将分子动力学模拟移植到异构多核架构

Guofu Feng, Chi Zhang, Dongmei Huang, Xiaoshe Dong
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引用次数: 0

摘要

分子动力学(Molecular Dynamics)模拟被广泛应用于生物和化学研究,它所需要的计算能力比目前常用的计算系统要好几个数量级。虽然异构多核系统以更低的成本和更低的功耗提供了大量的计算能力,但其非常规的硬件架构给程序员带来了巨大的挑战,使现有的应用程序能够在系统上有效地运行。在异构多核系统上,由于应用程序的复杂性,特别是对于异构多核系统而言,在应用程序移植过程中很难为应用程序重新组织新的并行模式来实现任务级并行性。针对常用的移植方法需要重新组织应用程序的并行模式来加速计算热点,本文提出了一种通过替换系统级通信库,保持应用程序原有并行分解策略不变,利用异构多核系统上MD软件的任务并行性的移植方法。将MD软件Moldy移植到IBM CBE体系结构上的实验结果表明,基于本文提出的移植方法移植的MD软件获得了更高的加速比和性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Porting Molecular Dynamics simulation to heterogeneous multi-core architecture
MD (Molecular Dynamics) simulation is widely used for biology and chemistry study and requires computing power several orders of magnitude beyond today's commonly available computing systems. While the heterogeneous multi-core system offers substantial computation power with both lower cost and lower power consumption, its unconventional hardware architecture poses significant challenges to programmers for enabling existing applications to run efficiently on the system. Due to the complexity of applications, especially for MD applications, it is difficult to reorganize a new parallel schema for application to exploit task level parallelism on heterogeneous multi-core system during the application porting process. Instead of the common porting method that requires reorganizing the parallel schema of the application to accelerate the hotspots of the computation, a porting method which exploits task parallelism of MD software on heterogeneous multi-core system by substituting system-level communication library and remaining application's original parallel decomposition strategy unchanged was proposed in this paper. Besides preserving the integrity of the MD applications and avoiding additional cost of code modification, the experimental result of porting MD software named Moldy to IBM CBE architecture shows that the ported MD software based on our proposed porting method obtains both higher speedup ratio and higher performance.
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