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

    https://github.com/apache/spark/pull/20321#discussion_r162678515
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/classification/Classifier.scala ---
    @@ -109,7 +109,7 @@ abstract class Classifier[
           case None =>
             // Get number of classes from dataset itself.
             val maxLabelRow: Array[Row] = 
dataset.select(max($(labelCol))).take(1)
    -        if (maxLabelRow.isEmpty) {
    +        if (maxLabelRow.isEmpty || maxLabelRow(0).get(0) == null) {
    --- End diff --
    
    @dongjoon-hyun done.


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