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

    https://github.com/apache/spark/pull/18742#discussion_r131288786
  
    --- Diff: python/pyspark/ml/util.py ---
    @@ -283,3 +353,143 @@ def numFeatures(self):
             Returns the number of features the model was trained on. If 
unknown, returns -1
             """
             return self._call_java("numFeatures")
    +
    +
    +@inherit_doc
    +class DefaultParamsWritable(MLWritable):
    +    """
    +    Class for making simple Params types writable. Assumes that all 
parameters
    +    are JSON-serializable.
    +
    +    .. versionadded:: 2.3.0
    +    """
    +
    +    def write(self):
    +        """Returns a DefaultParamsWriter instance for this class."""
    +        if isinstance(self, Params):
    +            return DefaultParamsWriter(self)
    +        else:
    +            raise TypeError("Cannot use DefautParamsWritable with type %s 
because it does not " +
    +                            " extend Params.", type(self))
    +
    +
    +@inherit_doc
    +class DefaultParamsWriter(MLWriter):
    +    """
    +    Class for writing Estimators and Transformers whose parameters are 
JSON-serializable.
    +
    +    .. versionadded:: 2.3.0
    +    """
    +
    +    def __init__(self, instance):
    +        super(DefaultParamsWriter, self).__init__()
    +        self.instance = instance
    +
    +    def saveImpl(self, path):
    +        DefaultParamsWriter.save_metadata(self.instance, path, self.sc)
    +
    +    @staticmethod
    +    def save_metadata(instance, path, sc, extraMetadata=None, 
paramMap=None):
    +        metadataPath = os.path.join(path, "metadata")
    +        metadataJson = DefaultParamsWriter.get_metadata_to_save(instance,
    +                                                                
metadataPath,
    +                                                                sc,
    +                                                                
extraMetadata,
    +                                                                paramMap)
    +        sc.parallelize([metadataJson], 1).saveAsTextFile(metadataPath)
    +
    +    @staticmethod
    +    def get_metadata_to_save(instance, path, sc, extraMetadata=None, 
paramMap=None):
    --- End diff --
    
    path is not used


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