Datasets:
File size: 5,442 Bytes
33fba32 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 | 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())
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