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

    https://github.com/apache/spark/pull/3619#discussion_r21377222
  
    --- Diff: graphx/src/main/scala/org/apache/spark/graphx/Pregel.scala ---
    @@ -139,6 +146,14 @@ object Pregel extends Logging {
           // get to send messages. We must cache messages so it can be 
materialized on the next line,
           // allowing us to uncache the previous iteration.
           messages = g.mapReduceTriplets(sendMsg, mergeMsg, Some((newVerts, 
activeDirection))).cache()
    +
    +      if (checkpoint && i % checkpointFrequency == checkpointFrequency - 
1) {
    +        logInfo("Checkpointing in iteration " + i)
    +        g.vertices.checkpoint()
    --- End diff --
    
    This checkpoint method will work? see: 
https://issues.apache.org/jira/browse/SPARK-3625



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