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5101
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5102
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5103
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5104
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5105
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5153
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5154
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5155
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5156
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5157
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5158
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5159
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5160
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5161
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5162
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5163
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5164
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5174
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5175
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5176
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5178
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5191
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5192
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5193
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5194
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5195
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5527
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5528
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5529
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5530
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5531
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5532
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5533
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5534
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5535
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5536
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5537
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5538
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5539
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5540
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5541
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5542
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5543
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5544
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5545
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5546
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5547
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5548
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5549
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5550
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5551
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5552
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5553
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5554
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5555
+ "sha256": "5659b1c13c390fe31662564de1013fb030a4e2dc43160c4de3c146c3ede24888"
5556
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5557
  "hf_model_docs": {
5558
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5559
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5560
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5561
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5562
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5563
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5564
  "failures": []
 
21125
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21126
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21127
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21128
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21129
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21130
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21131
+ "path": "hf_artifacts:scripts/omni/collect_qwen3_retrieval_task_probe_results.sh",
21132
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21133
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21134
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21135
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21136
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21137
+ "surface": "hf_model",
21138
  "kind": "hash_mismatch",
21139
+ "path": "hf_model:scripts/omni/collect_qwen3_retrieval_task_probe_results.sh",
21140
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21141
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21142
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21143
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21144
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21145
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21146
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21147
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21148
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21149
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21150
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21151
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21152
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21153
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21154
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21155
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21156
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21157
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21158
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21159
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21160
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21161
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21162
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21163
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21164
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21165
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21166
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21167
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21168
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21169
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21170
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21171
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21172
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21173
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21174
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21175
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21176
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21177
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21178
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21179
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21180
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21181
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21182
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21183
  {
21184
+ "group": "scripts/validate_mirror_parity.py",
21185
  "surface": "hf_model",
21186
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21187
+ "path": "hf_model:scripts/validate_mirror_parity.py",
21188
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21189
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21190
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21191
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21192
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docs/data/publication_audit.json CHANGED
@@ -1,6 +1,6 @@
1
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2
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3
- "generated_at_utc": "2026-06-18T18:52:59+00:00",
4
  "checks": [
5
  {
6
  "name": "required_publication_assets_present",
 
1
  {
2
  "status": "pass",
3
+ "generated_at_utc": "2026-06-18T19:47:12+00:00",
4
  "checks": [
5
  {
6
  "name": "required_publication_assets_present",
docs/data/website_integrity.json CHANGED
@@ -1,6 +1,6 @@
1
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2
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3
- "generated_at_utc": "2026-06-18T18:52:41+00:00",
4
  "docs_root": "docs",
5
  "site_base": "/ropedia-xperience-10m-task-suite/",
6
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@@ -664,7 +664,7 @@
664
  {
665
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666
  "exists": true,
667
- "bytes": 1553916,
668
  "width": 2560,
669
  "height": 1920,
670
  "format": "PNG"
 
1
  {
2
  "status": "pass",
3
+ "generated_at_utc": "2026-06-18T19:46:53+00:00",
4
  "docs_root": "docs",
5
  "site_base": "/ropedia-xperience-10m-task-suite/",
6
  "summary": {
 
664
  {
665
  "path": "assets/foundation-pipelines/vision-language-action-pipeline.png",
666
  "exists": true,
667
+ "bytes": 1853350,
668
  "width": 2560,
669
  "height": 1920,
670
  "format": "PNG"
docs/index.html CHANGED
@@ -3632,7 +3632,7 @@
3632
  </div>
3633
  </article>
3634
  <article class="foundation-pipeline-card">
3635
- <img src="assets/foundation-pipelines/vision-language-action-pipeline.png?v=foundation-slides-v10" alt="High-resolution slide diagram showing the Vision-language-action models direction for Xperience-10M.">
3636
  <div class="foundation-pipeline-body">
3637
  <span>High-resolution direction slide</span>
3638
  <h3>Vision-language-action models</h3>
 
3632
  </div>
3633
  </article>
3634
  <article class="foundation-pipeline-card">
3635
+ <img src="assets/foundation-pipelines/vision-language-action-pipeline.png?v=foundation-slides-v11" alt="High-resolution slide diagram showing the Vision-language-action models direction for Xperience-10M.">
3636
  <div class="foundation-pipeline-body">
3637
  <span>High-resolution direction slide</span>
3638
  <h3>Vision-language-action models</h3>
index.html CHANGED
@@ -3632,7 +3632,7 @@
3632
  </div>
3633
  </article>
3634
  <article class="foundation-pipeline-card">
3635
- <img src="assets/foundation-pipelines/vision-language-action-pipeline.png?v=foundation-slides-v10" alt="High-resolution slide diagram showing the Vision-language-action models direction for Xperience-10M.">
3636
  <div class="foundation-pipeline-body">
3637
  <span>High-resolution direction slide</span>
3638
  <h3>Vision-language-action models</h3>
 
