Louiszr commented on a change in pull request #29445:
URL: https://github.com/apache/spark/pull/29445#discussion_r474339628



##########
File path: python/pyspark/ml/tuning.py
##########
@@ -536,7 +536,7 @@ def copy(self, extra=None):
         bestModel = self.bestModel.copy(extra)
         avgMetrics = self.avgMetrics
         subModels = self.subModels
-        return CrossValidatorModel(bestModel, avgMetrics, subModels)
+        return self._copyValues(CrossValidatorModel(bestModel, avgMetrics, 
subModels), extra=extra)

Review comment:
       `avgMetrics` should be shallow copied, as tested in 
https://github.com/Louiszr/spark/blob/8ae74d000ac48d6e293feb4bc3dac31088bf6c6c/python/pyspark/ml/tests/test_tuning.py#L124-L129
   I think `Params.copy` will shallow copy the `CrossValidatorModel` object and 
thus only copy the reference to `avgMetrics`




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