.0f}s, " | |
| f"${result.get('cost_usd') or 0:.3f})", file=sys.stderr) | |
| cc = cross_check(extraction) | |
| print(f"[from-doc] cross-check vs verified constants: {cc['matched']}/{cc['checked']} matched", file=sys.stderr) | |
| spec = assemble_spec(extraction, spec_id=args.spec, assay=meta["assay"], | |
| chemistry_version=meta["chemistry_version"], source_doc_path=args.doc, | |
| model=args.model, whitelist_block=meta["whitelist"]) | |
| out = Path(args.out) if args.out else _REPO / "spec" / f"{args.spec}.pdf.json" | |
| out.parent.mkdir(parents=True, exist_ok=True) | |
| out.write_bytes(to_canonical_json(spec)) | |
| print(f"[from-doc] wrote {out} ({len(spec['oligos'])} oligos, LLM-extracted)") | |
| if args.eval: | |
| gt_dir = args.groundtruth_dir or str(Path(args.doc).parent) | |
| ev = evaluate(extraction, gt_dir) | |
| print("\n[from-doc] EVAL vs groundtruth:") | |
| print(f" oligo sequence recall : {ev['oligo_seqs_matched']}/{ev['oligo_seqs_total']} " | |
| f"({ev['oligo_seq_recall']})") | |
| if ev["missed_oligos"]: | |
| print(f" missed : {', '.join(ev['missed_oligos'])}") | |
| print(f" annotated library : {'EXACT MATCH' if ev['annotated_library_exact_match'] else 'DIFFERS'}") | |
| if not ev["annotated_library_exact_match"]: | |
| print(f" got : {ev['annotated_library_got']}") | |
| print(f" expected: {ev['annotated_library_expected']}") | |
| return 0 | |
| def main(argv: list[str] | None = None) -> int: | |
| parser = argparse.ArgumentParser(prog="extract", description="Build/check the Seqcolyte read-structure spec") | |
| sub = parser.add_subparsers(dest="cmd", required=True) | |
| for name, fn in (("build", cmd_build), ("check", cmd_check)): | |
| sp = sub.add_parser(name, help=fn.__doc__) | |
| sp.add_argument("--spec", default=SPEC_ID, help="spec id (default: %(default)s)") | |
| sp.add_argument("--html", default=str(DEFAULT_HTML), help="source protocol HTML") | |
| sp.add_argument("--out", default=None, help="output path (default: spec/<spec>.json)") | |
| sp.set_defaults(func=fn) | |
| fd = sub.add_parser("from-doc", help=cmd_from_doc.__doc__) | |
| fd.add_argument("--doc", required=True, help="protocol PDF to extract from") | |
| fd.add_argument("--spec", default=SPEC_ID, help="spec id (default: %(default)s)") | |
| fd.add_argument("--model", default="claude-opus-4-8", help="Claude model (default: %(default)s)") | |
| fd.add_argument("--out", default=None, help="output path (default: spec/<spec>.pdf.json)") | |
| fd.add_argument("--eval", action="store_true", help="evaluate against groundtruth in the PDF's dir") | |
| fd.add_argument("--groundtruth-dir", default=None, dest="groundtruth_dir") | |
| fd.set_defaults(func=cmd_from_doc) | |
| args = parser.parse_args(argv) | |
| return args.func(args) | |
| if __name__ == "__main__": | |
| raise SystemExit(main()) | |