Performance analysis and optimization of MPI collective operations on multi-core clusters
文献类型:期刊论文
作者 | Bibo Tu; Jianping Fan; Jianfeng Zhan; Xiaofang Zhao |
刊名 | JOURNAL OF SUPERCOMPUTING
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出版日期 | 2012 |
英文摘要 | Abstract Memory hierarchy on multi-core clusters has twofold characteristics: vertical memory hierarchy and horizontal memory hierarchy. This paper proposes new parallel computation model to unitedly abstract memory hierarchy on multi-core clusters in vertical and horizontal levels. Experimental results show that new model can predict communication costs for message passing on multi-core clusters more accurately than previous models, only incorporated vertical memory hierarchy. The new model provides the theoretical underpinning for the optimal design of MPI collective operations. Aimed at horizontal memory hierarchy, our methodology for optimizing collective operations on multi-core clusters focuses on hierarchical virtual topology and cache-aware intra-node communication, incorporated into existing collective algorithms in MPICH2. As a case study, multi-core aware broadcast algorithm has been implemented and evaluated. The results of performance evaluation show that the above methodology for optimizing collective operations on multi-core clusters is efficient. |
收录类别 | SCI |
原文出处 | http://download.springer.com/static/pdf/608/art%253A10.1007%252Fs11227-009-0296-3.pdf?originUrl=http%3A%2F%2Flink.springer.com%2Farticle%2F10.1007%2Fs11227-009-0296-3&token2=exp=1435115668~acl=%2Fstatic%2Fpdf%2F608%2Fart%25253A10.1007%25252Fs11227-009-0296-3.pdf%3ForiginUrl%3Dhttp%253A%252F%252Flink.springer.com%252Farticle%252F10.1007%252Fs11227-009-0296-3*~hmac=19dcd38d96825d0ac4a9cf6e77aef91184afe0d8dff5ea3065e856bc6e127127 |
语种 | 英语 |
源URL | [http://ir.siat.ac.cn:8080/handle/172644/4153] ![]() |
专题 | 深圳先进技术研究院_数字所 |
作者单位 | JOURNAL OF SUPERCOMPUTING |
推荐引用方式 GB/T 7714 | Bibo Tu,Jianping Fan,Jianfeng Zhan,et al. Performance analysis and optimization of MPI collective operations on multi-core clusters[J]. JOURNAL OF SUPERCOMPUTING,2012. |
APA | Bibo Tu,Jianping Fan,Jianfeng Zhan,&Xiaofang Zhao.(2012).Performance analysis and optimization of MPI collective operations on multi-core clusters.JOURNAL OF SUPERCOMPUTING. |
MLA | Bibo Tu,et al."Performance analysis and optimization of MPI collective operations on multi-core clusters".JOURNAL OF SUPERCOMPUTING (2012). |
入库方式: OAI收割
来源:深圳先进技术研究院
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