Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/4047#issuecomment-70571532
  
    By the way, the 2 sets of timing results above are not that comparable 
since I realized that I limited the vocab size in the later tests.  I'm 
re-running tests to see if the updates from @mengxr helped.


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