Performance Evaluation of Mixed-Precision Runge-Kutta Methods

被引:4
|
作者
Burnett, Ben [1 ]
Gottlieb, Sigal [1 ]
Grant, Zachary J. [2 ]
Heryudono, Alfa [1 ]
机构
[1] Univ Massachusetts Dartmouth, N Dartmouth, MA 02747 USA
[2] Oak Ridge Natl Lab, Oak Ridge, TN USA
来源
2021 IEEE HIGH PERFORMANCE EXTREME COMPUTING CONFERENCE (HPEC) | 2021年
关键词
Mixed-precision; multiprecision; Runge-Kutta; numerical methods;
D O I
10.1109/HPEC49654.2021.9622803
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Additive Runge-Kutta methods designed for preserving highly accurate solutions in mixed-precision computation were proposed and analyzed in N. These specially designed methods use reduced precision for the implicit computations and full precision for the explicit computations. We develop a FORTRAN code to solve a nonlinear system of ordinary differential equations using the mixed precision additive Runge-Kutta (MP-ARK) methods on IBM POWER9 and Intel x86_64 chips. The convergence, accuracy, runtime, and energy consumption of these methods is explored. We show that these MP-ARK methods efficiently produce accurate solutions with significant reductions in runtime (and by extension energy consumption).
引用
收藏
页数:6
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