Github user davies commented on the pull request:

    https://github.com/apache/spark/pull/2378#issuecomment-56211052
  
    @mengxr In this PR, I just tried to avoid other changes except 
serialization, we could change the cache behavior or compression later.
    
    It's will be good to have some number of about the performance regression, 
I only see 5% regression in  LogisticRegressionWithSGD.train() with small 
dataset (locally).


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