在多核环境中有效执行SPMD应用程序的方法

Ronal Muresano, Dolores Rexachs, E. Luque
{"title":"在多核环境中有效执行SPMD应用程序的方法","authors":"Ronal Muresano, Dolores Rexachs, E. Luque","doi":"10.1109/CCGRID.2010.67","DOIUrl":null,"url":null,"abstract":"The need to efficiently execute applications in heterogeneous environments is a current challenge for parallel computing programmers. The communication heterogeneities found in multicore clusters need to be addressed to improve efficiency and speedup. This work presents a methodology developed for SPMD applications, which is centered on managing communication heterogeneities and improving system efficiency on multicore clusters. The methodology is composed of three phases: characterization, mapping strategy, and scheduling policy. We focus on SPMD applications which are designed through a message-passing library for communication, and selected according to their synchronicity and communications volume. The novel contribution of this methodology is it determines the approximate number of cores necessary to achieve a suitable solution with a good execution time, while the efficiency level is maintained over a threshold defined by users. Applying this methodology gave results showing a maximum improvement in efficiency of around 43% in the SPMD applications tested.","PeriodicalId":444485,"journal":{"name":"2010 10th IEEE/ACM International Conference on Cluster, Cloud and Grid Computing","volume":"2 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2010-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"10","resultStr":"{\"title\":\"Methodology for Efficient Execution of SPMD Applications on Multicore Environments\",\"authors\":\"Ronal Muresano, Dolores Rexachs, E. Luque\",\"doi\":\"10.1109/CCGRID.2010.67\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The need to efficiently execute applications in heterogeneous environments is a current challenge for parallel computing programmers. The communication heterogeneities found in multicore clusters need to be addressed to improve efficiency and speedup. This work presents a methodology developed for SPMD applications, which is centered on managing communication heterogeneities and improving system efficiency on multicore clusters. The methodology is composed of three phases: characterization, mapping strategy, and scheduling policy. We focus on SPMD applications which are designed through a message-passing library for communication, and selected according to their synchronicity and communications volume. The novel contribution of this methodology is it determines the approximate number of cores necessary to achieve a suitable solution with a good execution time, while the efficiency level is maintained over a threshold defined by users. Applying this methodology gave results showing a maximum improvement in efficiency of around 43% in the SPMD applications tested.\",\"PeriodicalId\":444485,\"journal\":{\"name\":\"2010 10th IEEE/ACM International Conference on Cluster, Cloud and Grid Computing\",\"volume\":\"2 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2010-05-17\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"10\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2010 10th IEEE/ACM International Conference on Cluster, Cloud and Grid Computing\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CCGRID.2010.67\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2010 10th IEEE/ACM International Conference on Cluster, Cloud and Grid Computing","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CCGRID.2010.67","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 10

摘要

在异构环境中高效地执行应用程序是并行计算程序员当前面临的挑战。为了提高效率和速度,需要解决多核集群中存在的通信异构问题。这项工作提出了一种针对SPMD应用开发的方法,该方法以管理通信异构性和提高多核集群上的系统效率为中心。该方法由三个阶段组成:特征描述、映射策略和调度策略。我们重点研究了通过消息传递库设计用于通信的SPMD应用程序,并根据其同步性和通信量进行选择。这种方法的新颖之处在于,它确定了实现具有良好执行时间的合适解决方案所需的核心的大致数量,同时将效率水平维持在用户定义的阈值之上。应用该方法的结果显示,在测试的SPMD应用程序中,效率的最大提高约为43%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Methodology for Efficient Execution of SPMD Applications on Multicore Environments
The need to efficiently execute applications in heterogeneous environments is a current challenge for parallel computing programmers. The communication heterogeneities found in multicore clusters need to be addressed to improve efficiency and speedup. This work presents a methodology developed for SPMD applications, which is centered on managing communication heterogeneities and improving system efficiency on multicore clusters. The methodology is composed of three phases: characterization, mapping strategy, and scheduling policy. We focus on SPMD applications which are designed through a message-passing library for communication, and selected according to their synchronicity and communications volume. The novel contribution of this methodology is it determines the approximate number of cores necessary to achieve a suitable solution with a good execution time, while the efficiency level is maintained over a threshold defined by users. Applying this methodology gave results showing a maximum improvement in efficiency of around 43% in the SPMD applications tested.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
In Search of Visualization Metaphors for PlanetLab Multi-criteria Content Adaptation Service Selection Broker Enabling the Next Generation of Scalable Clusters Development and Support of Platforms for Research into Rare Diseases Using Cloud Constructs and Predictive Analysis to Enable Pre-Failure Process Migration in HPC Systems
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1