Performance Evaluation of Mixed-Precision Runge-Kutta Methods

07/07/2021
by   Ben Burnett, et al.
0

Additive Runge-Kutta methods designed for preserving highly accurate solutions in mixed-precision computation were proposed and analyzed in [8]. These specially designed methods use reduced precision or 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).

READ FULL TEXT

page 1

page 2

page 3

page 4

research
12/22/2022

Stability Analysis and Performance Evaluation of Mixed-Precision Runge-Kutta Methods

Additive Runge-Kutta methods designed for preserving highly accurate sol...
research
12/09/2018

A note on solving nonlinear optimization problems in variable precision

This short note considers an efficient variant of the trust-region algor...
research
12/24/2020

Perturbed Runge-Kutta methods for mixed precision applications

In this work we consider a mixed precision approach to accelerate the im...
research
10/09/2016

Doing Moore with Less -- Leapfrogging Moore's Law with Inexactness for Supercomputing

Energy and power consumption are major limitations to continued scaling ...
research
09/24/2021

Mixed-precision explicit stabilized Runge-Kutta methods for single- and multi-scale differential equations

Mixed-precision algorithms combine low- and high-precision computations ...
research
03/14/2022

Constrained Precision Tuning

Precision tuning or customized precision number representations is emerg...
research
10/09/2020

A GPU-accelerated mixed-precision WENO method for extremal black hole and gravitational wave physics computations

We develop and use a novel mixed-precision weighted essentially non-osci...

Please sign up or login with your details

Forgot password? Click here to reset