Github user smurching commented on a diff in the pull request: https://github.com/apache/spark/pull/19433#discussion_r151011879 --- Diff: mllib/src/main/scala/org/apache/spark/mllib/tree/model/InformationGainStats.scala --- @@ -112,7 +113,7 @@ private[spark] object ImpurityStats { * minimum number of instances per node. */ def getInvalidImpurityStats(impurityCalculator: ImpurityCalculator): ImpurityStats = { - new ImpurityStats(Double.MinValue, impurityCalculator.calculate(), + new ImpurityStats(Double.MinValue, impurity = -1, --- End diff -- I changed this to be -1 here since node impurity would eventually get set to -1 anyways when `LearningNodes` with invalid `ImpurityStats` were converted into decision tree leaf nodes (see [`LearningNode.toNode`](https://github.com/apache/spark/blob/master/mllib/src/main/scala/org/apache/spark/ml/tree/Node.scala#L279))
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