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

    https://github.com/apache/spark/pull/21129#discussion_r186572853
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/classification/GBTClassifier.scala ---
    @@ -146,20 +146,40 @@ class GBTClassifier @Since("1.4.0") (
       @Since("1.4.0")
       def setLossType(value: String): this.type = set(lossType, value)
     
    +  /** @group setParam */
    +  @Since("2.4.0")
    +  override def setValidationIndicatorCol(value: String): this.type = {
    +    set(validationIndicatorCol, value)
    +  }
    +
       override protected def train(dataset: Dataset[_]): 
GBTClassificationModel = {
         val categoricalFeatures: Map[Int, Int] =
           MetadataUtils.getCategoricalFeatures(dataset.schema($(featuresCol)))
    +
    +    val withValidation = isDefined(validationIndicatorCol)
    --- End diff --
    
    Let's do: `isDefined(validationIndicatorCol) and 
$(validationIndicatorCol).nonEmpty` (so we count "" as not defined).


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