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https://issues.apache.org/jira/browse/GIRAPH-515?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13578566#comment-13578566
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Alessandro Presta commented on GIRAPH-515:
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PageRank on a real-world graph (i.e. a dataset loaded from Hive) was using 
around 40GB on each worker.
But that's probably more than it needs, because it didn't do very much GC.
I haven't done a thorough analysis but I imagine we can squeeze it down even 
further with this optimization.
                
> More efficient and flexible edge-based input
> --------------------------------------------
>
>                 Key: GIRAPH-515
>                 URL: https://issues.apache.org/jira/browse/GIRAPH-515
>             Project: Giraph
>          Issue Type: Improvement
>            Reporter: Alessandro Presta
>            Assignee: Alessandro Presta
>         Attachments: GIRAPH-515.patch
>
>
> The current implementation of edge-based input using mutations is not as 
> memory-efficient as it could be, and also can't be used with immutable vertex 
> classes.
> By having an ad-hoc code path for edges sent during input superstep, we can 
> achieve both memory efficiency and eliminate the current restriction.

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