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

    https://github.com/apache/spark/pull/12374#discussion_r72107064
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/tree/impl/RandomForest.scala ---
    @@ -692,14 +692,20 @@ private[spark] object RandomForest extends Logging {
           node.stats
         }
     
    -    // For each (feature, split), calculate the gain, and select the best 
(feature, split).
    -    val (bestSplit, bestSplitStats) =
    -      Range(0, binAggregates.metadata.numFeaturesPerNode).map { 
featureIndexIdx =>
    -        val featureIndex = if (featuresForNode.nonEmpty) {
    -          featuresForNode.get.apply(featureIndexIdx)
    +    val validFeatureSplits =
    +      Range(0, binAggregates.metadata.numFeaturesPerNode).view.map { 
featureIndexIdx =>
    +        if (featuresForNode.nonEmpty) {
    +          (featureIndexIdx, featuresForNode.get.apply(featureIndexIdx))
    --- End diff --
    
    I don't think so. The alternative is `featuresForNode.get(featureIndexIdx)` 
which is misleading even though it does work. It looks like you are calling a 
function `get` and passing `featureIndexIdx` as an argument. Explicit apply 
seems clearer.


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