Github user jkbradley commented on a diff in the pull request: https://github.com/apache/spark/pull/16883#discussion_r103331212 --- Diff: mllib/src/main/scala/org/apache/spark/ml/feature/StringIndexer.scala --- @@ -163,25 +190,28 @@ class StringIndexerModel ( } transformSchema(dataset.schema, logging = true) + val metadata = NominalAttribute.defaultAttr + .withName($(outputCol)).withValues(labels).toMetadata() --- End diff -- withValues should include a special field for invalid, if we are keeping invalid labels. How about calling that field "_invalidLabels" (and defining this constant in the StringIndexer object)?
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