Github user jinxing64 commented on the issue:

    https://github.com/apache/spark/pull/18388
  
    Analyzing the heap dump, there are 200K+ connections and 3.5M 
blocks(`FileSegmentManagedBuffer`) being fetched. Yes, flow control is a good 
idea. But I still think it make much sense to control the concurrency. Reject 
some "open blocks" requests, thus we can have sufficient bandwidth for the 
existing connections and we can finish the reduce task as soon as possible. 
Simple flow control(slow down connections when pressure) can help avoid OOM, 
but it seems more reduce tasks will run longer.


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