Github user hhbyyh commented on the issue:

    https://github.com/apache/spark/pull/17000
  
    Hi @ZunwenYou Do you know what's the reason that treeAggregate failed when  
feature dimension reach 20 million? 
    I think this potentially can help with the 2G disk shuffle spill limit. (to 
be verified).
    Also we should evaluate the memory consumption due to the slice and copy.



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