addressed adequately below and that our work will be appropriately re-evaluated

Neural Information Processing Systems 

We thank the reviewers for their insightful comments and encouraging feedback. Reviewer 1 raises two concerns about speedups which we believe to be based on a misunderstanding. A 2 reduction in this metric seems significant. We will clarify this in the paper. Secondly, the reviewer suspects that Tables 6 and 7 show timings for the slower GLOO backend.

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