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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