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Merges from upstream at dmlc@51907e0.
Had to revert ba73133, which adds usage of an API that isn't in a stable PyTorch release yet. Original attempt to do this cleanly was #17. The remaining changes look like all Python which shouldn't be a problem. I tested that a full debug build passes all C++ and Python unit tests (non-distributed).