Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/5980#issuecomment-100367130
  
    @yinxusen OK, so I think we've converged.  Can you please update it to take 
splits, but no "lowerInclusive, upperInclusive" parameters?  Let's start with 3 
(throw an error) for handling bad values.  It will be great if the driver 
catches the SparkException and prints a more useful error message, recommending 
the user set the bin boundaries to -inf, inf.
    
    A later PR can add an extra parameter for supporting all 3 behaviors.


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