DocumentCode
704173
Title
Lattice Boltzmann Simulations at Petascale on Multi-GPU Systems with Asynchronous Data Transfer and Strictly Enforced Memory Read Alignment
Author
Robertsen, Fredrik ; Westerholm, Jan ; Mattila, Keijo
Author_Institution
Dept. of Inf. Technol., Abo Akademi Univ., Abo, Finland
fYear
2015
fDate
4-6 March 2015
Firstpage
604
Lastpage
609
Abstract
The lattice Boltzmann method is a well-established numerical approach for complex fluid flow simulations. Recently general-purpose graphics processing units have become accessible as high-performance computing resources at large-scale. We report on implementing a lattice Boltzmann solver for multi-GPU systems that achieves 0.69 PFLOPS performance on 16384 GPUs. In addition to optimizing the data layout on the GPUs and eliminating the halo sites, we make use of the possibility to overlap data transfer between the host CPU and the device GPU with computing on the GPU. We simulate flow in porous media and measure both strong and weak scaling performance with the emphasis being on a large scale simulation using realistic input data.
Keywords
flow simulation; graphics processing units; lattice Boltzmann methods; parallel processing; Petascale; asynchronous data transfer; complex fluid flow simulations; data layout; general-purpose graphics processing units; high-performance computing; lattice Boltzmann simulations; memory read alignment; multiGPU system; Bandwidth; Computational modeling; Data transfer; Graphics processing units; Kernel; Lattice Boltzmann methods; GPU; Lattice Boltzmann; Titan; asynchronous communication; memory alignment;
fLanguage
English
Publisher
ieee
Conference_Titel
Parallel, Distributed and Network-Based Processing (PDP), 2015 23rd Euromicro International Conference on
Conference_Location
Turku
ISSN
1066-6192
Type
conf
DOI
10.1109/PDP.2015.71
Filename
7092782
Link To Document