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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