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DGX-2 Based Optimization of Application for Turbulent Combustion
- 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