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https://issues.apache.org/jira/browse/SPARK-8695?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14635099#comment-14635099
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Apache Spark commented on SPARK-8695:
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User 'piganesh' has created a pull request for this issue:
https://github.com/apache/spark/pull/7397

> TreeAggregation shouldn't be triggered when it doesn't save wall-clock time
> ---------------------------------------------------------------------------
>
>                 Key: SPARK-8695
>                 URL: https://issues.apache.org/jira/browse/SPARK-8695
>             Project: Spark
>          Issue Type: Improvement
>          Components: MLlib, Spark Core
>    Affects Versions: 1.5.0
>            Reporter: Xiangrui Meng
>            Priority: Minor
>              Labels: starter
>
> If an RDD has 5 partitions, tree aggregation doesn't reduce the wall-clock 
> time. Instead, it introduces scheduling and shuffling overhead. We should 
> update the condition to use tree aggregation (code attached):
> {code}
>       while (numPartitions > scale + numPartitions / scale) {
> {code}



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