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.
Auto-vit-acc: An fpga-aware automatic acceleration framework for vision transformer with mixed-scheme quantization,
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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.