Github user Gauravshah commented on the issue:

    https://github.com/apache/spark/pull/16578
  
    thanks @mallman this helps a lot on performance. for 100 millions rows in a 
partition we are able to go from 4.5 minute to 35 seconds with the patch. Will 
share more results by end of the day tomorrow. 
    Took longer to setup the patch on EMR than expected.


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