Understanding ultra-scale application communication requirements

Kamil Shoaib, J. Shalf, L. Oliker, David Skinner
{"title":"Understanding ultra-scale application communication requirements","authors":"Kamil Shoaib, J. Shalf, L. Oliker, David Skinner","doi":"10.1109/IISWC.2005.1526015","DOIUrl":null,"url":null,"abstract":"As thermal constraints reduce the pace of CPU performance improvements, the cost and scalability of future HPC architectures are increasingly dominated by the interconnect. In this paper we perform an in-depth study of the communication requirements across a broad spectrum of important scientific applications, whose computational methods include: finite-difference, lattice-Bolzmann, particle in cell, sparse linear algebra, particle mesh ewald, and FFT-based solvers. We use the IPM (integrated performance monitoring) profiling framework to collect detailed statistics on communication topology and message volume with minimal impact to code performance. By characterizing the parallelism and communication requirements of such a diverse set of applications, we hope to guide architectural choices for the design and implementation of interconnects for future HPC systems.","PeriodicalId":275514,"journal":{"name":"IEEE International. 2005 Proceedings of the IEEE Workload Characterization Symposium, 2005.","volume":"22 7","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2005-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"45","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE International. 2005 Proceedings of the IEEE Workload Characterization Symposium, 2005.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IISWC.2005.1526015","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 45

Abstract

As thermal constraints reduce the pace of CPU performance improvements, the cost and scalability of future HPC architectures are increasingly dominated by the interconnect. In this paper we perform an in-depth study of the communication requirements across a broad spectrum of important scientific applications, whose computational methods include: finite-difference, lattice-Bolzmann, particle in cell, sparse linear algebra, particle mesh ewald, and FFT-based solvers. We use the IPM (integrated performance monitoring) profiling framework to collect detailed statistics on communication topology and message volume with minimal impact to code performance. By characterizing the parallelism and communication requirements of such a diverse set of applications, we hope to guide architectural choices for the design and implementation of interconnects for future HPC systems.
了解超大规模应用程序通信需求
由于热约束降低了CPU性能改进的速度,未来HPC架构的成本和可扩展性越来越多地由互连主导。在本文中,我们对广泛的重要科学应用中的通信要求进行了深入的研究,其计算方法包括:有限差分,晶格玻尔兹曼,细胞中的粒子,稀疏线性代数,粒子网格埃瓦尔德和基于fft的求解器。我们使用IPM(集成性能监视)分析框架来收集有关通信拓扑和消息量的详细统计信息,同时对代码性能的影响最小。通过描述这种不同应用程序的并行性和通信需求,我们希望指导未来HPC系统互连设计和实现的架构选择。
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:604180095
Book学术官方微信