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https://issues.apache.org/jira/browse/SPARK-6717?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15032822#comment-15032822
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Antony Mayi commented on SPARK-6717:
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this seems to be even bigger problem in 1.5 as the workaround from SPARK-6334 
is no longer working (pushing GC doesn't trigger the cleanup).

> Clear shuffle files after checkpointing in ALS
> ----------------------------------------------
>
>                 Key: SPARK-6717
>                 URL: https://issues.apache.org/jira/browse/SPARK-6717
>             Project: Spark
>          Issue Type: Improvement
>          Components: MLlib
>    Affects Versions: 1.4.0
>            Reporter: Xiangrui Meng
>            Assignee: Xiangrui Meng
>              Labels: als
>
> In ALS iterations, we checkpoint RDDs to cut lineage and to reduce shuffle 
> files. However, whether to clean shuffle files depends on the system GC, 
> which may not be triggered in ALS iterations. So after checkpointing, before 
> we let the RDD object go out of scope, we should clean its shuffle 
> dependencies explicitly. This function could either stay inside ALS or go to 
> Core.
> Without this feature, we can call System.gc() periodically to clean shuffle 
> files of RDDs that went out of scope.



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