Github user holdenk commented on the issue:

    https://github.com/apache/spark/pull/14628
  
    Awesome thanks for taking the time to do this. A few follow up questions:
    1) So this is happening with the default tree depth (2) did you try it with 
other depths?
    2) Have you had a chance to run it with spark-perf or otherwise benchmark 
the change to validate that it does actually result in the expected performance 
improvement/does not lead to a regression?
    Thanks!


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