miscellaneous / finalize_case_study.py
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"""Final 6-way intersection for the case study, using all real signals.
Conditions (all must hold for a base video):
Qwen3-Omni:
- mute : raw_output starts with 'yes' (hallucinated audio in silence)
- swap : raw_output starts with 'yes' (claimed mismatched audio matches)
- sync : both delay AND early variants are wrong (sync_is_wrong())
Gemini-3.1-pro-preview:
- swap : raw_output starts with 'yes' (claimed mismatched audio matches)
- sync : both delay AND early variants are wrong (re-run on pool)
- mute : neutral prompt -> OpenAI judge marks correct=False (real hallucination)
Writes survivors to /home/ubuntu/case_study_candidates.jsonl with full failure detail.
"""
import json
import re
from pathlib import Path
# Qwen
QWEN_MUTE = "/home/ubuntu/eval_results/mute/mute_qwen3omni_vanilla_promptDirect/eval_results.jsonl"
QWEN_SWAP = "/home/ubuntu/eval_results/swap/swap_Qwen_Qwen3-Omni-30B-A3B-Instruct_promptDirect/eval_results.jsonl"
QWEN_SYNC = "/home/ubuntu/eval_results/sync/sync_qwen3omni_vanilla/eval_results.jsonl"
# Gemini direct swap (the original yes/no eval)
GEMINI_SWAP = "/home/ubuntu/eval_results/gemini_mute_sync_swap/swap/swap_gemini_gemini-3.1-pro-preview__promptDirect/eval_results.jsonl"
# Gemini results we re-ran on the 45-pool
GEMINI_SYNC = "/home/ubuntu/eval_results/case_study_pool/sync/case_study_pool_gemini_sync/eval_results.jsonl"
GEMINI_MUTE = "/home/ubuntu/eval_results/case_study_pool/mute/case_study_pool_gemini_mute_neutral/eval_results.jsonl"
OUT_PATH = Path("/home/ubuntu/case_study_candidates.jsonl")
SYNC_SUFFIX_RE = re.compile(r"_(delay|early)_\d+(?:\.\d+)?s(?=\.mp4$)")
DIRECTION_RE = re.compile(r"_(delay|early)_(\d+(?:\.\d+)?)s\.mp4$")
def base_of(name): return SYNC_SUFFIX_RE.sub("", name)
def direction_of(name):
m = DIRECTION_RE.search(name)
return m.group(1) if m else None
def load_jsonl(path):
with open(path) as f:
for line in f:
line = line.strip()
if line:
yield json.loads(line)
def real_yes_wrong(jsonl_path):
"""Wrong rows whose raw_output starts with 'yes' (drops empty/ambiguous artifacts)."""
out = set()
for r in load_jsonl(jsonl_path):
if r.get("correct", True):
continue
if (r.get("raw_output") or "").strip().lower().startswith("yes"):
out.add(r["video"])
return out
def sync_is_wrong(row):
gt_synced = bool(row.get("gt_synced"))
pred_synced = bool(row.get("pred_synced"))
if gt_synced != pred_synced:
return True
if not gt_synced and row.get("pred_direction") != row.get("gt_direction"):
return True
return False
def collect_sync_intervention_failures(jsonl_path):
"""{base: {direction: row_summary}} for wrong delay/early variants only."""
by_base = {}
for r in load_jsonl(jsonl_path):
v = r["video"]
d = direction_of(v)
if d is None:
continue
if sync_is_wrong(r):
by_base.setdefault(base_of(v), {})[d] = {
"variant": v,
"gt": (r.get("gt_direction"), r.get("gt_offset_sec")),
"pred_synced": r.get("pred_synced"),
"pred": (r.get("pred_direction"), r.get("pred_offset_sec")),
}
return by_base
def main():
qwen_mute_yes = real_yes_wrong(QWEN_MUTE)
qwen_swap_yes = real_yes_wrong(QWEN_SWAP)
gem_swap_yes = real_yes_wrong(GEMINI_SWAP)
qwen_sync_fails = collect_sync_intervention_failures(QWEN_SYNC)
gem_sync_fails = collect_sync_intervention_failures(GEMINI_SYNC)
qwen_sync_both = {b for b, d in qwen_sync_fails.items() if "delay" in d and "early" in d}
gem_sync_both = {b for b, d in gem_sync_fails.items() if "delay" in d and "early" in d}
gem_mute_wrong = {r["video"] for r in load_jsonl(GEMINI_MUTE) if not r.get("correct", True)}
print("Per-source REAL failure sets:")
print(f" qwen mute (yes) : {len(qwen_mute_yes)}")
print(f" qwen swap (yes) : {len(qwen_swap_yes)}")
print(f" qwen sync (delay&early): {len(qwen_sync_both)}")
print(f" gemini swap (yes) : {len(gem_swap_yes)}")
print(f" gemini sync (delay&early): {len(gem_sync_both)}")
print(f" gemini mute neu (judge wrong): {len(gem_mute_wrong)}")
final = (
qwen_mute_yes
& qwen_swap_yes
& qwen_sync_both
& gem_swap_yes
& gem_sync_both
& gem_mute_wrong
)
print(f"\nFinal 6-way intersection: {len(final)} videos\n")
qwen_swap_rows = {r["video"]: r for r in load_jsonl(QWEN_SWAP) if not r.get("correct", True)}
gem_swap_rows = {r["video"]: r for r in load_jsonl(GEMINI_SWAP) if not r.get("correct", True)}
gem_mute_rows = {r["video"]: r for r in load_jsonl(GEMINI_MUTE)}
rows = []
for v in sorted(final):
gem_mute = gem_mute_rows.get(v, {})
rec = {
"video": v,
"gemini_swap_audio_from": gem_swap_rows.get(v, {}).get("swapped_from"),
"qwen_swap_audio_from": qwen_swap_rows.get(v, {}).get("swapped_from"),
"gemini_mute_neutral_raw": (gem_mute.get("raw_output") or "").strip(),
"gemini_mute_judge": gem_mute.get("judge_explanation"),
"gemini_sync_failures": [gem_sync_fails[v]["delay"], gem_sync_fails[v]["early"]],
"qwen_sync_failures": [qwen_sync_fails[v]["delay"], qwen_sync_fails[v]["early"]],
}
rows.append(rec)
print(f"VIDEO: {v}")
print(f" swap audio source : {rec['gemini_swap_audio_from']}")
print(f" gemini mute neutral raw : {rec['gemini_mute_neutral_raw'][:140]}")
for label, fails in (("gemini", rec["gemini_sync_failures"]),
("qwen ", rec["qwen_sync_failures"])):
for f in fails:
tag = f["variant"].rsplit("_", 1)[-1].rstrip(".mp4")
print(f" [{label}] {tag:<8} gt={f['gt']} pred_synced={f['pred_synced']} pred={f['pred']}")
print()
with open(OUT_PATH, "w") as f:
for rec in rows:
f.write(json.dumps(rec, ensure_ascii=False) + "\n")
print(f"[saved] {len(rows)} rows -> {OUT_PATH}")
if __name__ == "__main__":
main()