Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/4677#issuecomment-75477542
  
    Thinking more about naming parameters, I'd vote for this change in 
runWithValidation to be more consistent:
    * "trainInput" --> "input" (consistent with run)
    * "validateInput" --> "validationInput" (consistent with validationTol)



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