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

    https://github.com/apache/spark/pull/6088#discussion_r30377473
  
    --- Diff: python/pyspark/ml/pipeline.py ---
    @@ -54,18 +76,34 @@ class Transformer(Params):
         __metaclass__ = ABCMeta
     
         @abstractmethod
    -    def transform(self, dataset, params={}):
    +    def _transform(self, dataset):
             """
             Transforms the input dataset with optional parameters.
     
             :param dataset: input dataset, which is an instance of
                             :py:class:`pyspark.sql.DataFrame`
    -        :param params: an optional param map that overwrites embedded
    -                       params
             :returns: transformed dataset
             """
             raise NotImplementedError()
     
    +    def transform(self, dataset, params={}):
    +        """
    +        Transforms the input dataset with optional parameters.
    +
    +        :param dataset: input dataset, which is an instance of
    +                        :py:class:`pyspark.sql.DataFrame`
    +        :param params: an optional param map that overrides embedded
    +                       params.
    +        :returns: transformed dataset
    +        """
    +        if isinstance(params, dict):
    --- End diff --
    
    Are you adding support for list/tuple later?


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