GitHub user WeichenXu123 opened a pull request:

    https://github.com/apache/spark/pull/14335

    [SPARK-16697][ML][MLLib] improve LDA submitMiniBatch method to avoid 
redundant RDD computation

    ## What changes were proposed in this pull request?
    
    In `LDAOptimizer.submitMiniBatch`, do persist on `stats: RDD[(BDM[Double], 
List[BDV[Double]])]`
    and also move the place of unpersisting `expElogbetaBc` broadcast variable,
    to avoid the `expElogbetaBc` broadcast variable to be unpersisted too early,
    and update previous `expElogbetaBc.unpersist()` into 
`expElogbetaBc.destroy(false)`
    
    ## How was this patch tested?
    
    Existing test.


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

    $ git pull https://github.com/WeichenXu123/spark improve_LDA

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

    https://github.com/apache/spark/pull/14335.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 #14335
    
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commit e5ed33b559a04215c784d0d81a1578d3f13d8804
Author: WeichenXu <weichenxu...@outlook.com>
Date:   2016-07-20T16:39:27Z

    improve_LDA

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