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

    https://github.com/apache/spark/pull/16355#discussion_r93470185
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/clustering/BisectingKMeans.scala ---
    @@ -339,10 +339,14 @@ private object BisectingKMeans extends Serializable {
         assignments.map { case (index, v) =>
           if (divisibleIndices.contains(index)) {
             val children = Seq(leftChildIndex(index), rightChildIndex(index))
    -        val selected = children.minBy { child =>
    -          KMeans.fastSquaredDistance(newClusterCenters(child), v)
    +        if (children.length > 0) {
    --- End diff --
    
    I can see following possibility to get java.util.NoSuchElementException in 
the original code.
    
    leftChildIndex(index) , this methods returns index*2 and 
rightChildIndex(index) returns index*2+1. If the Map object newClusterCenters 
does not have entries belonging to  leftChildIndex(index) or  
rightChildIndex(index) . 
    Here we need to have this check  newClusterCenters.contains(child) , to 
avoid this issue.


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