from __future__ import annotations import argparse import json import os from .evaluate import evaluate_mme_cof, evaluate_vwg, parse_seeds from .external import prepare_ruler, prepare_vreason from .io import write_json from .metrics import summarize_mme, summarize_vwg from .validate import validate_dataset def add_common_video_arguments(parser: argparse.ArgumentParser) -> None: parser.add_argument("--videos-dir", required=True) parser.add_argument("--seeds", default="0,1,2") parser.add_argument( "--filename-template", default="{id}_seed{seed}.mp4", help="Available placeholders: {id}, {id06}, {seed}", ) def build_parser() -> argparse.ArgumentParser: parser = argparse.ArgumentParser(prog="vwg-bench") subparsers = parser.add_subparsers(dest="command", required=True) validate = subparsers.add_parser("validate-data") validate.add_argument("--dataset-root", required=True) validate.add_argument("--skip-hashes", action="store_true") evaluate = subparsers.add_parser("evaluate") evaluate.add_argument("--dataset-root", required=True) add_common_video_arguments(evaluate) evaluate.add_argument("--output", required=True) evaluate.add_argument( "--model", default=os.getenv("VWG_JUDGE_MODEL", "gemini-2.5-pro"), ) evaluate.add_argument("--workers", type=int, default=4) evaluate.add_argument("--max-frames", type=int, default=16) evaluate.add_argument("--limit", type=int) evaluate.add_argument("--strict-missing", action="store_true") summarize = subparsers.add_parser("summarize") summarize.add_argument("--dataset-root", required=True) summarize.add_argument("--results", required=True) summarize.add_argument("--output") mme = subparsers.add_parser("evaluate-mme-cof") mme.add_argument("--metadata-json", required=True) add_common_video_arguments(mme) mme.add_argument("--output", required=True) mme.add_argument( "--model", default=os.getenv("VWG_JUDGE_MODEL", "gemini-2.5-pro"), ) mme.add_argument("--workers", type=int, default=4) mme.add_argument("--max-frames", type=int, default=16) mme_summary = subparsers.add_parser("summarize-mme-cof") mme_summary.add_argument("--results", required=True) mme_summary.add_argument("--output") ruler = subparsers.add_parser("prepare-ruler") ruler.add_argument("--metadata-json", required=True) add_common_video_arguments(ruler) ruler.add_argument("--output-dir", required=True) vreason = subparsers.add_parser("prepare-vreason") vreason.add_argument("--metadata-json", required=True) add_common_video_arguments(vreason) vreason.add_argument("--output-dir", required=True) vreason.add_argument("--model-name", required=True) return parser def emit(value: dict, output: str | None = None) -> None: if output: write_json(output, value) print(json.dumps(value, ensure_ascii=False, indent=2)) def main(argv: list[str] | None = None) -> int: args = build_parser().parse_args(argv) if args.command == "validate-data": report = validate_dataset(args.dataset_root, verify_hashes=not args.skip_hashes) emit(report) return 0 if report["ok"] else 1 if args.command == "evaluate": emit( evaluate_vwg( dataset_root=args.dataset_root, videos_dir=args.videos_dir, output_path=args.output, seeds=parse_seeds(args.seeds), model=args.model, filename_template=args.filename_template, workers=args.workers, max_frames=args.max_frames, limit=args.limit, strict_missing=args.strict_missing, ) ) return 0 if args.command == "summarize": emit(summarize_vwg(args.dataset_root, args.results), args.output) return 0 if args.command == "evaluate-mme-cof": emit( evaluate_mme_cof( metadata_json=args.metadata_json, videos_dir=args.videos_dir, output_path=args.output, seeds=parse_seeds(args.seeds), model=args.model, filename_template=args.filename_template, workers=args.workers, max_frames=args.max_frames, ) ) return 0 if args.command == "summarize-mme-cof": emit(summarize_mme(args.results), args.output) return 0 if args.command == "prepare-ruler": emit( prepare_ruler( metadata_json=args.metadata_json, videos_dir=args.videos_dir, output_dir=args.output_dir, seeds=parse_seeds(args.seeds), filename_template=args.filename_template, ) ) return 0 if args.command == "prepare-vreason": emit( prepare_vreason( metadata_json=args.metadata_json, videos_dir=args.videos_dir, output_dir=args.output_dir, seeds=parse_seeds(args.seeds), model_name=args.model_name, filename_template=args.filename_template, ) ) return 0 raise AssertionError(args.command) if __name__ == "__main__": raise SystemExit(main())