{"title":"通过动态操作数截断和融合实现能量和服务质量的权衡","authors":"Wenchao Qian, Robert Karam, S. Bhunia","doi":"10.1145/2591513.2591561","DOIUrl":null,"url":null,"abstract":"Energy efficiency has emerged as a major design concern for embedded and portable electronics. Conventional approaches typically impact performance and often require significant design-time modifications. In this paper, we propose a novel approach for improving energy efficiency through judicious fusion of operations. The proposed approach has two major distinctions: (1) the fusion is enabled by operand truncation, which allows representing multiple operations into a reasonably sized lookup table (LUT); and (2) it works for large varieties of functions. Most applications in the domain of digital signal processing (DSP) and graphics can tolerate some computation error without large degradation in output quality. Our approach improves energy efficiency with graceful degradation in quality. The proposed fusion approach can be applied to trade-off energy efficiency with quality at run time and requires virtually no circuit or architecture level modifications in a processor. Using our software tool for automatic fusion and truncation, the effectiveness of the approach is studied for four common applications. Simulation results show promising improvements (19-90\\%) in energy delay product with minimal impact on quality.","PeriodicalId":272619,"journal":{"name":"ACM Great Lakes Symposium on VLSI","volume":"26 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Trade-off between energy and quality of service through dynamic operand truncation and fusion\",\"authors\":\"Wenchao Qian, Robert Karam, S. Bhunia\",\"doi\":\"10.1145/2591513.2591561\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Energy efficiency has emerged as a major design concern for embedded and portable electronics. Conventional approaches typically impact performance and often require significant design-time modifications. In this paper, we propose a novel approach for improving energy efficiency through judicious fusion of operations. The proposed approach has two major distinctions: (1) the fusion is enabled by operand truncation, which allows representing multiple operations into a reasonably sized lookup table (LUT); and (2) it works for large varieties of functions. Most applications in the domain of digital signal processing (DSP) and graphics can tolerate some computation error without large degradation in output quality. Our approach improves energy efficiency with graceful degradation in quality. The proposed fusion approach can be applied to trade-off energy efficiency with quality at run time and requires virtually no circuit or architecture level modifications in a processor. Using our software tool for automatic fusion and truncation, the effectiveness of the approach is studied for four common applications. Simulation results show promising improvements (19-90\\\\%) in energy delay product with minimal impact on quality.\",\"PeriodicalId\":272619,\"journal\":{\"name\":\"ACM Great Lakes Symposium on VLSI\",\"volume\":\"26 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2014-05-20\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"ACM Great Lakes Symposium on VLSI\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/2591513.2591561\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"ACM Great Lakes Symposium on VLSI","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2591513.2591561","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Trade-off between energy and quality of service through dynamic operand truncation and fusion
Energy efficiency has emerged as a major design concern for embedded and portable electronics. Conventional approaches typically impact performance and often require significant design-time modifications. In this paper, we propose a novel approach for improving energy efficiency through judicious fusion of operations. The proposed approach has two major distinctions: (1) the fusion is enabled by operand truncation, which allows representing multiple operations into a reasonably sized lookup table (LUT); and (2) it works for large varieties of functions. Most applications in the domain of digital signal processing (DSP) and graphics can tolerate some computation error without large degradation in output quality. Our approach improves energy efficiency with graceful degradation in quality. The proposed fusion approach can be applied to trade-off energy efficiency with quality at run time and requires virtually no circuit or architecture level modifications in a processor. Using our software tool for automatic fusion and truncation, the effectiveness of the approach is studied for four common applications. Simulation results show promising improvements (19-90\%) in energy delay product with minimal impact on quality.