Efficient Resubstitution-Based Approximate Logic Synthesis

IF 2.7 3区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Chang Meng;Alan Mishchenko;Weikang Qian;Giovanni De Micheli
{"title":"Efficient Resubstitution-Based Approximate Logic Synthesis","authors":"Chang Meng;Alan Mishchenko;Weikang Qian;Giovanni De Micheli","doi":"10.1109/TCAD.2024.3510513","DOIUrl":null,"url":null,"abstract":"Approximate computing is an emerging paradigm for designing error-resilient applications. It reduces circuit area, power, and delay at the cost of introducing errors. This article proposes a powerful technique, termed approximate resubstitution (AppResub), to approximately simplify the circuit. AppResub replaces a node’s function with a simpler approximate function on existing nodes in the circuit to reduce the hardware cost. Leveraging AppResub, an efficient flow for approximate logic synthesis (ALS) is developed by iteratively applying a set of promising AppResubs for circuit simplification. To evaluate errors caused by a set of AppResubs, a novel error model capable of efficiently computing an error upper bound is used to smartly apply AppResubs in the ALS flow. The experimental results demonstrate that compared to a state-of-the-art method, the proposed flow further reduces 20.9% area and 21.7% delay under the mean error distance constraint, while being <inline-formula> <tex-math>$400\\times $ </tex-math></inline-formula> faster. The code of our flow is open-source.","PeriodicalId":13251,"journal":{"name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","volume":"44 6","pages":"2040-2053"},"PeriodicalIF":2.7000,"publicationDate":"2024-12-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10772636/","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"COMPUTER SCIENCE, HARDWARE & ARCHITECTURE","Score":null,"Total":0}
引用次数: 0

Abstract

Approximate computing is an emerging paradigm for designing error-resilient applications. It reduces circuit area, power, and delay at the cost of introducing errors. This article proposes a powerful technique, termed approximate resubstitution (AppResub), to approximately simplify the circuit. AppResub replaces a node’s function with a simpler approximate function on existing nodes in the circuit to reduce the hardware cost. Leveraging AppResub, an efficient flow for approximate logic synthesis (ALS) is developed by iteratively applying a set of promising AppResubs for circuit simplification. To evaluate errors caused by a set of AppResubs, a novel error model capable of efficiently computing an error upper bound is used to smartly apply AppResubs in the ALS flow. The experimental results demonstrate that compared to a state-of-the-art method, the proposed flow further reduces 20.9% area and 21.7% delay under the mean error distance constraint, while being $400\times $ faster. The code of our flow is open-source.
基于替换的高效近似逻辑综合
近似计算是设计容错应用程序的一种新兴范例。它以引入错误为代价,减少了电路面积、功率和延迟。本文提出了一种强大的技术,称为近似再替换(AppResub),以近似地简化电路。AppResub用电路中现有节点上更简单的近似函数取代节点的功能,以降低硬件成本。利用AppResub,通过迭代地应用一组有前途的AppResub进行电路简化,开发了一种有效的近似逻辑合成(ALS)流程。为了评估由一组AppResubs引起的误差,采用一种能够有效计算误差上界的新型误差模型,将AppResubs巧妙地应用于ALS流中。实验结果表明,与现有方法相比,在平均误差距离约束下,该流进一步减少了20.9%的面积和21.7%的延迟,速度提高了400倍。我们流的代码是开源的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
5.60
自引率
13.80%
发文量
500
审稿时长
7 months
期刊介绍: The purpose of this Transactions is to publish papers of interest to individuals in the area of computer-aided design of integrated circuits and systems composed of analog, digital, mixed-signal, optical, or microwave components. The aids include methods, models, algorithms, and man-machine interfaces for system-level, physical and logical design including: planning, synthesis, partitioning, modeling, simulation, layout, verification, testing, hardware-software co-design and documentation of integrated circuit and system designs of all complexities. Design tools and techniques for evaluating and designing integrated circuits and systems for metrics such as performance, power, reliability, testability, and security are a focus.
×
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:604180095
Book学术官方微信