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What is Genetic LUT Approximation for Transformers about?
This paper presents a genetic algorithm-based approach called GQA-LUT for quantization-aware approximation of non-linear operations in Transformers, addressing the high computational costs associated with these operations. The proposed method enables the use of INT8-based LUT-Approximation, achieving significant reductions in area and power consumption compared to traditional high-precision methods. Experimental results demonstrate that GQA-LUT maintains accuracy while optimizing hardware efficiency, making
- Author
- watch23free
- Language
- EN