通过动态操作数截断和融合实现能量和服务质量的权衡

Wenchao Qian, Robert Karam, S. Bhunia
{"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}
引用次数: 2

摘要

能源效率已经成为嵌入式和便携式电子产品设计的主要关注点。传统方法通常会影响性能,并且通常需要在设计时进行大量修改。在本文中,我们提出了一种通过明智的融合操作来提高能源效率的新方法。所提出的方法有两个主要区别:(1)融合是通过操作数截断实现的,这允许将多个操作表示为一个合理大小的查找表(LUT);(2)它适用于很多函数。在数字信号处理(DSP)和图形领域的大多数应用都可以容忍一些计算误差,而不会对输出质量造成很大的影响。我们的方法提高了能源效率,同时降低了质量。所提出的融合方法可以应用于在运行时权衡能源效率和质量,并且几乎不需要在处理器中修改电路或架构级别。利用我们的自动融合和截断软件工具,研究了该方法在四种常见应用中的有效性。仿真结果表明,在对质量影响最小的情况下,能量延迟积有了很大的改善(19- 90%)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信