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Summary: On batch size of 32 and other default parameters I get 70 iterations per second vs. 40 on CPU. batching still doesn't produce good loss, I am going to work on this in a separate diff Reviewed By: urikz Differential Revision: D4516566 fbshipit-source-id: d0611534747beb2cd935a8607a283369378e4a6c