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DGX-2 Based Optimization of Application for Turbulent Combustion

Authors :
WEN Min-hua, WANG Shen-peng, WEI Jian-wen, LI Lin-ying, ZHANG Bin, LIN Xin-hua
Source :
Jisuanji kexue, Vol 48, Iss 12, Pp 43-48 (2021)
Publication Year :
2021
Publisher :
Editorial office of Computer Science, 2021.

Abstract

Numerical simulation of turbulent combustion is a key tool for aeroengine design.Due to the need of high-precision model to Navier-Stokes equation,numerical simulation of turbulent combustion requires huge amount of calculations,and the phy-sicochemical models causes the flow field to be extremely complicated,making the load balancing a bottleneck for large-scale pa-rallelization.We port and optimize the numerical simulation method of turbulent combustion on a powerful computing server,DGX-2.We design the threading method of flux calculation and use Roofline model to guide the optimization.In addition,we design an efficient communication method and propose a multi-GPU parallel method for turbulent combustion based on high-speed interconnection of DGX-2.The results show that the performance of a single V100 GPU is 8.1x higher than that on dual-socket Intel Xeon 6248 CPU node with 40 cores.And the multi-GPU version on DGX-2 with 16 V100 GPUs achieves 66.1x speedup,which is higher than the best performance on CPU cluster.

Details

Language :
Chinese
ISSN :
1002137X
Volume :
48
Issue :
12
Database :
Directory of Open Access Journals
Journal :
Jisuanji kexue
Publication Type :
Academic Journal
Accession number :
edsdoj.32c40f9741743549437b3400208193e
Document Type :
article
Full Text :
https://doi.org/10.11896/jsjkx.201200129