用于超频的数据路径综合:延迟-精度权衡的在线算法

Kan Shi, D. Boland, Edward A. Stott, Samuel Bayliss, G. Constantinides
{"title":"用于超频的数据路径综合:延迟-精度权衡的在线算法","authors":"Kan Shi, D. Boland, Edward A. Stott, Samuel Bayliss, G. Constantinides","doi":"10.1145/2593069.2593118","DOIUrl":null,"url":null,"abstract":"Digital circuits are currently designed to ensure timing closure. Releasing this constraint by allowing timing violations could lead to significant performance improvements, but conventional forms of computer arithmetic do not fail gracefully when pushed beyond deterministic operation. In this paper we take a fresh look at Online Arithmetic, originally proposed for digit serial operation, and synthesize unrolled digit parallel online operators to allow for graceful degradation. We quantify the impact of timing violation on key arithmetic primitives, and show that substantial performance benefits can be obtained in comparison to binary arithmetic. Since timing errors are caused by long carry chains, these result in errors in least significant digits with online arithmetic, causing less impact than conventional implementations. Using analytical models and empirical FPGA results from an image processing application, we demonstrate an error reduction over 89% and an improvement in SNR of over 20dB for the same clock rate.","PeriodicalId":433816,"journal":{"name":"2014 51st ACM/EDAC/IEEE Design Automation Conference (DAC)","volume":"41 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"21","resultStr":"{\"title\":\"Datapath synthesis for overclocking: Online arithmetic for latency-accuracy trade-offs\",\"authors\":\"Kan Shi, D. Boland, Edward A. Stott, Samuel Bayliss, G. Constantinides\",\"doi\":\"10.1145/2593069.2593118\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Digital circuits are currently designed to ensure timing closure. Releasing this constraint by allowing timing violations could lead to significant performance improvements, but conventional forms of computer arithmetic do not fail gracefully when pushed beyond deterministic operation. In this paper we take a fresh look at Online Arithmetic, originally proposed for digit serial operation, and synthesize unrolled digit parallel online operators to allow for graceful degradation. We quantify the impact of timing violation on key arithmetic primitives, and show that substantial performance benefits can be obtained in comparison to binary arithmetic. Since timing errors are caused by long carry chains, these result in errors in least significant digits with online arithmetic, causing less impact than conventional implementations. Using analytical models and empirical FPGA results from an image processing application, we demonstrate an error reduction over 89% and an improvement in SNR of over 20dB for the same clock rate.\",\"PeriodicalId\":433816,\"journal\":{\"name\":\"2014 51st ACM/EDAC/IEEE Design Automation Conference (DAC)\",\"volume\":\"41 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2014-06-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"21\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2014 51st ACM/EDAC/IEEE Design Automation Conference (DAC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/2593069.2593118\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2014 51st ACM/EDAC/IEEE Design Automation Conference (DAC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2593069.2593118","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 21

摘要

目前设计的数字电路是为了保证定时闭合。通过允许时间冲突来释放这个约束可能会显著提高性能,但是当超越确定性操作时,传统形式的计算机算法不会优雅地失败。在本文中,我们重新审视了在线算法,最初提出的数字串行运算,并综合展开数字并行在线算子,以允许优雅的退化。我们量化了时间冲突对关键算术原语的影响,并表明与二进制算术相比,可以获得实质性的性能优势。由于时间错误是由长进位链引起的,因此这会导致在线算法中最低有效数字的错误,造成的影响比传统实现要小。利用分析模型和来自图像处理应用的经验FPGA结果,我们证明了在相同时钟速率下误差降低超过89%,信噪比提高超过20dB。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Datapath synthesis for overclocking: Online arithmetic for latency-accuracy trade-offs
Digital circuits are currently designed to ensure timing closure. Releasing this constraint by allowing timing violations could lead to significant performance improvements, but conventional forms of computer arithmetic do not fail gracefully when pushed beyond deterministic operation. In this paper we take a fresh look at Online Arithmetic, originally proposed for digit serial operation, and synthesize unrolled digit parallel online operators to allow for graceful degradation. We quantify the impact of timing violation on key arithmetic primitives, and show that substantial performance benefits can be obtained in comparison to binary arithmetic. Since timing errors are caused by long carry chains, these result in errors in least significant digits with online arithmetic, causing less impact than conventional implementations. Using analytical models and empirical FPGA results from an image processing application, we demonstrate an error reduction over 89% and an improvement in SNR of over 20dB for the same clock rate.
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
期刊最新文献
The EDA challenges in the dark silicon era CAP: Communication aware programming Advanced soft-error-rate (SER) estimation with striking-time and multi-cycle effects State-restrict MLC STT-RAM designs for high-reliable high-performance memory system OD3P: On-Demand Page Paired PCM
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1