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

    https://github.com/apache/spark/pull/2595#discussion_r18249745
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/tree/DecisionTree.scala ---
    @@ -518,30 +516,58 @@ object DecisionTree extends Serializable with Logging 
{
           agg
         }
     
    -    // Calculate bin aggregates.
    -    timer.start("aggregation")
    -    val binAggregates: DTStatsAggregator = {
    -      val initAgg = if (metadata.subsamplingFeatures) {
    -        new DTStatsAggregatorSubsampledFeatures(metadata, 
treeToNodeToIndexInfo)
    -      } else {
    -        new DTStatsAggregatorFixedFeatures(metadata, numNodes)
    -      }
    -      input.treeAggregate(initAgg)(binSeqOp, DTStatsAggregator.binCombOp)
    -    }
    -    timer.stop("aggregation")
    -
         // Calculate best splits for all nodes in the group
         timer.start("chooseSplits")
     
    +    // In each parition, iterate all instances and compute aggregate stats 
for each node,
    --- End diff --
    
    typo: "parition"


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