Zhehong Wang, Ziyun Li, Li Xu, Qing Dong, Chin-I Su, W. Chu, George Tsou, Y. Chih, T. Chang, D. Sylvester, Hun-Seok Kim, D. Blaauw
{"title":"An All-Weights-on-Chip DNN Accelerator in 22nm ULL Featuring 24×1 Mb eRRAM","authors":"Zhehong Wang, Ziyun Li, Li Xu, Qing Dong, Chin-I Su, W. Chu, George Tsou, Y. Chih, T. Chang, D. Sylvester, Hun-Seok Kim, D. Blaauw","doi":"10.1109/vlsicircuits18222.2020.9162811","DOIUrl":null,"url":null,"abstract":"We present a DNN accelerator in 22nm ULL CMOS featuring 24×1 Mb embedded RRAM. The accelerator, composed of 4 PEs and 512 MACs, achieves 0.96 TOPS/W at 120 MHz with 0.8 V VDD. Each PE contains 6 RRAM macros, equipped with a dynamic clamping offset-canceling sense amplifier that offers sub-μA current input offset.","PeriodicalId":252787,"journal":{"name":"2020 IEEE Symposium on VLSI Circuits","volume":"27 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 IEEE Symposium on VLSI Circuits","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/vlsicircuits18222.2020.9162811","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5
Abstract
We present a DNN accelerator in 22nm ULL CMOS featuring 24×1 Mb embedded RRAM. The accelerator, composed of 4 PEs and 512 MACs, achieves 0.96 TOPS/W at 120 MHz with 0.8 V VDD. Each PE contains 6 RRAM macros, equipped with a dynamic clamping offset-canceling sense amplifier that offers sub-μA current input offset.