探索虚拟化对高性能计算云的性能影响

Nuttapong Chakthranont, Phonlawat Khunphet, Ryousei Takano, Tsutomu Ikegami
{"title":"探索虚拟化对高性能计算云的性能影响","authors":"Nuttapong Chakthranont, Phonlawat Khunphet, Ryousei Takano, Tsutomu Ikegami","doi":"10.1109/CloudCom.2014.71","DOIUrl":null,"url":null,"abstract":"The feasibility of the cloud computing paradigm is examined from the High Performance Computing (HPC) viewpoint. The impact of virtualization is evaluated on our latest private cloud, the AIST Super Green Cloud, which provides elastic virtual clusters interconnected by Infini Band. Performance is measured by using typical HPC benchmark programs, both on physical and virtual cluster computing clusters. The results of the micro benchmarks indicate that the virtual clusters suffer from the scalability issue on almost all MPI collective functions. The relative performance gradually becomes worse as the number of nodes increases. On the other hand, the benchmarks based on actual applications, including LINPACK, OpenMX, and Graph 500, show that the virtualization overhead is about 5% even when the number of nodes increase to 128. This observation leads to our optimistic conclusions on the feasibility of the HPC Cloud.","PeriodicalId":249306,"journal":{"name":"2014 IEEE 6th International Conference on Cloud Computing Technology and Science","volume":"10 2","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-12-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"10","resultStr":"{\"title\":\"Exploring the Performance Impact of Virtualization on an HPC Cloud\",\"authors\":\"Nuttapong Chakthranont, Phonlawat Khunphet, Ryousei Takano, Tsutomu Ikegami\",\"doi\":\"10.1109/CloudCom.2014.71\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The feasibility of the cloud computing paradigm is examined from the High Performance Computing (HPC) viewpoint. The impact of virtualization is evaluated on our latest private cloud, the AIST Super Green Cloud, which provides elastic virtual clusters interconnected by Infini Band. Performance is measured by using typical HPC benchmark programs, both on physical and virtual cluster computing clusters. The results of the micro benchmarks indicate that the virtual clusters suffer from the scalability issue on almost all MPI collective functions. The relative performance gradually becomes worse as the number of nodes increases. On the other hand, the benchmarks based on actual applications, including LINPACK, OpenMX, and Graph 500, show that the virtualization overhead is about 5% even when the number of nodes increase to 128. This observation leads to our optimistic conclusions on the feasibility of the HPC Cloud.\",\"PeriodicalId\":249306,\"journal\":{\"name\":\"2014 IEEE 6th International Conference on Cloud Computing Technology and Science\",\"volume\":\"10 2\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2014-12-15\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"10\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2014 IEEE 6th International Conference on Cloud Computing Technology and Science\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CloudCom.2014.71\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2014 IEEE 6th International Conference on Cloud Computing Technology and Science","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CloudCom.2014.71","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

从高性能计算(HPC)的角度考察了云计算范式的可行性。虚拟化的影响是在我们最新的私有云上进行评估的,AIST超级绿色云,它提供了通过Infini Band互联的弹性虚拟集群。性能是通过在物理和虚拟集群计算集群上使用典型的HPC基准程序来测量的。微基准测试结果表明,虚拟集群在几乎所有MPI集合功能上都存在可伸缩性问题。随着节点数量的增加,相对性能逐渐变差。另一方面,基于实际应用程序(包括LINPACK、OpenMX和Graph 500)的基准测试表明,即使节点数量增加到128个,虚拟化开销也只有5%左右。这一观察结果使我们对高性能计算云的可行性得出了乐观的结论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Exploring the Performance Impact of Virtualization on an HPC Cloud
The feasibility of the cloud computing paradigm is examined from the High Performance Computing (HPC) viewpoint. The impact of virtualization is evaluated on our latest private cloud, the AIST Super Green Cloud, which provides elastic virtual clusters interconnected by Infini Band. Performance is measured by using typical HPC benchmark programs, both on physical and virtual cluster computing clusters. The results of the micro benchmarks indicate that the virtual clusters suffer from the scalability issue on almost all MPI collective functions. The relative performance gradually becomes worse as the number of nodes increases. On the other hand, the benchmarks based on actual applications, including LINPACK, OpenMX, and Graph 500, show that the virtualization overhead is about 5% even when the number of nodes increase to 128. This observation leads to our optimistic conclusions on the feasibility of the HPC Cloud.
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
×
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