3632
  </div>
3633
  </article>
3634
  <article class="foundation-pipeline-card">
3635
+ <img src="assets/foundation-pipelines/vision-language-action-pipeline.png?v=foundation-slides-v11" alt="High-resolution slide diagram showing the Vision-language-action models direction for Xperience-10M.">
3636
  <div class="foundation-pipeline-body">
3637
  <span>High-resolution direction slide</span>
3638
  <h3>Vision-language-action models</h3>
scripts/build_unified_task_model_radar.py CHANGED
@@ -63,7 +63,7 @@ QWEN_CROSS_MODAL_RETRIEVAL_PROBE_DIR = (
63
  QWEN_CAMERA_VIEW_SYNC_PROBE_DIR = (
64
  ROOT
65
  / "results/omni_finetune"
66
- / "xperience10m_qwen3_omni_v6_camera_view_sync_probe_a100_20260619T000000Z"
67
  )
68
  QWEN_ACTION_OBJECT_METRICS_PATH = (
69
  MODEL_OUTPUT_TASK_PROBE_DIR / "action_object_relation/qwen3_omni_v6_lora/metrics.json"
 
63
  QWEN_CAMERA_VIEW_SYNC_PROBE_DIR = (
64
  ROOT
65
  / "results/omni_finetune"
66
+ / "xperience10m_qwen3_omni_v6_camera_view_sync_mosaic_tile_a100_20260619T0305Z"
67
  )
68
  QWEN_ACTION_OBJECT_METRICS_PATH = (
69
  MODEL_OUTPUT_TASK_PROBE_DIR / "action_object_relation/qwen3_omni_v6_lora/metrics.json"
scripts/omni/collect_qwen3_retrieval_task_probe_results.sh CHANGED
@@ -14,7 +14,11 @@ TASKS_CSV="${TASKS_CSV:-cross_modal_retrieval}"
14
  REMOTE_RUN_DIR="${REMOTE_ROOT}/${RESULT_ROOT}/${RUN_ID}"
15
  LOCAL_RUN_DIR="${PROJECT_ROOT}/${RESULT_ROOT}/${RUN_ID}"
16
  LOCAL_LAUNCHER_DIR="${PROJECT_ROOT}/${RESULT_ROOT}/deferred_launchers"
17
- REMOTE_LAUNCHER_LOG="${REMOTE_ROOT}/${RESULT_ROOT}/${RUN_ID}.launch.log"
 
 
 
 
18
 
19
  IFS=',' read -r -a TASKS <<< "$TASKS_CSV"
20
 
@@ -26,9 +30,11 @@ done
26
 
27
  mkdir -p "$LOCAL_RUN_DIR" "$LOCAL_LAUNCHER_DIR"
28
  rsync -av "${REMOTE_HOST}:${REMOTE_RUN_DIR}/" "$LOCAL_RUN_DIR/"
29
- ssh "$REMOTE_HOST" "test -s '$REMOTE_LAUNCHER_LOG'" >/dev/null 2>&1 \
30
- && rsync -av "${REMOTE_HOST}:${REMOTE_LAUNCHER_LOG}" "$LOCAL_LAUNCHER_DIR/" \
31
- || true
 
 
32
 
33
  python3 - "$PROJECT_ROOT" "$RUN_ID" "$TASKS_CSV" <<'PY'
34
  import json
 
14
  REMOTE_RUN_DIR="${REMOTE_ROOT}/${RESULT_ROOT}/${RUN_ID}"
15
  LOCAL_RUN_DIR="${PROJECT_ROOT}/${RESULT_ROOT}/${RUN_ID}"
16
  LOCAL_LAUNCHER_DIR="${PROJECT_ROOT}/${RESULT_ROOT}/deferred_launchers"
17
+ REMOTE_LAUNCHER_LOGS=(
18
+ "${REMOTE_ROOT}/${RESULT_ROOT}/${RUN_ID}.launch.log"
19
+ "${REMOTE_ROOT}/${RESULT_ROOT}/deferred_launchers/${RUN_ID}.launch.log"
20
+ "${REMOTE_ROOT}/${RESULT_ROOT}/deferred_launchers/${RUN_ID}.launcher.log"
21
+ )
22
 
