A 65nm 110GOPS 8T-SRAM Computing-in-Memory Macro with Single Cycle Serial Input Mechanism

Shumeng Li, Tianqi Xu, Fukun Su, Xian Tang, Yupeng Chen
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Abstract

This paper presents a high-speed 8T-SRAM computing-in-memory (CIM) macro, which adopts a novel single cycle serial input (SCSI) mechanism and a matching weighted capacitor register circuit, achieving excellent input linearity and calculation speed without input DACs. The register capacitor arrays can be reused by the output SAR ADCs as their four most significant bits (MSBs) DAC capacitors, further improving the area efficiency. The 4kb 8T-SRAM macro supports 4-bit input, 4-bit weight, and 6-bit output, it executes 16 columns of $4b\times 4b$ MAC in parallel, achieving peak throughput of 110.1 GOPS and energy efficiency of 31.4 TOPS/W in 65nm CMOS process.
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具有单周期串行输入机制的65nm 110GOPS 8T-SRAM内存中计算宏
本文提出了一种高速8T-SRAM内存计算宏,该宏采用新颖的单周期串行输入(SCSI)机制和匹配加权电容寄存器电路,无需输入dac即可实现良好的输入线性度和计算速度。寄存器电容器阵列可以被输出SAR adc重复使用,作为其四位最有效位(msb) DAC电容器,进一步提高了面积效率。4kb的8T-SRAM宏支持4位输入、4位权重和6位输出,并行执行16列40亿美元MAC,在65nm CMOS工艺中实现110.1 GOPS的峰值吞吐量和31.4 TOPS/W的能效。
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