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

    https://github.com/apache/spark/pull/12020#discussion_r58596633
  
    --- Diff: python/pyspark/ml/tuning.py ---
    @@ -112,15 +198,24 @@ class CrossValidator(Estimator, HasSeed):
         >>> cvModel = cv.fit(dataset)
         >>> evaluator.evaluate(cvModel.transform(dataset))
         0.8333...
    +    >>> cvPath = temp_path + "/cv"
    +    >>> cv.save(cvPath)
    +    >>> loadedCV = CrossValidator.load(cvPath)
    +    >>> loadedCV.getEstimator().uid == cv.getEstimator().uid
    --- End diff --
    
    I would recommend not bothering with these comparisons in the doctest since 
it's part of the documentation.  I would put them (and more) in a unit test.  
Same for TrainValidationSplit


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