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

    https://github.com/apache/spark/pull/16774#discussion_r111042302
  
    --- Diff: 
examples/src/main/scala/org/apache/spark/examples/ml/ModelSelectionViaTrainValidationSplitExample.scala
 ---
    @@ -65,6 +65,8 @@ object ModelSelectionViaTrainValidationSplitExample {
           .setEstimatorParamMaps(paramGrid)
           // 80% of the data will be used for training and the remaining 20% 
for validation.
           .setTrainRatio(0.8)
    +      // Evaluate up to 2 parameter settings in parallel
    +      .setNumParallelEval(2)
    --- End diff --
    
    TODO: I should probably set this in Java too, to be consistent


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