#!/usr/bin/env python3 from __future__ import annotations import argparse import json import sys from pathlib import Path sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src")) from romani_asr.manifest import read_manifest_csv # noqa: E402 from romani_asr.transcript_audit import ( # noqa: E402 TranscriptAuditRow, audit_transcripts, format_markdown_report, ) def parse_args() -> argparse.Namespace: parser = argparse.ArgumentParser( description="Audit transcript consistency issues before ASR training." ) parser.add_argument( "--manifest", type=Path, action="append", default=[], help="Manifest CSV to audit. May be passed more than once.", ) parser.add_argument( "--output-dir", type=Path, default=Path("artifacts/analysis/transcript-consistency"), ) parser.add_argument("--top-k", type=int, default=20) return parser.parse_args() def default_manifests() -> list[Path]: return [ Path("artifacts/manifests/train.csv"), Path("artifacts/manifests/validation.csv"), Path("artifacts/manifests/test.csv"), ] def load_rows(paths: list[Path]) -> list[TranscriptAuditRow]: rows: list[TranscriptAuditRow] = [] for path in paths: for row in read_manifest_csv(path): rows.append( TranscriptAuditRow( id=row["id"], manifest=path.name, transcript=row["transcript"], duration_sec=float(row["duration_sec"]), ) ) return rows def main() -> None: args = parse_args() manifests = args.manifest or default_manifests() rows = load_rows(manifests) audit = audit_transcripts(rows, top_k=args.top_k) args.output_dir.mkdir(parents=True, exist_ok=True) json_path = args.output_dir / "summary.json" md_path = args.output_dir / "summary.md" json_path.write_text( json.dumps(audit, indent=2, ensure_ascii=False), encoding="utf-8", ) report = format_markdown_report(audit) md_path.write_text(report, encoding="utf-8") print(report, flush=True) print(f"Wrote {json_path}", file=sys.stderr) print(f"Wrote {md_path}", file=sys.stderr) if __name__ == "__main__": main()