GitHub user WeichenXu123 opened a pull request:

    https://github.com/apache/spark/pull/21163

    [SPARK-24097][ML] Instruments improvements - RandomForest and 
GradientBoostedTree

    ## What changes were proposed in this pull request?
    
    Instruments improvements for `RandomForest` and `GradientBoostedTree` in 
`ml.tree.impl` package.
    **Note:** I add `Instrumentation` and `OptionalInstrumentation` with 
`Serializable`. Because tree algos need to ouput some logs on executor side and 
the instrumentation object need to be broadcast.
    
    ## How was this patch tested?
    
    Manual.

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

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

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

    https://github.com/apache/spark/pull/21163.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 #21163
    
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commit cd5ea88687b72335647d74c0aeef375de01724d9
Author: WeichenXu <weichen.xu@...>
Date:   2018-04-26T04:59:18Z

    init pr

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