One branch that contains several optimizations and features #405
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# Conflicts: # csrc/deep_ep.cpp
change from x_sf_scale to x_global_scales. change from use_ue8m0_for_sf to use_ue8m0_for_nvfp4_x_scale. set x_scale dtpye as torch::kFloat8_e4m3fn for if use_ue8m0_for_nvfp4_x_scale==False and torch::kUInt8 for use_ue8m0_for_nvfp4_x_scale==True.
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before each one is merged, here is a temporary unified branch