srowen commented on a change in pull request #24531: [SPARK-27636][MLLIB]Remove 
cached RDD blocks after PIC execution
URL: https://github.com/apache/spark/pull/24531#discussion_r281042277
 
 

 ##########
 File path: 
mllib/src/main/scala/org/apache/spark/mllib/clustering/PowerIterationClustering.scala
 ##########
 @@ -226,11 +226,14 @@ class PowerIterationClustering private[clustering] (
    */
   private def pic(w: Graph[Double, Double]): PowerIterationClusteringModel = {
     val v = powerIter(w, maxIterations)
-    val assignments = kMeans(v, k).mapPartitions({ iter =>
+    val kMeansModel = kMeans(v, k)
+    val assignments = kMeansModel.mapPartitions({ iter =>
 
 Review comment:
   I'm actually not sure why it calls `.mapPartitions` here. There's nothing 
partition-wise about it. I think this could also just be:
   ```
   val assignments = kMeansModel.map { case (id, cluster) => Assignment(id, 
cluster) }
   ```

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