Temporal Load Imbalance on Ondes3D Seismic Simulator for Different Multicore Architectures

Ana Luisa Veroneze Solórzano, Philippe Olivier Alexandre Navaux, Lucas Mello Schnorr
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Abstract

The variety of today's multicore architectures motivates researchers to explore parallel scientific applications on different platforms. Load imbalance is one performance issue that can prejudice parallel applications from exploiting the computational power of these platforms. Ondes3D is a scientific application for seismic wave simulation used to assess the geological impact of earthquakes. Its parallelism relies on applying a regular domain decomposition in the geological domain provided and distributing each sub-domain to MPI ranks. Previous works investigate the significant spatial and temporal imbalance in Ondes3D and suggest new parallelization and load balancing techniques to minimize them. However, none explored its execution on different architectures. Our paper evaluates the performance of Ondes3D for two earthquake scenarios on eight different multicore architectures, including Intel, AMD, and ARM processors. We measure the load distribution per MPI rank, evaluate the temporal load imbalance, and compare the execution of the application's kernels. Our results show that the temporal load imbalance in Ondes3D depends on the architecture chosen, with some platforms minimizing such imbalance more effectively.
不同多核架构 Ondes3D 地震模拟器上的时间负载失衡问题
当今多核架构的多样性促使研究人员探索不同平台上的并行科学应用。负载不平衡是影响并行应用发挥这些平台计算能力的一个性能问题。Ondes3D 是一个地震波模拟科学应用,用于评估地震的地质影响。它的并行性依赖于在所提供的地质域中应用规则域分解,并将每个子域分配给 MPIranks。以前的工作研究了 Ondes3D 中显著的空间和时间不平衡,并提出了新的并行化和负载平衡技术,以尽量减少这些不平衡。但是,没有一项研究探讨了其在不同体系结构上的执行情况。我们的论文评估了Ondes3D在八种不同多核架构(包括英特尔、AMD和ARM处理器)上两种地震场景的性能。我们测量了每个 MPI 级的负载分布,评估了时间负载不平衡,并比较了应用程序内核的执行情况。我们的结果表明,Ondes3D 中的时间负载不平衡取决于所选的架构,某些平台能更有效地最小化这种不平衡。
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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