build_candidate_pool.py

"""Build the candidate pool for case study (BEFORE re-running Gemini).

Selection rule (only the trustworthy signals):
  - Qwen   failed mute  (raw_output == 'yes', i.e. real hallucination)
  - Qwen   failed swap  (raw_output == 'yes', real false-match)
  - Qwen   failed BOTH delay AND early sync
  - Gemini failed swap  (raw_output == 'yes', real false-match)

Skipped on purpose:
  - Gemini mute direct: all wrong rows are empty raw_output -> not real signal
  - Gemini sync       : we will re-run this on the candidate pool

Writes pool to /home/ubuntu/case_study_pool.jsonl
"""

import json
import re
from pathlib import Path

GEMINI_SWAP = "/home/ubuntu/eval_results/gemini_mute_sync_swap/swap/swap_gemini_gemini-3.1-pro-preview__promptDirect/eval_results.jsonl"
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"

OUT_PATH = Path("/home/ubuntu/case_study_pool.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 is actually 'yes' (drops empty/ambiguous artifacts)."""
    out = set()
    for r in load_jsonl(jsonl_path):
        if r.get("correct", True):
            continue
        raw = (r.get("raw_output") or "").strip().lower()
        if raw.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_qwen_sync_intervention_failures(jsonl_path):
    by_base = {}
    for r in load_jsonl(jsonl_path):
        v = r["video"]
        d = direction_of(v)
        if d is None:
            continue  # skip the synced original
        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_qwen_sync_intervention_failures(QWEN_SYNC)
    qwen_sync_both  = {b for b, dirs in qwen_sync_fails.items()
                       if "delay" in dirs and "early" in dirs}

    print("Per-source REAL wrong sets (raw_output='yes' only):")
    print(f"  qwen   mute yes-hallucinations : {len(qwen_mute_yes)}")
    print(f"  qwen   swap yes-false-match    : {len(qwen_swap_yes)}")
    print(f"  qwen   sync (delay AND early)  : {len(qwen_sync_both)}")
    print(f"  gemini swap yes-false-match    : {len(gem_swap_yes)}")

    pool = qwen_mute_yes & qwen_swap_yes & qwen_sync_both & gem_swap_yes
    print(f"\nPool (4-way real intersection): {len(pool)} videos")

    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)}

    rows = []
    for v in sorted(pool):
        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"),
            "qwen_sync_failures":     [qwen_sync_fails[v]["delay"],
                                       qwen_sync_fails[v]["early"]],
        }
        rows.append(rec)

    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}")

    print("\nPool videos:")
    for r in rows:
        print(f"  {r['video']}")


if __name__ == "__main__":
    main()