Title :
Ultra-Scalable CPU-MIC Acceleration of Mesoscale Atmospheric Modeling on Tianhe-2
Author :
Wei Xue ; Chao Yang ; Haohuan Fu ; Xinliang Wang ; Yangtong Xu ; Junfeng Liao ; Lin Gan ; Lu, Yutong ; Ranjan, Rajiv ; Wang, Lizhe
Author_Institution :
Dept. of Comput. Sci. & Technol., Tsinghua Univ., Beijing, China
Abstract :
In this work an ultra-scalable algorithm is designed and optimized to accelerate a 3D compressible Euler atmospheric model on the CPU-MIC hybrid system of Tianhe-2. We first reformulate the mesocale model to avoid long-latency operations, and then employ carefully designed inter-node and intra-node domain decomposition algorithms to achieve balance utilization of different computing units. Proper communication-computation overlap and concurrent data transfer methods are utilized to reduce the cost of data movement at scale. A variety of optimization techniques on both the CPU side and the accelerator side are exploited to enhance the in-socket performance. The proposed hybrid algorithm successfully scales to 6,144 Tianhe-2 nodes with a nearly ideal weak scaling efficiency, and achieve over 8 percent of the peak performance in double precision. This ultra-scalable hybrid algorithm may be of interest to the community to accelerating atmospheric models on increasingly dominated heterogeneous supercomputers.
Keywords :
electronic data interchange; environmental science computing; global warming; graphics processing units; mainframes; parallel machines; 3D compressible Euler atmospheric model; CPU-MIC hybrid system; Tianhe-2; communication-computation overlap methods; concurrent data transfer methods; data movement; in-socket performance; internode domain decomposition algorithms; intranode domain decomposition algorithms; long-latency operations; mesoscale atmospheric modeling; ultrascalable CPU-MIC acceleration; ultrascalable algorithm; ultrascalable hybrid algorithm; Atmospheric modeling; Central Processing Unit; Computational modeling; Computer architecture; Mathematical model; Microwave integrated circuits; Three-dimensional displays; Atmospheric modeling; MIC; Stencil; Tianhe-2;
Journal_Title :
Computers, IEEE Transactions on
DOI :
10.1109/TC.2014.2366754