YannByron opened a new pull request, #9580:
URL: https://github.com/apache/paimon/pull/9580

   ## Summary
   
   Add a generic, snapshot-pinned `ContiguousWindowDataset` for exposing 
fixed-size Paimon row windows to PyTorch without loading projected rows or BLOB 
payloads into memory up front.
   
   This is the contiguous-window portion split from #9466 following review 
feedback. The ACT benchmark workflow will be submitted separately.
   
   ## Changes
   
   - Add row-ID-backed window indexing with deterministic group/order 
semantics, configurable stride, and drop/pad/error tail policies.
   - Read projected values lazily from the pinned snapshot, including scalar 
and `MAP<..., BLOB>` payloads and anchor-only columns.
   - Coalesce overlapping plural reads while keeping logical samples 
independent for transforms and adapters.
   - Expose the Dataset through `ScanQuery.to_contiguous_window_dataset` and 
document its PyTorch usage and contracts.
   - Cover snapshot pinning, BLOB handling, batching, mutable values, padding, 
pickling, and multi-worker DataLoader behavior.
   
   ## Testing
   
   - [x] `PYTHONPATH=. /opt/homebrew/bin/python3.13 -m pytest 
pypaimon/tests/contiguous_window_dataset_test.py -q` (16 passed)
   - [x] `PYTHONPATH=. /opt/homebrew/bin/python3.13 -m pytest 
pypaimon/tests/multimodal_table_test.py -k 'scan_read_blobs or 
scan_read_and_stream_map_blobs' -q` (6 passed, 74 deselected)
   - [x] `/opt/homebrew/bin/python3.13 -m flake8 --config=dev/cfg.ini 
pypaimon/multimodal/query.py pypaimon/multimodal/window_dataset.py 
pypaimon/tests/contiguous_window_dataset_test.py`
   - [x] `python3 dev/check_license_header.py`
   - [x] `/opt/homebrew/bin/python3.13 -m compileall -q pypaimon/multimodal`
   - [x] `git diff --check origin/master..HEAD`
   
   ## Notes
   
   No ACT benchmark implementation, packaging, tests, or benchmark 
documentation is included in this PR.


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