Generation of Verified Programs for In-Memory Computing

Saman Froehlich, R. Drechsler
{"title":"Generation of Verified Programs for In-Memory Computing","authors":"Saman Froehlich, R. Drechsler","doi":"10.1109/DSD57027.2022.00114","DOIUrl":null,"url":null,"abstract":"In order to overcome the von Neumann bottleneck, recently the paradigm of in-memory computing has emerged. Here, instead of transferring data from the memory to the CPU for computation, the computation is directly performed within the memory. ReRAM, a resistance-based storage device, is a promising technology for this paradigm. Based on ReRAM, the PLiM computer architecture and LiM-HDL, an HDL for specifying PLiM programs have emerged. In this paper, we first present a novel levelization algorithm for LiM-HDL. Based on this novel algorithm, large circuits can be compiled to PLiM programs. Then, we present a verification scheme for these programs. This scheme is separated into two steps: (1) A proof of purity and (2) a proof of equivalence. Finally, in the experiments, we first apply our levelization algorithms to a well-known benchmark set, where we show that we can generate PLiM programs for large benchmarks, for which existing levelization algorithms fails. Then, we apply our proposed verification scheme to these PLiM programs.","PeriodicalId":211723,"journal":{"name":"2022 25th Euromicro Conference on Digital System Design (DSD)","volume":"27 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 25th Euromicro Conference on Digital System Design (DSD)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/DSD57027.2022.00114","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5

Abstract

In order to overcome the von Neumann bottleneck, recently the paradigm of in-memory computing has emerged. Here, instead of transferring data from the memory to the CPU for computation, the computation is directly performed within the memory. ReRAM, a resistance-based storage device, is a promising technology for this paradigm. Based on ReRAM, the PLiM computer architecture and LiM-HDL, an HDL for specifying PLiM programs have emerged. In this paper, we first present a novel levelization algorithm for LiM-HDL. Based on this novel algorithm, large circuits can be compiled to PLiM programs. Then, we present a verification scheme for these programs. This scheme is separated into two steps: (1) A proof of purity and (2) a proof of equivalence. Finally, in the experiments, we first apply our levelization algorithms to a well-known benchmark set, where we show that we can generate PLiM programs for large benchmarks, for which existing levelization algorithms fails. Then, we apply our proposed verification scheme to these PLiM programs.
内存计算验证程序的生成
为了克服冯·诺依曼瓶颈,最近出现了内存计算范式。在这里,不是将数据从内存传输到CPU进行计算,而是直接在内存中执行计算。ReRAM是一种基于电阻的存储设备,是一种很有前途的技术。基于ReRAM的PLiM计算机体系结构和用于指定PLiM程序的HDL - LiM-HDL出现了。在本文中,我们首先提出了一种新的LiM-HDL的平准化算法。基于该算法,可以将大型电路编译成PLiM程序。然后,我们提出了一个验证方案。该方案分为两个步骤:(1)纯度证明和(2)等价证明。最后,在实验中,我们首先将我们的平准化算法应用于一个众所周知的基准集,在那里我们证明了我们可以为大型基准生成PLiM程序,而现有的平准化算法无法实现。然后,我们将提出的验证方案应用于这些PLiM程序。
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
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