Github user gczsjdy commented on the issue:

    https://github.com/apache/spark/pull/19763
  
    Actually, the time gap is O(number of mappers * shuffle partitions). In 
this case, number of mappers is not very large, while users are more likely to 
get slowed down when they run on a big data set.


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