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

    https://github.com/apache/spark/pull/2125#discussion_r16865085
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/tree/impl/DecisionTreeMetadata.scala
 ---
    @@ -70,32 +83,48 @@ private[tree] object DecisionTreeMetadata {
           case Regression => 0
         }
     
    -    val maxBins = math.min(strategy.maxBins, numExamples).toInt
    -    val log2MaxBinsp1 = math.log(maxBins + 1) / math.log(2.0)
    +    val maxPossibleBins = math.min(strategy.maxBins, numExamples).toInt
    +    val log2MaxPossibleBinsp1 = math.log(maxPossibleBins + 1) / 
math.log(2.0)
     
    +    // We check the number of bins here against maxPossibleBins.
    +    // This needs to be checked here instead of in Strategy since 
maxPossibleBins can be modified
    +    // based on the number of training examples.
         val unorderedFeatures = new mutable.HashSet[Int]()
    +    val numBins = Array.fill[Int](numFeatures)(maxPossibleBins)
         if (numClasses > 2) {
           strategy.categoricalFeaturesInfo.foreach { case (f, k) =>
    --- End diff --
    
    f and k could be renamed to feature and numCategories


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