Allreduce performance optimization and correctness fix

[nusislam]

This PR optimizes the performance of allreduce for large message sizes. It also includes a fix for small message allreduce correctness issue for half datatype.

The PR has a dependency on https://github.com/microsoft/mscclpp/tree/chhwang/clip.

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