基于OpenMP 4.0的发动机燃烧模拟软件异构并行优化

杨梅芳; 车永刚; 高翔

doi:10.7544/issn1000-1239.2018.20160872

基于OpenMP 4.0的发动机燃烧模拟软件异构并行优化

¹(国防科技大学计算机学院长沙 410073)
²(国防科技大学并行与分布处理重点实验室长沙 410073) (1520241161@qq.com)

基金项目: 国家自然科学基金国际合作与交流项目(61561146395);国家自然科学基金项目(11502296);国家“八六三”高技术研究发展计划基金项目(2012AA01A301)

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中图分类号: TP391
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出版历程
- 发布日期: 2018-01-31

Heterogeneous Parallel Optimization of an Engine Combustion Simulation Application with the OpenMP 4.0 Standard

¹(College of Computer, National University of Defense Technology, Changsha 410073)
²(Science and Technology on Parallel and Distributed Processing Laboratory, National University of Defense Technology, Changsha 410073)

摘要

摘要: LESAP是一个超燃冲压发动机燃烧数值模拟软件，可模拟发动机燃烧室内的燃烧化学反应与超声速流动，具有实际工程应用价值，其计算量巨大.面向通用CPU与Intel集成众核协处理器(many integrated core, MIC)构成的新型异构众核平台，使用新的OpenMP 4.0编程标准，实现了LESAP软件面向异构并行平台的移植，并采用SIMD向量化、数据传输优化、基于网格块划分的负载均衡等技术进行了性能优化.性能测试结果表明异构版本比纯CPU版本性能更佳.在天河二号超级计算机的1个结点(含2个12核的Intel Xeon E5-2692 CPU加3块Intel Xeon Phi 31S1P协处理器)上，对一个实际超燃发动机燃烧数值模拟问题，网格规模为532万单元时，每时间步的平均执行时间从原来纯CPU版的64.72s减少到21.06s，性能加速比达到约3.07.
- 发动机燃烧数值模拟 /
- 异构众核平台 /
- Intel 集成众核 /
- OpenMP4.0 /
- 性能优化
Abstract: LESAP is a combustion simulation application capable of simulating the chemical reactions and supersonic flows in the scramjet engines. It can be used to solve practical engineering problems and involve a large amount of computations. In this paper, we port and optimize LESAP with the OpenMP 4.0 accelerator model, targeting the heterogeneous many-core platform composed of general CPU and Intel Many Integrated Core (MIC). Based on the application characteristics, a series of techniques are proposed, including OpenMP 4.0 based task offloading, data movement optimization, grid-partition based load-balancing and SIMD optimization. The performance evaluation is done for a real combustion simulation configuration, with 5 320 896 grid cells, on one Tianhe-2 supercomputer node. The results show that the resulting heterogenous code significantly outperforms the original CPU only code. When the heterogenous code runs on two Intel Xeon E5-2692 CPUs and three Intel Xeon Phi 31S1P coprocessors, the runtime per time-steep is reduced from 64.72 seconds to 21.06 seconds. The heterogeneous computing achieves a speedup of 3.07 times over the original code that only runs on the two Intel Xeon E5-2692 CPUs.
- combustion simulation /
- heterogeneous many-core platform /
- Intel MIC /
- OpenMP 4.0 /
- performance optimization

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