HappenLee opened a new pull request, #66103:
URL: https://github.com/apache/doris/pull/66103

   ### What problem does this PR solve?
   
   Issue Number: close #xxx
   
   Related PR: #59431
   
   Problem Summary: Cherry-pick #59431 to branch-4.1. For RANDOM shuffle, the 
exchange sink used to send blocks to channels in round-robin order one by one. 
This change collects local channel ids during init and prefers sending to local 
channels first, reducing network overhead and improving performance.
   
   ### Release note
   
   None
   
   ### Check List (For Author)
   
   - Test: No need to test (pure cherry-pick from master with minor conflict 
resolution on namespace)
   - Behavior changed: No
   - Does this need documentation: No


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