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

    https://github.com/apache/spark/pull/18982#discussion_r134075412
  
    --- Diff: python/pyspark/ml/wrapper.py ---
    @@ -118,11 +118,13 @@ def _transfer_params_to_java(self):
             """
             Transforms the embedded params to the companion Java object.
             """
    -        paramMap = self.extractParamMap()
             for param in self.params:
    -            if param in paramMap:
    -                pair = self._make_java_param_pair(param, paramMap[param])
    +            if param in self._paramMap:
    +                pair = self._make_java_param_pair(param, 
self._paramMap[param])
                     self._java_obj.set(pair)
    +            if param in self._defaultParamMap:
    --- End diff --
    
    Should this be an else if? No need to transfer the default value if we've 
explicitly set it to another value.


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