XiaoHongbo-Hope opened a new pull request, #10483:
URL: https://github.com/apache/paimon/pull/10483

   ### Purpose
   
   Allow LeRobot v3 imports to run across Ray workers instead of a single 
process:
   
   ```python
   conn.load_from_lerobot(
       "robot_data", "oss://bucket/lerobot_dataset",
       engine="ray", concurrency=8, source_options=source_options,
   )
   ```
   
   Workers reuse the existing validation/writer path and prepare complete 
Episode groups. Episodes sharing video files stay together. The driver commits 
frames only after every task succeeds, then publishes companion metadata, the 
initial BTree and optional tags. Existing calls remain single-process.
   
   Requires an initialized Ray cluster and shared source/target storage. 
Supports FileIO URIs and shared directories; Hub IDs remain on the 
single-process path. Tasks are not automatically retried. Publication across 
tables is not atomic; failed imports may leave partial tables and uncommitted 
files.
   
   ### Tests
   
   72 passed, 29 optional-dependency skips. Six new tests cover grouping, API 
validation, real Ray-worker image/video imports against serial results, tags 
and worker failure without a frame commit. Flake8 and `git diff --check` passed.
   
   Validated on a local two-CPU Ray cluster (Ray 2.55.1); multi-node OSS 
performance has not been measured.
   


-- 
This is an automated message from the Apache Git Service.
To respond to the message, please log on to GitHub and use the
URL above to go to the specific comment.

To unsubscribe, e-mail: [email protected]

For queries about this service, please contact Infrastructure at:
[email protected]

Reply via email to