Wall-clock based synchronization: A parallel simulation technology for cluster systems

Xiaodong Zhu, Junmin Wu, Guoliang Chen, Tao Li
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引用次数: 4

Abstract

A common practice for reducing synchronization overheads in parallel simulation of a large-scale cluster is to relax synchronization with lengthened synchronous steps. However, as a side effect, simulation accuracy degrades considerably. This paper proposes a novel mechanism that keeps the running speeds of different nodes consistent by synchronizing logical clocks with the wall clock periodically within each lax step. Because speed deviations of nodes are the main source of time causality errors, through aligning speeds our mechanism only causes modest precision loss while achieving a close performance to lax synchronization. The experimental results show that it improves the performance by 2 to 11 times relative to the baseline barrier synchronization with a high accuracy (e.g. 99% in most cases). Compared to the recently proposed adaptive mechanism, it also achieves nearly 30% performance improvement.
基于挂钟的同步:集群系统的并行仿真技术
在大规模集群的并行模拟中,减少同步开销的一种常见做法是通过延长同步步骤来放松同步。然而,作为副作用,模拟精度大大降低。本文提出了一种新的机制,通过在每个松散步骤中周期性地同步逻辑时钟与壁钟来保持不同节点的运行速度一致。由于节点的速度偏差是时间因果误差的主要来源,通过调整速度,我们的机制只会造成适度的精度损失,同时实现接近松散同步的性能。实验结果表明,相对于基线屏障同步,它的性能提高了2 ~ 11倍,并且精度很高(大多数情况下达到99%)。与最近提出的自适应机制相比,也实现了近30%的性能提升。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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