TY - GEN
T1 - An 80-fold speedup, 15.0 TFlops GPU acceleration of non-hydrostatic weather model ASUCA production code
AU - Shimokawabe, Takashi
AU - Aoki, Takayuki
AU - Muroi, Chiashi
AU - Ishida, Junichi
AU - Kawano, Kohei
AU - Endo, Toshio
AU - Nukada, Akira
AU - Maruyama, Naoya
AU - Matsuoka, Satoshi
PY - 2010
Y1 - 2010
N2 - Regional weather forecasting demands fast simulation over fine-grained grids, resulting in extremely memory-bottlenecked computation, a difficult problem on conventional supercomputers. Early work on accelerating mainstream weather code WRF using GPUs with their high memory performance, however, resulted in only minor speedup due to partial GPU porting of the huge code. Our full CIJDA porting of the high-resolution weather prediction model ASUCA is the first such one we know to date; ASUCA is a next-generation, production weather code developed by the Japan Meteorological Agency, similar to WRF in the underlying physics (non-hydrostatic model). Benchmark on the 528 (NVIDIA GT200 Tesla) GPU TSUBAME Supercomputer at the Tokyo Institute of Technology demonstrated over 80-fold speedup and good weak scaling achieving 15.0 TFlops in single precision for 6956 × 6052 × 48 mesh. Further benchmarks on TSUBAME 2.0, which will embody over 4000 NVIDIA Fermi GPUs and deployed in October 2010, will be presented.
AB - Regional weather forecasting demands fast simulation over fine-grained grids, resulting in extremely memory-bottlenecked computation, a difficult problem on conventional supercomputers. Early work on accelerating mainstream weather code WRF using GPUs with their high memory performance, however, resulted in only minor speedup due to partial GPU porting of the huge code. Our full CIJDA porting of the high-resolution weather prediction model ASUCA is the first such one we know to date; ASUCA is a next-generation, production weather code developed by the Japan Meteorological Agency, similar to WRF in the underlying physics (non-hydrostatic model). Benchmark on the 528 (NVIDIA GT200 Tesla) GPU TSUBAME Supercomputer at the Tokyo Institute of Technology demonstrated over 80-fold speedup and good weak scaling achieving 15.0 TFlops in single precision for 6956 × 6052 × 48 mesh. Further benchmarks on TSUBAME 2.0, which will embody over 4000 NVIDIA Fermi GPUs and deployed in October 2010, will be presented.
UR - http://www.scopus.com/inward/record.url?scp=78650819651&partnerID=8YFLogxK
U2 - 10.1109/SC.2010.9
DO - 10.1109/SC.2010.9
M3 - Conference contribution
AN - SCOPUS:78650819651
SN - 9781424475575
T3 - 2010 ACM/IEEE International Conference for High Performance Computing, Networking, Storage and Analysis, SC 2010
BT - 2010 ACM/IEEE International Conference for High Performance Computing, Networking, Storage and Analysis, SC 2010
T2 - 2010 ACM/IEEE International Conference for High Performance Computing, Networking, Storage and Analysis, SC 2010
Y2 - 13 November 2010 through 19 November 2010
ER -