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https://issues.apache.org/jira/browse/GIRAPH-357?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13470502#comment-13470502
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Alessandro Presta commented on GIRAPH-357:
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As per offline discussion, it would be interesting to evaluate the impact of 
combining on client, server or both.
We may find out, for example, that it's not worth it on the client, while on 
the server it may help to combine every X messages (just a hypothesis).

Also regarding the possibility of serializing straight away (which is doable if 
we drop combining), we have to be careful: it may give a speedup in some cases, 
but penalize us in some others since we can't reuse objects effectively.
To give a concrete example, in some label propagation implementations the 
message data contains a map that is sent to all neighbors. So all messages 
share that reference, as opposed to making copies of the map.
                
> Don't try to combine if there is only one message
> -------------------------------------------------
>
>                 Key: GIRAPH-357
>                 URL: https://issues.apache.org/jira/browse/GIRAPH-357
>             Project: Giraph
>          Issue Type: Improvement
>            Reporter: Maja Kabiljo
>            Assignee: Maja Kabiljo
>         Attachments: GIRAPH-357.patch
>
>
> In SendMessageCache, we call combiner even if we have just one message. 
> Combining is kind of expensive since we recreate the message object and the 
> list. With default settings and bigger graph, for PageRankBenchmark there is 
> 10-15% superstep speedup if we don't call it when we have a single message.

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