BSP时间扭曲的动态负载平衡

M. Low
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引用次数: 38

摘要

并行仿真系统的性能在很大程度上取决于将仿真工作负载在计算环境中的一组处理器之间均匀地划分,以确保处理器之间的负载平衡。大多数并行仿真系统采用用户定义的静态分区。然而,静态划分需要深入了解所研究的特定仿真模型的领域知识。如果模拟模型的工作负载不能准确地量化,或者在模拟运行期间随时间变化,那么它是无效的。动态负载平衡允许仿真系统在不需要用户输入的情况下自动平衡不同仿真模型的工作负载。本文研究了动态负载平衡在BSP时间扭曲乐观协议中的应用。基于BSP代价模型,提出了一种BSP时间扭曲协议的动态负载平衡算法。通过不同的仿真模型,表明BSP Time Warp的动态负载平衡算法需要同时考虑计算量和通信负荷,以及处理器间的查找时间,以达到一致的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Dynamic load-balancing for BSP Time Warp
The performance of a parallel simulation system depends very much on partitioning simulation workload evenly among the set of processors in the computing environment to ensure load-balance between processors. Most parallel simulation systems employ user-defined static partitioning. However static partitioning requires in-depth domain knowledge of the specific simulation model in the study. It is not effective if the workload of a simulation model could not be quantified accurately or changes over time during a simulation run. Dynamic load-balancing allows the simulation system to automatically balance the workload of different simulation models without user's input. In this paper the use of dynamic load-balancing in the context of the BSP Time Warp optimistic protocol is examined. Based on the BSP cost model, a dynamic load-balancing algorithm for the BSP Time Warp protocol is developed. Using different simulation models, the paper shows that to achieve consistent performance, the dynamic load-balancing algorithm for BSP Time Warp needs to consider both computation and communication workload, as well as lookaheads between processors.
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