Github user imatiach-msft commented on a diff in the pull request:

    https://github.com/apache/spark/pull/16883#discussion_r104093629
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/feature/StringIndexer.scala ---
    @@ -163,25 +187,28 @@ class StringIndexerModel (
         }
         transformSchema(dataset.schema, logging = true)
     
    +    val metadata = NominalAttribute.defaultAttr
    +      .withName($(outputCol)).withValues(labels).toMetadata()
    +    // If we are skipping invalid records, filter them out.
    +    val (filteredDataset, keepInvalid) = getHandleInvalid match {
    --- End diff --
    
    minor style comment: instead of keepInvalid, do you think that indexInvalid 
might be a better name (?)


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