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

    https://github.com/apache/spark/pull/12577#discussion_r60662187
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/evaluation/RegressionEvaluator.scala 
---
    @@ -69,7 +69,27 @@ final class RegressionEvaluator @Since("1.4.0") 
(@Since("1.4.0") override val ui
       @Since("1.4.0")
       def setLabelCol(value: String): this.type = set(labelCol, value)
     
    -  setDefault(metricName -> "rmse")
    +  /**
    +   * Param for whether to drop rows where 'predictionCol' is NaN. NOTE - 
only set this to
    +   * true if you are certain that NaN predictions should be ignored!
    +   * (default: false)
    +   *
    +   * @group expertParam
    +   */
    +  @Since("2.0.0")
    +  val dropNaN: BooleanParam = new BooleanParam(this, "dropNaN",
    --- End diff --
    
    Making this a Boolean parameter called `dropNaN` makes it less extensible 
in the future if we wish to implement more than just one possible NaN behavior. 
If we don't envision adding any other behavior then I guess this is good, but 
otherwise we could make a String param and limit its options to drop or raise 
an error for now.


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