23
  IFS=',' read -r -a TASKS <<< "$TASKS_CSV"
24
 
 
30
 
31
  mkdir -p "$LOCAL_RUN_DIR" "$LOCAL_LAUNCHER_DIR"
32
  rsync -av "${REMOTE_HOST}:${REMOTE_RUN_DIR}/" "$LOCAL_RUN_DIR/"
33
+ for remote_launcher_log in "${REMOTE_LAUNCHER_LOGS[@]}"; do
34
+ ssh "$REMOTE_HOST" "test -s '$remote_launcher_log'" >/dev/null 2>&1 \
35
+ && rsync -av "${REMOTE_HOST}:${remote_launcher_log}" "$LOCAL_LAUNCHER_DIR/" \
36
+ || true
37
+ done
38
 
39
  python3 - "$PROJECT_ROOT" "$RUN_ID" "$TASKS_CSV" <<'PY'
40
  import json
scripts/omni/eval_qwen3_omni_retrieval_task_probes.py CHANGED
@@ -189,6 +189,13 @@ def camera_view_paths(sample: dict[str, Any]) -> list[dict[str, str]]:
189
  return views
190
 
191
 
 
 
 
 
 
 
 
192
  def has_camera_view_pair(sample: dict[str, Any]) -> bool:
193
  return len(camera_view_paths(sample)) >= 2
194
 
@@ -318,10 +325,8 @@ def camera_view_clip_path(sample: dict[str, Any], view: dict[str, str], clip_dir
318
  output = clip_dir / f"{digest}_{safe_view}_{start}_{end}.mp4"
319
  if output.exists() and output.stat().st_size > 0:
320
  return str(output)
321
- if not source.exists():
322
- raise FileNotFoundError(f"camera source video not found: {source}")
323
  output.parent.mkdir(parents=True, exist_ok=True)
324
- if shutil.which("ffmpeg"):
325
  frame_filter = f"select=between(n\\,{start}\\,{end}),setpts=N/FRAME_RATE/TB"
326
  subprocess.run(
327
  [
@@ -344,26 +349,48 @@ def camera_view_clip_path(sample: dict[str, Any], view: dict[str, str], clip_dir
344
  else:
345
  import cv2
346
 
347
- cap = cv2.VideoCapture(str(source))
 
 
 
 
348
  if not cap.isOpened():
349
- raise RuntimeError(f"unable to open camera source video: {source}")
350
  fps = cap.get(cv2.CAP_PROP_FPS) or 30.0
351
  width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH) or 0)
352
  height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT) or 0)
353
  if width <= 0 or height <= 0:
354
  cap.release()
355
- raise RuntimeError(f"invalid camera source dimensions for {source}: {width}x{height}")
356
- writer = cv2.VideoWriter(str(output), cv2.VideoWriter_fourcc(*"mp4v"), float(fps), (width, height))
 
 
 
 
 
 
 
 
 
 
 
 
 
357
  if not writer.isOpened():
358
  cap.release()
359
  raise RuntimeError(f"unable to open camera clip writer: {output}")
360
- cap.set(cv2.CAP_PROP_POS_FRAMES, start)
 
361
  frame_index = start
362
  written = 0
363
- while frame_index <= end:
364
  ok, frame = cap.read()
365
  if not ok:
366
  break
 
 
 
 
367
  writer.write(frame)
368
  written += 1
369
  frame_index += 1
@@ -677,9 +704,10 @@ def score_task(task_id: str, spec: dict[str, Any], rows: list[dict[str, Any]], o
677
  elif task_id == "camera_view_sync_retrieval":
678
  score_policy = (
679
  "GPU-backed Qwen3-Omni v6 camera-view synchronization retrieval probe. The prompt shows "
680
- "one raw camera view as the reference and asks the model to rank shuffled raw candidate "
681
- "views; the true target is a different camera from the same held-out time window. No "
682
- "action, subtask, object, or future labels are included."
 
