Subdomain Mapping Approach to Enhance the Coupling in Earth System Modeling

Yingsheng Ji, Guangwen Yang, Li Liu, Shu Wang
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Abstract

To alleviate the technical barrier for different scientific communities to join in Earth System Modeling, the coupler is widely used to link two or more climate simulation applications called models. With the advent of advanced models, the bigger data volume for transfer and transformation will incur great performance overhead to the coupler. However, the current independent modular design cannot obtain the optimal coupling performance. In this paper, we propose a method called sub domain mapping approach to improve coupling. Our method can merge all the communications during one coupling execution and thus reduce the dispensable cost. The evaluation results show that the sub domain mapping scheme can achieve considerable speedup ranged from 1.14 to 4.81 fold on a cluster interconnected via high-speed Infiniband. The results also show that our approach can effectively enhance the coupler's performance and scalability in most cases.
增强地球系统建模耦合的子域映射方法
为了减轻不同科学团体加入地球系统建模的技术障碍,耦合器被广泛用于连接两个或多个称为模式的气候模拟应用程序。随着先进模型的出现,更大的传输和转换数据量将给耦合器带来巨大的性能开销。然而,目前的独立模块化设计无法获得最优的耦合性能。在本文中,我们提出了一种称为子域映射的方法来改善耦合。我们的方法可以在一次耦合执行中合并所有通信,从而减少不必要的成本。评估结果表明,在高速Infiniband互连的集群上,子域映射方案可以获得1.14 ~ 4.81倍的显著加速。结果还表明,在大多数情况下,该方法可以有效地提高耦合器的性能和可扩展性。
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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