FastMamba is a co-designed FPGA accelerator for Mamba2 that combines Hadamard-based 8-bit quantization, power-of-two quantization, and first-order linear approximations of nonlinear functions, reporting large CPU/GPU speedups and improved energy efficiency.
VideoMamba: State Space Model for Efficient Video Understanding,
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FastMamba: A High-Speed and Efficient Mamba Accelerator on FPGA with Accurate Quantization
FastMamba is a co-designed FPGA accelerator for Mamba2 that combines Hadamard-based 8-bit quantization, power-of-two quantization, and first-order linear approximations of nonlinear functions, reporting large CPU/GPU speedups and improved energy efficiency.