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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