{"title":"非线性函数评估重用矩阵-向量乘法器","authors":"Ce Guo, W. Luk, Wenguang Xu","doi":"10.1109/ASICON47005.2019.8983557","DOIUrl":null,"url":null,"abstract":"This paper presents a method to extend matrix-vector multipliers to support the evaluation of non-linear functions. The proposed approach introduces non-linearity by optionally overriding the input signals of the matrix-vector multiplier. The method aims to reduce the idleness of hardware resources during computation, to maximise the reuse of arithmetic units and internal structures in existing matrix-vector multipliers, and to reduce the effort in adding additional functions. From our analysis on a case with eight non-linear functions, the proposed design consumes fewer components for addition, multiplication, division, exponentiation and logarithm than a reference design with dedicated function evaluation facilities.","PeriodicalId":319342,"journal":{"name":"2019 IEEE 13th International Conference on ASIC (ASICON)","volume":"69 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Non-linear function evaluation reusing matrix-vector multipliers\",\"authors\":\"Ce Guo, W. Luk, Wenguang Xu\",\"doi\":\"10.1109/ASICON47005.2019.8983557\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper presents a method to extend matrix-vector multipliers to support the evaluation of non-linear functions. The proposed approach introduces non-linearity by optionally overriding the input signals of the matrix-vector multiplier. The method aims to reduce the idleness of hardware resources during computation, to maximise the reuse of arithmetic units and internal structures in existing matrix-vector multipliers, and to reduce the effort in adding additional functions. From our analysis on a case with eight non-linear functions, the proposed design consumes fewer components for addition, multiplication, division, exponentiation and logarithm than a reference design with dedicated function evaluation facilities.\",\"PeriodicalId\":319342,\"journal\":{\"name\":\"2019 IEEE 13th International Conference on ASIC (ASICON)\",\"volume\":\"69 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2019 IEEE 13th International Conference on ASIC (ASICON)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ASICON47005.2019.8983557\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 IEEE 13th International Conference on ASIC (ASICON)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ASICON47005.2019.8983557","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Non-linear function evaluation reusing matrix-vector multipliers
This paper presents a method to extend matrix-vector multipliers to support the evaluation of non-linear functions. The proposed approach introduces non-linearity by optionally overriding the input signals of the matrix-vector multiplier. The method aims to reduce the idleness of hardware resources during computation, to maximise the reuse of arithmetic units and internal structures in existing matrix-vector multipliers, and to reduce the effort in adding additional functions. From our analysis on a case with eight non-linear functions, the proposed design consumes fewer components for addition, multiplication, division, exponentiation and logarithm than a reference design with dedicated function evaluation facilities.