XiaoHongbo-Hope opened a new pull request, #9824:
URL: https://github.com/apache/paimon/pull/9824

   ## Purpose
   
   Shuffled and delta-window batches can alternate video payloads and frame 
ordinals, causing avoidable decoder opens, backward seeks, and duplicate 
decoding.
   
   ## Changes
   
   - Decode base and delta rows in one batch.
   - Deduplicate identical frame descriptors.
   - Group by physical video and decode each group in frame order.
   - Restore the requested row order and preserve decoder LRU semantics.
   
   This changes neither the public API nor the `.video` format. Persisted 
TorchCodec `custom_frame_mappings` remains a separate format-level follow-up 
because current descriptors do not carry that mapping.
   
   ## Tests
   
   - `python -m unittest pypaimon.tests.multimodal_video_test 
pypaimon.tests.multimodal_lerobot_test`
   - `flake8 --config=dev/cfg.ini` on changed files


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