Github user trevorcai commented on the pull request:

    https://github.com/apache/spark/pull/8609#issuecomment-138480624
  
    Took a brief look - I have a quick high level thought.
    The motivation behind the patch is to replace the redundant functionality 
of `predictNodeIndex` with the existing `Node.predictImpl` function. Therefore, 
I'd suggest overloading the `Node.predictImpl` function with the 
`binnedFeatures` and `splits` arguments and roughly mirroring its current 
implementation and semantics (just with different arguments provided to 
`shouldGoLeft`).
    
    That creates consistent semantics of simulating prediction, instead of the 
split implementations that are currently in the master branch.


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