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MxGLUT: LUT-Centric Accelerator Enhances Mixed-Precision GEMM for LLM Inference
MxGLUT introduces a reconfigurable LUT-centric broadcast dataflow accelerator designed to improve efficiency in mixed-precision GEMM operations during LLM inference. It addresses inefficiencies in prefill and decode phases under weight-only quantization by reducing reliance on separate floating-poi...
This approach targets the inefficiency in current LLM inference hardware, particularly where activations remain in FP8 and weights are quantized to low-bit integers. By optimizing hardware for mixed-precision GEMM, MxGLUT can reduce redundant computation and improve performance.
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Score 69
Source Type arxiv
Reposts 0
Topic Quality 54
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