MXInt-based datapath designs put all ViT nonlinear operators on an FPGA at 2-5 bit mantissas, with under 1% ImageNet accuracy loss on DeiT models.
An integer- only and group-vector systolic accelerator for efficiently mapping vision transformer on edge,
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Refining Datapath for Microscaling ViTs
MXInt-based datapath designs put all ViT nonlinear operators on an FPGA at 2-5 bit mantissas, with under 1% ImageNet accuracy loss on DeiT models.