Github user Achuth17 commented on the issue:

    https://github.com/apache/spark/pull/21608
  
    Yes, In the case where the data is stored in S3 I noticed a significant 
difference.
    
    Some rough numbers - When done serially for a table in S3 with 1000 
partitions, the calculateTotalSize method took about 90 seconds vs 30-40 
seconds when done in parallel.  


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