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_r281042299
 
 

 ##########
 File path: 
mllib/src/main/scala/org/apache/spark/mllib/clustering/PowerIterationClustering.scala
 ##########
 @@ -296,12 +299,15 @@ object PowerIterationClustering extends Logging {
       },
       mergeMsg = _ + _,
       TripletFields.EdgeOnly)
-    Graph(vD, gA.edges)
-      .mapTriplets(
-        e => e.attr / math.max(e.srcAttr, MLUtils.EPSILON),
-        new TripletFields(/* useSrc */ true,
-                          /* useDst */ false,
-                          /* useEdge */ true))
+    val graph = Graph(vD, gA.edges).mapTriplets(
+      e => e.attr / math.max(e.srcAttr, MLUtils.EPSILON),
+      new TripletFields(/* useSrc */ true,
+        /* useDst */ false,
+        /* useEdge */ true))
+    materialize(graph)
+    gA.unpersist(true)
 
 Review comment:
   No need to set blocking = true. Just don't specify.

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