#!/usr/bin/env python3 """Measure any weights on the gold set and store the report in the registry. Used once to give the deployed model its ``gold_report.json``, the baseline the gate compares every new run against: python tools/measure_weights.py /path/to/best.pt --version yolo26n-seg-overlap-false-2026-04-12 """ from __future__ import annotations import argparse import json import sys from datetime import datetime from pathlib import Path ROOT = Path(__file__).resolve().parents[1] sys.path.insert(0, str(ROOT)) from tools.train_run import measure # noqa: E402 DEFAULT_NAMES = ["loop_all", "pin", "crystal", "loop_face", "ice", "needle"] def main(argv=None) -> int: ap = argparse.ArgumentParser(description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter) ap.add_argument("weights") ap.add_argument("--version", required=True, help="registry directory name to write gold_report.json into") ap.add_argument("--conf", type=float, default=0.25) ap.add_argument("--names", default=",".join(DEFAULT_NAMES)) args = ap.parse_args(argv) reg = ROOT / "models" / "registry" / args.version reg.mkdir(parents=True, exist_ok=True) work = ROOT / "runs" / f"_measure_{args.version}" work.mkdir(parents=True, exist_ok=True) report = measure(Path(args.weights), work, args.names.split(","), conf=args.conf) report["weights"] = str(Path(args.weights).resolve()) report["measured_at"] = datetime.now().isoformat(timespec="seconds") out = reg / "gold_report.json" out.write_text(json.dumps(report, indent=2) + "\n", encoding="utf-8") meta = reg / "metadata.json" if not meta.exists(): meta.write_text(json.dumps({"model_id": args.version, "task": "segmentation", "metrics": report["overall"], "note": "metadata written by measure_weights.py"}, indent=2) + "\n", encoding="utf-8") o = report["overall"] print(f"{args.version}: f1 {o['f1']:.3f} mask IoU {o['mean_mask_iou']:.3f} -> {out}") return 0 if __name__ == "__main__": raise SystemExit(main())