Hot-Spot Avoidance With Multi-Pathing Over InfiniBand: An MPI Perspective

Abhinav Vishnu, Matthew J. Koop, A. Moody, A. Mamidala, S. Narravula, D. Panda
{"title":"Hot-Spot Avoidance With Multi-Pathing Over InfiniBand: An MPI Perspective","authors":"Abhinav Vishnu, Matthew J. Koop, A. Moody, A. Mamidala, S. Narravula, D. Panda","doi":"10.1109/CCGRID.2007.60","DOIUrl":null,"url":null,"abstract":"Large scale InfiniBand clusters are becoming increasingly popular, as reflected by the TOP 500 supercomputer rankings. At the same time, fat tree has become a popular interconnection topology for these clusters, since it allows multiple paths to be available in between a pair of nodes. However, even with fat tree, hot-spots may occur in the network depending upon the route configuration between end nodes and communication pattern(s) in the application. To make matters worse, the deterministic routing nature of InfiniBand limits the application from effective use of multiple paths transparently and avoid the hot-spots in the network. Simulation based studies for switches and adapters to implement congestion control have been proposed in the literature. However, these studies have focussed on providing congestion control for the communication path, and not on utilizing multiple paths in the network for hot-spot avoidance. In this paper, we design an MPI functionality, which provides hot-spot avoidance for different communications, without a priori knowledge of the pattern. We leverage LMC (LID mask count) mechanism of InfiniBand to create multiple paths in the network and present the design issues (scheduling policies, selecting number of paths, scalability aspects) of our design. We implement our design and evaluate it with Pallas collective communication and MPI applications. On an InfiniBand cluster with 48 processes, MPI All-to-all personalized shows an improvement of 27%. Our evaluation with NAS parallel benchmarks on 64 processes shows significant improvement in execution time with this functionality.","PeriodicalId":278535,"journal":{"name":"Seventh IEEE International Symposium on Cluster Computing and the Grid (CCGrid '07)","volume":"6 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2007-05-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"43","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Seventh IEEE International Symposium on Cluster Computing and the Grid (CCGrid '07)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CCGRID.2007.60","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 43

Abstract

Large scale InfiniBand clusters are becoming increasingly popular, as reflected by the TOP 500 supercomputer rankings. At the same time, fat tree has become a popular interconnection topology for these clusters, since it allows multiple paths to be available in between a pair of nodes. However, even with fat tree, hot-spots may occur in the network depending upon the route configuration between end nodes and communication pattern(s) in the application. To make matters worse, the deterministic routing nature of InfiniBand limits the application from effective use of multiple paths transparently and avoid the hot-spots in the network. Simulation based studies for switches and adapters to implement congestion control have been proposed in the literature. However, these studies have focussed on providing congestion control for the communication path, and not on utilizing multiple paths in the network for hot-spot avoidance. In this paper, we design an MPI functionality, which provides hot-spot avoidance for different communications, without a priori knowledge of the pattern. We leverage LMC (LID mask count) mechanism of InfiniBand to create multiple paths in the network and present the design issues (scheduling policies, selecting number of paths, scalability aspects) of our design. We implement our design and evaluate it with Pallas collective communication and MPI applications. On an InfiniBand cluster with 48 processes, MPI All-to-all personalized shows an improvement of 27%. Our evaluation with NAS parallel benchmarks on 64 processes shows significant improvement in execution time with this functionality.
热点避免与多路径在InfiniBand:一个MPI的观点
从500强超级计算机排名中可以看出,大规模InfiniBand集群正变得越来越受欢迎。同时,胖树已经成为这些集群的流行互连拓扑结构,因为它允许在一对节点之间有多条路径可用。但是,即使使用胖树,根据终端节点之间的路由配置和应用程序中的通信模式,网络中也可能出现热点。更糟糕的是,InfiniBand的确定性路由特性限制了应用程序透明地有效使用多条路径,并避免了网络中的热点。文献中已经提出了基于仿真的开关和适配器实现拥塞控制的研究。然而,这些研究都侧重于为通信路径提供拥塞控制,而不是利用网络中的多条路径来避免热点。在本文中,我们设计了一个MPI功能,它为不同的通信提供热点避免,而不需要先验的模式知识。我们利用InfiniBand的LMC (LID mask count)机制在网络中创建多条路径,并提出了我们设计的设计问题(调度策略,选择路径数量,可扩展性方面)。我们通过Pallas集体通信和MPI应用程序实现了我们的设计并对其进行了评估。在具有48个进程的InfiniBand集群上,MPI All-to-all个性化显示了27%的改进。我们对64个进程的NAS并行基准进行的评估显示,使用此功能可以显著改善执行时间。
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