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

    https://github.com/apache/spark/pull/18982#discussion_r134380293
  
    --- Diff: python/pyspark/ml/tests.py ---
    @@ -455,6 +455,14 @@ def test_logistic_regression_check_thresholds(self):
                 LogisticRegression, threshold=0.42, thresholds=[0.5, 0.5]
             )
     
    +    def test_preserve_set_state(self):
    +        model = Binarizer()
    +        self.assertFalse(model.isSet("threshold"))
    +        model._transfer_params_to_java()
    --- End diff --
    
    yeah, it would be a little better to call the actual `transform`, but we 
would still need to call `_transfer_params_from_java` or check `isSet` with a 
direct call to Java via py4j.  I was going to do this, but the `ParamTest` 
class doesn't already create a `SparkSession` - I'm sure it's just a small 
amount of overhead but that's why I thought to just use 
`_transfer_params_to_java`.
    
    Do you think it would be worth it to change `ParamTests` to inherit from 
`SparkSessionTestCase` so a session is created and I could make a `DataFrame` 
to transform?


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