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

    https://github.com/apache/spark/pull/4231#discussion_r24286510
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/tree/DecisionTree.scala ---
    @@ -1028,12 +1030,6 @@ object DecisionTree extends Serializable with 
Logging {
                 // Categorical feature
                 val featureArity = metadata.featureArity(featureIndex)
                 if (metadata.isUnordered(featureIndex)) {
    -              // TODO: The second half of the bins are unused.  Actually, 
we could just use
    -              //       splits and not build bins for unordered features.  
That should be part of
    -              //       a later PR since it will require changing other 
code (using splits instead
    -              //       of bins in a few places).
    -              // Unordered features
    --- End diff --
    
    Please keep these last 2 lines of comments.  They are still relevant.


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