Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/7884#issuecomment-140182561
  
    Can you please update the Scala doc to clarify:
    * ```count``` ignores instance weights
    * Add warning in training summary that it ignores the training weights 
currently (except for the objective trace).
    
    Other than those small items, this looks good.


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