GitHub user BenFradet opened a pull request:

    https://github.com/apache/spark/pull/12536

    [SPARK-14570][ML] Log instrumentation in Random forests

    ## What changes were proposed in this pull request?
    
    Added Instrumentation logging to DecisionTree{Classifier,Regressor} and 
RandomForest{Classifier,Regressor}
    
    ## How was this patch tested?
    
    No tests involved since it's logging related.
    


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

    $ git pull https://github.com/BenFradet/spark SPARK-14570

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

    https://github.com/apache/spark/pull/12536.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 #12536
    
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commit 55a89a37b83bd28c57332e5d70356a1563e7a387
Author: BenFradet <[email protected]>
Date:   2016-04-20T15:44:43Z

    RandomForest's run method now takes an Instrumentation parameter

commit 95e1f54579f492069cb1fc29f6d7943fcd578f70
Author: BenFradet <[email protected]>
Date:   2016-04-20T15:45:27Z

    instrumentation for the random forest classifier

commit 02ec73841c9ce3a268107f7be19c4ffdf14950e7
Author: BenFradet <[email protected]>
Date:   2016-04-20T15:47:12Z

    instrumentation for the random forest regressor

commit 17f98d01a0ab434e6f5c4d4387e4c6571712ec4a
Author: BenFradet <[email protected]>
Date:   2016-04-20T19:59:02Z

    instrumentation for the decision tree classifier

commit 670ac69a221110d5b846272c2be57abad12b1eb0
Author: BenFradet <[email protected]>
Date:   2016-04-20T20:01:56Z

    instrumentation for the decision tree regressor

commit e2c69ca7eec47570cc1ada5cc171019a00aeffef
Author: BenFradet <[email protected]>
Date:   2016-04-20T20:09:21Z

    removed Instrumentation param form the RandomForest's run method

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