Github user jkbradley commented on a diff in the pull request:

    https://github.com/apache/spark/pull/5885#discussion_r29692860
  
    --- Diff: python/pyspark/ml/wrapper.py ---
    @@ -147,3 +147,18 @@ def __init__(self, java_model):
     
         def _java_obj(self):
             return self._java_model
    +
    +
    +@inherit_doc
    +class JavaEvaluator(Evaluator, JavaWrapper):
    +    """
    +    Base class for :py:class:`Evaluator`s that wrap Java/Scala
    +    implementations.
    +    """
    +
    +    __metaclass__ = ABCMeta
    +
    +    def evaluate(self, dataset, params={}):
    --- End diff --
    
    ditto: "paramMap"


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