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Posted to reviews@spark.apache.org by ankurdave <gi...@git.apache.org> on 2014/09/23 06:42:46 UTC

[GitHub] spark pull request: [SPARK-3649] Remove GraphX custom serializers

GitHub user ankurdave opened a pull request:

    https://github.com/apache/spark/pull/2503

    [SPARK-3649] Remove GraphX custom serializers

    As [reported][1] on the mailing list, GraphX throws
    
    ```
    java.lang.ClassCastException: java.lang.Long cannot be cast to scala.Tuple2
            at org.apache.spark.graphx.impl.RoutingTableMessageSerializer$$anon$1$$anon$2.writeObject(Serializers.scala:39) 
            at org.apache.spark.storage.DiskBlockObjectWriter.write(BlockObjectWriter.scala:195) 
            at org.apache.spark.util.collection.ExternalSorter.spillToMergeableFile(ExternalSorter.scala:329)
    ```
    
    when sort-based shuffle attempts to spill to disk. This is because GraphX defines custom serializers for shuffling pair RDDs that assume Spark will always serialize the entire pair object rather than breaking it up into its components. However, the spill code path in sort-based shuffle [violates this assumption][2].
    
    GraphX uses the custom serializers to compress vertex ID keys using variable-length integer encoding. However, since the serializer can no longer rely on the key and value being serialized and deserialized together, performing such encoding would require writing a tag byte.
    
    Instead, this PR simply removes the custom serializers. This causes a 10% slowdown for PageRank (494 s to 543 s, PageRank, 3 trials, 10 iterations per trial, uk-2007-05 graph, 16 r3.2xlarge nodes).
    
    [1]: http://apache-spark-user-list.1001560.n3.nabble.com/java-lang-ClassCastException-java-lang-Long-cannot-be-cast-to-scala-Tuple2-td13926.html#a14501
    [2]: https://github.com/apache/spark/blob/f9d6220c792b779be385f3022d146911a22c2130/core/src/main/scala/org/apache/spark/util/collection/ExternalSorter.scala#L329

You can merge this pull request into a Git repository by running:

    $ git pull https://github.com/ankurdave/spark SPARK-3649

Alternatively you can review and apply these changes as the patch at:

    https://github.com/apache/spark/pull/2503.patch

To close this pull request, make a commit to your master/trunk branch
with (at least) the following in the commit message:

    This closes #2503
    
----
commit a49c2ad67f2bf79ae10e9ef696605c64b0c0ed97
Author: Ankur Dave <an...@gmail.com>
Date:   2014-09-22T22:05:30Z

    [SPARK-3649] Remove GraphX custom serializers

----


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[GitHub] spark pull request: [SPARK-3649] Remove GraphX custom serializers

Posted by asfgit <gi...@git.apache.org>.
Github user asfgit closed the pull request at:

    https://github.com/apache/spark/pull/2503


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[GitHub] spark pull request: [SPARK-3649] Remove GraphX custom serializers

Posted by SparkQA <gi...@git.apache.org>.
Github user SparkQA commented on the pull request:

    https://github.com/apache/spark/pull/2503#issuecomment-56490454
  
      [QA tests have finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/20695/consoleFull) for   PR 2503 at commit [`a49c2ad`](https://github.com/apache/spark/commit/a49c2ad67f2bf79ae10e9ef696605c64b0c0ed97).
     * This patch **passes** unit tests.
     * This patch merges cleanly.
     * This patch adds no public classes.


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[GitHub] spark pull request: [SPARK-3649] Remove GraphX custom serializers

Posted by SparkQA <gi...@git.apache.org>.
Github user SparkQA commented on the pull request:

    https://github.com/apache/spark/pull/2503#issuecomment-56478252
  
      [QA tests have finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/20688/consoleFull) for   PR 2503 at commit [`a49c2ad`](https://github.com/apache/spark/commit/a49c2ad67f2bf79ae10e9ef696605c64b0c0ed97).
     * This patch **fails** unit tests.
     * This patch merges cleanly.
     * This patch adds no public classes.


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[GitHub] spark pull request: [SPARK-3649] Remove GraphX custom serializers

Posted by ankurdave <gi...@git.apache.org>.
Github user ankurdave commented on the pull request:

    https://github.com/apache/spark/pull/2503#issuecomment-56484605
  
    retest this please


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[GitHub] spark pull request: [SPARK-3649] Remove GraphX custom serializers

Posted by SparkQA <gi...@git.apache.org>.
Github user SparkQA commented on the pull request:

    https://github.com/apache/spark/pull/2503#issuecomment-56478260
  
    Test FAILed.
    Refer to this link for build results (access rights to CI server needed): 
    https://amplab.cs.berkeley.edu/jenkins//job/SparkPullRequestBuilder/20688/


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[GitHub] spark pull request: [SPARK-3649] Remove GraphX custom serializers

Posted by SparkQA <gi...@git.apache.org>.
Github user SparkQA commented on the pull request:

    https://github.com/apache/spark/pull/2503#issuecomment-56484870
  
      [QA tests have started](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/20695/consoleFull) for   PR 2503 at commit [`a49c2ad`](https://github.com/apache/spark/commit/a49c2ad67f2bf79ae10e9ef696605c64b0c0ed97).
     * This patch merges cleanly.


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[GitHub] spark pull request: [SPARK-3649] Remove GraphX custom serializers

Posted by rxin <gi...@git.apache.org>.
Github user rxin commented on the pull request:

    https://github.com/apache/spark/pull/2503#issuecomment-62497086
  
    merging this. thanks!


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[GitHub] spark pull request: [SPARK-3649] Remove GraphX custom serializers

Posted by SparkQA <gi...@git.apache.org>.
Github user SparkQA commented on the pull request:

    https://github.com/apache/spark/pull/2503#issuecomment-56476058
  
      [QA tests have started](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/20688/consoleFull) for   PR 2503 at commit [`a49c2ad`](https://github.com/apache/spark/commit/a49c2ad67f2bf79ae10e9ef696605c64b0c0ed97).
     * This patch merges cleanly.


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[GitHub] spark pull request: [SPARK-3649] Remove GraphX custom serializers

Posted by SparkQA <gi...@git.apache.org>.
Github user SparkQA commented on the pull request:

    https://github.com/apache/spark/pull/2503#issuecomment-56490457
  
    Test PASSed.
    Refer to this link for build results (access rights to CI server needed): 
    https://amplab.cs.berkeley.edu/jenkins//job/SparkPullRequestBuilder/20695/


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