Github user viirya commented on the issue:

    https://github.com/apache/spark/pull/19229
  
    I don't think re-using shuffle is the reason behind the numbers. If you 
looked at the previous comments, you will find that I ran the test before 
without `count` after `model.transform`. Namely the dataframe operations 
haven't been triggered.


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