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

    https://github.com/apache/spark/pull/475#discussion_r12311588
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/tree/DecisionTree.scala ---
    @@ -68,7 +69,28 @@ class DecisionTree (private val strategy: Strategy) 
extends Serializable with Lo
         val parentImpurities = new Array[Double](maxNumNodes)
         // dummy value for top node (updated during first split calculation)
         val nodes = new Array[Node](maxNumNodes)
    +    // num features
    +    val numFeatures = input.take(1)(0).features.size
    +
    +    // Calculate level for single group construction
     
    +    // Max memory usage for aggregates
    +    val maxMemoryUsage = strategy.maxMemoryInMB * 1024 * 1024
    +    logDebug("max memory usage for aggregates = " + maxMemoryUsage)
    --- End diff --
    
    `+ "bytes."`?


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