通过动态核心绑定优化系统利用效率

Masatoshi Kawai, Akihiro Ida, Toshihiro Hanawa, Tetsuya Hoshino
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引用次数: 0

摘要

在 MPI/OpenMP 混合并行化的背景下,要最大限度地减少应用计算时间,进程和线程层面的负载平衡势在必行。在典型的混合并行环境中,每个进程都绑定了相同数量的内核,这就产生了这种必要性。而动态内核绑定会根据进程的工作量调整内核绑定,从而在内核层面实现负载平衡。在之前的研究中,我们已经实现了 DCB 库,该库有减少计算时间或降低功耗两种策略。在本文中,我们展示了 DCB 库提供的两种策略可以一起使用,以实现减少计算时间和降低功耗。
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Optimize Efficiency of Utilizing Systems by Dynamic Core Binding
Load balancing at both the process and thread levels is imperative for minimizing application computation time in the context of MPI/OpenMP hybrid parallelization. This necessity arises from the constraint that, within a typical hybrid parallel environment, an identical number of cores is bound to each process. Dynamic Core Binding, however, adjusts the core binding based on the process’s workload, thereby realizing load balancing at the core level. In prior research, we have implemented the DCB library, which has two policies for computation time reduction or power reduction. In this paper, we show that the two policies provided by the DCB library can be used together to achieve both computation time reduction and power consumption reduction.
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Introducing software pipelining for the A64FX processor into LLVM Performance Evaluation of the Fourth-Generation Xeon with Different Memory Characteristics An Overview on Mixing MPI and OpenMP Dependent Tasking on A64FX Optimize Efficiency of Utilizing Systems by Dynamic Core Binding MPI-Adapter2: An Automatic ABI Translation Library Builder for MPI Application Binary Portability
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