VMem-Bench / trackB /scripts /audit_quality.py
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Initial VMem-Bench gold JSON and prompts (no source videos) (part 2)
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#!/usr/bin/env python3
"""Audit Track B story quality beyond schema validity.
This is a lightweight gate for draft assets. It does not replace human review,
but catches the common failure mode of template-filled stories that pass the
GT builder while lacking concrete visual detail.
"""
from __future__ import annotations
import argparse
import json
import re
from pathlib import Path
from statistics import mean
from typing import Any
HERE = Path(__file__).resolve().parent.parent # trackB root (scripts/ lives one level down)
GT_DIR = HERE / "gt"
SUT_DIR = HERE / "sut_prompts"
PROBE_MIN = {
"lookalike_disambiguation": 5,
"state_change": 5,
"persist_state": 5,
"count_memory": 5,
"false_friend": 5,
"deprecation_avoidance": 5,
"reference_indirect": 5,
"long_gap_reappearance": 5,
"temporal_reference": 5,
}
TEMPLATE_PATTERNS = [
r"一辆/一件",
r"一本/一卷",
r"与[^,。]{0,20}相符的",
r"开始例行检查",
r"主场日常",
r"主场中央静静",
r"主场角落坐下小憩",
r"核心器物",
r"信物",
r"载具",
r"驿馆檐下",
r"驿馆梁下",
r"驼峰",
r"月牙烙印",
r"青铜狮钮印",
r"狮鬃",
r"沙窝",
r"鼻铃",
r"重新重新",
r"过关章程",
r"认真记下当日状况",
r"关键记号",
r"一件[^,。]{0,20}细节不同",
]
def load_json(path: Path) -> dict[str, Any]:
return json.loads(path.read_text(encoding="utf-8"))
def story_ids(paths: list[str] | None) -> list[str]:
if paths:
return [Path(p).stem.replace("_name_anchored", "") for p in paths]
return [p.stem for p in sorted(GT_DIR.glob("*.json"))]
def audit_one(story_id: str) -> list[str]:
issues: list[str] = []
gt_path = GT_DIR / f"{story_id}.json"
sut_path = SUT_DIR / f"{story_id}_name_anchored.json"
if not gt_path.exists():
return [f"{story_id}: missing gt"]
gt = load_json(gt_path)
nseg = gt.get("summary", {}).get("n_segments", len(gt.get("segments", [])))
if not 50 <= nseg <= 200:
issues.append(f"{story_id}: n_segments={nseg} outside [50,200]")
probes = gt.get("summary", {}).get("probe_counts", {})
for key, minimum in PROBE_MIN.items():
if probes.get(key, 0) < minimum:
issues.append(f"{story_id}: probe {key}={probes.get(key, 0)} < {minimum}")
if gt.get("warnings"):
issues.append(f"{story_id}: gt warnings={len(gt['warnings'])}")
if sut_path.exists():
sut = load_json(sut_path)
if sut.get("warnings"):
issues.append(f"{story_id}: sut warnings={len(sut['warnings'])}")
else:
issues.append(f"{story_id}: missing sut prompt")
text = json.dumps(gt, ensure_ascii=False)
hits = sum(len(re.findall(pat, text)) for pat in TEMPLATE_PATTERNS)
if story_id not in {"0001_lighthouse_keeper", "0002_night_market_courier", "0003_desert_archaeologist"}:
if hits > 8:
issues.append(f"{story_id}: template-pattern hits={hits} > 8")
return issues
def main() -> None:
parser = argparse.ArgumentParser()
parser.add_argument("stories", nargs="*", help="story IDs or filenames; default: all")
parser.add_argument("--strict", action="store_true", help="exit non-zero on any issue")
args = parser.parse_args()
ids = story_ids(args.stories)
all_issues: list[str] = []
segs: list[int] = []
for sid in ids:
gt_path = GT_DIR / f"{sid}.json"
if gt_path.exists():
gt = load_json(gt_path)
segs.append(gt.get("summary", {}).get("n_segments", len(gt.get("segments", []))))
all_issues.extend(audit_one(sid))
if segs:
buckets = {
"50-80": sum(50 <= x <= 80 for x in segs),
"81-120": sum(81 <= x <= 120 for x in segs),
"121-160": sum(121 <= x <= 160 for x in segs),
"161-200": sum(161 <= x <= 200 for x in segs),
}
print(f"stories={len(ids)} segments min={min(segs)} max={max(segs)} mean={mean(segs):.1f} buckets={buckets}")
if all_issues:
print("ISSUES:")
for issue in all_issues:
print(f"- {issue}")
if args.strict:
raise SystemExit(1)
else:
print("OK")
if __name__ == "__main__":
main()