角色转换线程:增加OpenMP的延展性以解决MPI和OpenMP的负载不平衡问题

IF 3.5 3区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE International Journal of High Performance Computing Applications Pub Date : 2023-10-21 DOI:10.1177/10943420231201153
Joel Criado, Victor Lopez, Joan Vinyals-Ylla-Catala, Guillem Ramirez-Miranda, Xavier Teruel, Marta Garcia-Gasulla
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引用次数: 0

摘要

本文介绍了OpenMP的自由代理线程向新的角色转换线程模型的演变及其与动态负载平衡(DLB)库的集成。我们将演示自由代理线程如何提高OpenMP应用程序中嵌套并行区域中负载不平衡的资源利用率。我们还演示了DLB如何有效地管理角色转换线程暴露的可伸缩性,以解决负载不平衡问题。我们使用了三个真实的科学应用程序,其中一个演示了单独使用自由代理可以在没有外部工具的情况下改进OpenMP模型,另外两个MPI+OpenMP应用程序,其中一个具有耦合情况,以说明使用外部资源管理器时自由代理线程的可塑性提高系统效率的潜力。此外,我们还演示了新的实现比以前的实现更有用,它允许运行时系统自动做出以前由程序员做出的决策。所有软件都是开源的。
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Role-shifting threads: Increasing OpenMP malleability to address load imbalance at MPI and OpenMP
This paper presents the evolution of the free agent threads for OpenMP to the new role-shifting threads model and their integration with the Dynamic Load Balancing (DLB) library. We demonstrate how free agent threads can improve resource utilization in OpenMP applications with load imbalance in their nested parallel regions. We also demonstrate how DLB efficiently manages the malleability exposed by the role-shifting threads to address load imbalance issues. We use three real-world scientific applications, one of them to demonstrate that free agents alone can improve the OpenMP model without external tools, and two other MPI+OpenMP applications, one of them with a coupling case, to illustrate the potential of the free agent threads’ malleability with an external resource manager to increase the efficiency of the system. In addition, we demonstrate that the new implementation is more usable than the former one, letting the runtime system automatically make decisions that were made by the programmer previously. All software is released open-source.
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来源期刊
International Journal of High Performance Computing Applications
International Journal of High Performance Computing Applications 工程技术-计算机:跨学科应用
CiteScore
6.10
自引率
6.50%
发文量
32
审稿时长
>12 weeks
期刊介绍: With ever increasing pressure for health services in all countries to meet rising demands, improve their quality and efficiency, and to be more accountable; the need for rigorous research and policy analysis has never been greater. The Journal of Health Services Research & Policy presents the latest scientific research, insightful overviews and reflections on underlying issues, and innovative, thought provoking contributions from leading academics and policy-makers. It provides ideas and hope for solving dilemmas that confront all countries.
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