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se-resnext on 4 device titan-x goes from ~1.25 to ~0.98
Some changes in the PR are due to pre-commit cpplint
The main issue is that nccl_all_reduce stream cannot overlap with computation streams.

some slow nccl_all_reduce block other gpus' streams