Github user mgaido91 commented on a diff in the pull request: https://github.com/apache/spark/pull/21561#discussion_r209860657 --- Diff: mllib/src/main/scala/org/apache/spark/mllib/clustering/KMeans.scala --- @@ -317,7 +317,14 @@ class KMeans private ( }.reduceByKey { case ((sum1, count1), (sum2, count2)) => axpy(1.0, sum2, sum1) (sum1, count1 + count2) - }.collectAsMap().mapValues { case (sum, count) => + }.collectAsMap() + + if (iteration == 0) { + val numSamples = collected.values.map(_._2).sum --- End diff -- what about moving this in the `foreach`, so it is computed only id needed?
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