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

    https://github.com/apache/spark/pull/15777#discussion_r86653312
  
    --- Diff: python/pyspark/ml/classification.py ---
    @@ -309,13 +309,16 @@ def interceptVector(self):
         @since("2.0.0")
         def summary(self):
             """
    -        Gets summary (e.g. residuals, mse, r-squared ) of model on
    -        training set. An exception is thrown if
    -        `trainingSummary is None`.
    +        Gets summary (e.g. accuracy/precision/recall, objective history, 
total iterations) of model
    +        trained on the training set. An exception is thrown if 
`trainingSummary is None`.
             """
    -        java_blrt_summary = self._call_java("summary")
    -        # Note: Once multiclass is added, update this to return correct 
summary
    -        return BinaryLogisticRegressionTrainingSummary(java_blrt_summary)
    +        if self.hasSummary:
    +            java_blrt_summary = self._call_java("summary")
    +            # Note: Once multiclass is added, update this to return 
correct summary
    +            return 
BinaryLogisticRegressionTrainingSummary(java_blrt_summary)
    +        else:
    +            raise RuntimeError("No training summary available for this %s" 
%
    --- End diff --
    
    Before, this would throw a `Py4JJavaError`. I think it's slightly better to 
throw a `RuntimeError` here as is done in Scala.


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