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專利授權區
專利名稱(英)	HARDWARE AND SOFTWARE CO-DESIGN METHOD WITH MIXED-PRECISION ALGORITHM AND COMPUTING-IN-MEMORY-BASED ACCELERATOR AND SYSTEM THEREOF, AND NON-TRANSITORY COMPUTER READABLE RECORDING MEDIUM
專利家族	中華民國：I884041 美國：2026-0023970(公開號)
專利權人	國立清華大學 100.00%
發明人	鄭桂忠,陳彥文,王睿瑄,鄭宇翔,盧峙丞,張孟凡
技術領域	電子電機

專利摘要(英)
A hardware and software co-design system with a mixed-precision algorithm and a computing-in-memory(CIM)-based accelerator includes a memory, a processor and the CIM-based accelerator. The processor performs operations including obtaining a plurality of sets of initial weight parameters of a pre-trained model from the memory; performing a pruning procedure on the sets of initial weight parameters to generate a plurality of sets of pruned weights; and performing a filter-wise mixed-precision quantization training on a plurality of non-zero weights of the sets of pruned weights to generate a plurality of filter weights with different bit widths, and pairing the filter weights to generate a plurality of paired filter weight groups, and mixing the paired filter weight groups to generate a plurality of mixed-precision weights. The CIM-based accelerator performs a CIM operation on the mixed-precision weights and a plurality of sets of input parameters to generate a plurality of CIM outputs.

專利摘要(英)

A hardware and software co-design system with a mixed-precision algorithm and a computing-in-memory(CIM)-based accelerator includes a memory, a processor and the CIM-based accelerator. The processor performs operations including obtaining a plurality of sets of initial weight parameters of a pre-trained model from the memory; performing a pruning procedure on the sets of initial weight parameters to generate a plurality of sets of pruned weights; and performing a filter-wise mixed-precision quantization training on a plurality of non-zero weights of the sets of pruned weights to generate a plurality of filter weights with different bit widths, and pairing the filter weights to generate a plurality of paired filter weight groups, and mixing the paired filter weight groups to generate a plurality of mixed-precision weights. The CIM-based accelerator performs a CIM operation on the mixed-precision weights and a plurality of sets of input parameters to generate a plurality of CIM outputs.

聯絡資訊
承辦人姓名	李曉琪
承辦人電話	03-5715131 #31061
承辦人Email	hsiaochi@mx.nthu.edu.tw