GitHub user shijinkui opened a pull request:

    https://github.com/apache/spark/pull/3883

    [SPARK-5062][Graphx] replace mapReduceTriplets with aggregateMessage in 
Pregel Api

    since spark 1.2 introduce aggregateMessage instead of mapReduceTriplets, it 
improve the performance indeed.
    
    it's time to replace mapReduceTriplets with aggregateMessage in Pregel.
    i provide a deprecated method thinking about compatibility
    
    ----------
    i have draw a graph of aggregateMessage to show why it can improve the 
performance.
    
    
![graphx_aggreate_msg](https://cloud.githubusercontent.com/assets/648508/5601161/0444efdc-932b-11e4-8944-8e132339be9b.jpg)
    
    
    dfgdfgd


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

    $ git pull https://github.com/shijinkui/spark pregel_agg

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

    https://github.com/apache/spark/pull/3883.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 #3883
    
----
commit 93ae74bc5c9011719775e9862f2577777c2e81a9
Author: 玄畅 <jinkui....@alibaba-inc.com>
Date:   2015-01-01T02:43:27Z

    change  mapReduceTriplets to aggregateMessages of Pregel API

commit d2519e235c53c8ee53c5f127cf680585f139eb0c
Author: 玄畅 <jinkui....@alibaba-inc.com>
Date:   2015-01-01T03:21:30Z

    change  mapReduceTriplets to aggregateMessages of Pregel API

----


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