683
  )
684
  else:
685
  score_policy = (
 
189
  return views
190
 
191
 
192
+ def camera_view_index(sample: dict[str, Any], view: dict[str, str]) -> int:
193
+ for idx, item in enumerate(camera_view_paths(sample)):
194
+ if item["name"] == view["name"] and item["path"] == view["path"]:
195
+ return idx
196
+ return 0
197
+
198
+
199
  def has_camera_view_pair(sample: dict[str, Any]) -> bool:
200
  return len(camera_view_paths(sample)) >= 2
201
 
 
325
  output = clip_dir / f"{digest}_{safe_view}_{start}_{end}.mp4"
326
  if output.exists() and output.stat().st_size > 0:
327
  return str(output)
 
 
328
  output.parent.mkdir(parents=True, exist_ok=True)
329
+ if source.exists() and shutil.which("ffmpeg"):
330
  frame_filter = f"select=between(n\\,{start}\\,{end}),setpts=N/FRAME_RATE/TB"
331
  subprocess.run(
332
  [
 
349
  else:
350
  import cv2
351
 
352
+ mosaic = Path(media_video_path(sample) or "")
353
+ use_mosaic_tile = not source.exists() and mosaic.exists()
354
+ if not source.exists() and not use_mosaic_tile:
355
+ raise FileNotFoundError(f"camera source video not found: {source}")
356
+ cap = cv2.VideoCapture(str(mosaic if use_mosaic_tile else source))
357
  if not cap.isOpened():
358
+ raise RuntimeError(f"unable to open camera source video: {mosaic if use_mosaic_tile else source}")
359
  fps = cap.get(cv2.CAP_PROP_FPS) or 30.0
360
  width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH) or 0)
361
  height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT) or 0)
362
  if width <= 0 or height <= 0:
363
  cap.release()
364
+ raise RuntimeError(f"invalid camera source dimensions for {mosaic if use_mosaic_tile else source}: {width}x{height}")
365
+ if use_mosaic_tile:
366
+ cols, rows = 3, 2
367
+ tile_w = width // cols
368
+ tile_h = height // rows
369
+ view_idx = camera_view_index(sample, view)
370
+ x0 = (view_idx % cols) * tile_w
371
+ y0 = (view_idx // cols) * tile_h
372
+ output_size = (tile_w, tile_h)
373
+ else:
374
+ x0 = y0 = 0
375
+ tile_w = width
376
+ tile_h = height
377
+ output_size = (width, height)
378
+ writer = cv2.VideoWriter(str(output), cv2.VideoWriter_fourcc(*"mp4v"), float(fps), output_size)
379
  if not writer.isOpened():
380
  cap.release()
381
  raise RuntimeError(f"unable to open camera clip writer: {output}")
382
+ if not use_mosaic_tile:
383
+ cap.set(cv2.CAP_PROP_POS_FRAMES, start)
384
  frame_index = start
385
  written = 0
386
+ while True:
387
  ok, frame = cap.read()
388
  if not ok:
389
  break
390
+ if not use_mosaic_tile and frame_index > end:
391
+ break
392
+ if use_mosaic_tile:
393
+ frame = frame[y0 : y0 + tile_h, x0 : x0 + tile_w]
394
  writer.write(frame)
395
  written += 1
396
  frame_index += 1
 
704
  elif task_id == "camera_view_sync_retrieval":
705
  score_policy = (
706
  "GPU-backed Qwen3-Omni v6 camera-view synchronization retrieval probe. The prompt shows "
707
+ "one camera view as the reference and asks the model to rank shuffled candidate views; "
708
+ "the true target is a different camera from the same held-out time window. When raw "
709
+ "per-view videos are absent, the evaluator crops the corresponding view tile from the "
710
+ "staged multi-view mosaic video. No action, subtask, object, or future labels are included."
711
  )
712
  else:
713
  score_policy = (
scripts/validate_mirror_parity.py CHANGED
@@ -22,7 +22,7 @@ QWEN3_FUTURE_TASK_PROBE_RUN_ID = "xperience10m_qwen3_omni_v6_future_task_probes_
22
  QWEN3_RETRIEVAL_TASK_PROBE_RUN_IDS = [
23
  "xperience10m_qwen3_omni_v6_retrieval_task_probes_a100_20260617T175919Z",
24
  "xperience10m_qwen3_omni_v6_cross_modal_retrieval_probe_a100_20260618T000000Z",
25
- "xperience10m_qwen3_omni_v6_camera_view_sync_probe_a100_20260619T000000Z",
26
  ]
27
 
28
  DATA_FILES = [
 
22
  QWEN3_RETRIEVAL_TASK_PROBE_RUN_IDS = [
23
  "xperience10m_qwen3_omni_v6_retrieval_task_probes_a100_20260617T175919Z",
24
  "xperience10m_qwen3_omni_v6_cross_modal_retrieval_probe_a100_20260618T000000Z",
25
+ "xperience10m_qwen3_omni_v6_camera_view_sync_mosaic_tile_a100_20260619T0305Z",
26
  ]
27
 
28
  DATA_FILES = [