Github user martinjaggi commented on the pull request: https://github.com/apache/incubator-spark/pull/575#issuecomment-35220431 @dlwh actually i think it's the same story in structured prediction (SGD or BCFW), immediate updates on the vector are usually faster for the local machine. but for structured stuff we can then open a separate PR maybe ;)
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