[NF4] Support nf4 tensor shard and gather #2449
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+119
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Add nf4_all_gather_into_tensor and scatter_nf4tensor to enable dispatch of
scatter
andall_gather_into_tensor
Add unit test to show that nf4 tensor keeps the same after distribute and gather.