Analysis of matrix multiplication on high density Virtex-7 FPGA

Wilson Jose, Ana Rita Silva, H. Neto, M. Véstias
{"title":"Analysis of matrix multiplication on high density Virtex-7 FPGA","authors":"Wilson Jose, Ana Rita Silva, H. Neto, M. Véstias","doi":"10.1109/FPL.2013.6645604","DOIUrl":null,"url":null,"abstract":"In this work, we have developed a theoretical model of matrix multiplication including a detailed model of external memory access. We have used the model to guide the design of a many core architecture. The architecture was modeled and simulated in SystemC and a small prototype was implemented in an FPGA board to determine the accuracy of the model. Finally, using the model, we determined the achievable performance in Virtex-7 FPGAs. The results indicate the correctness of the model and the performance of state-of-the-art FPGAs in the execution of matrix-multiplication.","PeriodicalId":200435,"journal":{"name":"2013 23rd International Conference on Field programmable Logic and Applications","volume":"60 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"9","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2013 23rd International Conference on Field programmable Logic and Applications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/FPL.2013.6645604","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 9

Abstract

In this work, we have developed a theoretical model of matrix multiplication including a detailed model of external memory access. We have used the model to guide the design of a many core architecture. The architecture was modeled and simulated in SystemC and a small prototype was implemented in an FPGA board to determine the accuracy of the model. Finally, using the model, we determined the achievable performance in Virtex-7 FPGAs. The results indicate the correctness of the model and the performance of state-of-the-art FPGAs in the execution of matrix-multiplication.
高密度Virtex-7 FPGA上矩阵乘法分析
在这项工作中,我们开发了一个矩阵乘法的理论模型,包括外部存储器访问的详细模型。我们已经使用该模型来指导许多核心体系结构的设计。在SystemC中对该体系结构进行了建模和仿真,并在FPGA板上实现了一个小型原型,以确定模型的准确性。最后,利用该模型,我们确定了Virtex-7 fpga的可实现性能。结果表明了该模型的正确性和最先进的fpga在执行矩阵乘法时的性能。
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