Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/2595#issuecomment-58460850
  
    @chouqin  @mengxr  @manishamde  I updated the timing results above.  Sorry 
it took this long, but I kept running into various issues.  (The problems with 
the original results were from mixed-up row orders + additional running time 
from missing Hadoop logging configuration files.)
    
    The trends I see are:
    * more features => better speedups from dist-agg
    * more trees => fewer features => worse speedups
    
    Conclusion: For all of the larger problems (with more features), dist-agg 
helps.


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