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Hybrid SRAMROM Compute-in-Memory Architecture for High Task-Level Energy Efficie
首款超高密度SRAM/ROM混合存内计算架构,提升Transformer模型能效。
22-Mb ROM CiM, 896-kb SRAM CiM, 8928 kb/mm² 重量密度
存内计算SRAMROMTransformer能效优化
▸6T SRAM与1T MLC ROM混合存内计算结构提升存储密度
▸2-/5-b自适应分辨率ADC降低能耗与精度损失
▸后 fabrication 1-of-4电容选择(PFCS)技术优化计算电容
Abstract
This article reports the first ultra-high-density
hybrid static random access memory (SRAM)/read-only mem-
ory (ROM) compute-in-memory (CiM) architecture for multibit
multiply-accumulate (MAC) operations of transformer models.
It features several techniques that enhance the on-chip weight
density, energy efficiency, and flexibility, namely: 1) the hybrid
CiM structure of 6T SRAM and 1T multi-level cell (MLC)
ROM for ultra-high memory density to improve the limited
on-chip memory capacity and all