{"title":"Graphcore","authors":"S. Knowles","doi":"10.1109/HCS52781.2021.9567075","DOIUrl":null,"url":null,"abstract":"IPU Foundations • AI is nascent – facilitating exploration is as vital as executing known algorithms. • Tera-scale models will be necessary for “super-human” AI. • Sparse evaluation will be necessary at tera-scale, $\\text{for} \\$ $ and Watts. • Rich natural data is sequences, images, and graphs. • Post-Dennard, keep memory and logic close. • Post-Moore, parallel computing over many chips.","PeriodicalId":246531,"journal":{"name":"2021 IEEE Hot Chips 33 Symposium (HCS)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"43","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE Hot Chips 33 Symposium (HCS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/HCS52781.2021.9567075","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 43
Abstract
IPU Foundations • AI is nascent – facilitating exploration is as vital as executing known algorithms. • Tera-scale models will be necessary for “super-human” AI. • Sparse evaluation will be necessary at tera-scale, $\text{for} \$ $ and Watts. • Rich natural data is sequences, images, and graphs. • Post-Dennard, keep memory and logic close. • Post-Moore, parallel computing over many chips.