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Hierarchical Bulk Synchronous Parallel Model and Performance Optimization

Hierarchical Bulk Synchronous Parallel Model and Performance Optimization
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摘要 Based on the framework of BSP, a Hierarchical Bulk Synchronous Parallel (HBSP) performance model is introduced in this paper to capture the per formance optimization problem for various stages in parallel program development and to accurately predict the performance of a parallel program by considering fac tors causing variance at local computation and global communication. The related methodology has been applied to several real applications and the results show that HBSP is a suitable model for optimizing parallel programs. Based on the framework of BSP, a Hierarchical Bulk Synchronous Parallel (HBSP) performance model is introduced in this paper to capture the per formance optimization problem for various stages in parallel program development and to accurately predict the performance of a parallel program by considering fac tors causing variance at local computation and global communication. The related methodology has been applied to several real applications and the results show that HBSP is a suitable model for optimizing parallel programs.
出处 《Journal of Computer Science & Technology》 SCIE EI CSCD 1999年第3期224-233,共10页 计算机科学技术学报(英文版)
关键词 parallel programming bulk synchronous parallel model perfor mance optimization parallel programming, bulk synchronous parallel model,perfor mance optimization
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