Add the fp8 version of fused-moe - #10
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This PR adds the fp8 version of the fused-moe for fusing the dequantization with the moe-gemm.
The initial performance evaluation shows between 15% to 33% speedup running inference with #token between 1 to 8K.
To run benchmark with this branch, please use this branch of deepspeed.