Optimizing Message Passing Programs Based on Task Section Duplication

Yin Ye, Zhihui Du, Song Hao
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引用次数: 1

Abstract

The task scheduling model and algorithm is very important to achieve high performance for message passing programs. The SPG (Subtask Precedence Graph) model abstracts a task as a set of communication and computation sections so it can explore the dependence among subtasks precisely. The TSSF (Task Section based Scheduling Framework ) is designed to show how to generate subtasks and how to schedule subtasks on to different processors. Based on the SPG model and the TSSF Framework, two TSD(Task Section Duplication based) algorithms, SMU(Searching-Marking- Unmarking) and Scalable SMU are described in detail to show how to get multiple parallel executing paths based on task section duplication. Compared with four typical traditional task scheduling algorithms, the simulation results show that our algorithms outperform other algorithms significantly
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基于任务段复制的消息传递程序优化
任务调度模型和算法是消息传递程序实现高性能的关键。子任务优先图(SPG)模型将任务抽象为通信和计算部分的集合,从而可以精确地探索子任务之间的依赖关系。TSSF(基于任务段的调度框架)旨在展示如何生成子任务以及如何将子任务调度到不同的处理器上。基于SPG模型和TSSF框架,详细描述了基于任务段复制的两种TSD算法SMU(search - marking - Unmarking)和Scalable SMU,展示了如何基于任务段复制获得多个并行执行路径。通过与四种典型的传统任务调度算法的比较,仿真结果表明本文算法的性能明显优于其他算法
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