2893

Fully accelerating quantum Monte Carlo simulations of real materials on GPU clusters

Kenneth P. Esler, Jeongnim Kim, David M. Ceperley
National Center for Supercomputing Applications, University of Illinois at Urbana-Champaign, Urbana, IL, USA
Symposium on Application Accelerators in High Performance Computing, 2010

@article{esler2010fully,

   title={Fully accelerating quantum Monte Carlo simulations of real materials on GPU clusters},

   author={Esler, K. and Kim, J. and Ceperley, D.},

   booktitle={Application Accelerators in High Performance Computing, 2010 Symposium, Papers},

   year={2010}

}

Download Download (PDF)   View View   Source Source   Source codes Source codes

Package:

775

views

Continuum quantum Monte Carlo (QMC) has proved to be an invaluable tool for predicting the properties of matter from fundamental principles. By solving the manybody Schrodinger equation through a stochastic projection, it achieves greater accuracy than mean-field methods and better scalability than quantum chemical methods, enabling scientific discovery across a broad spectrum of disciplines. The multiple forms of parallelism afforded by QMC algorithms make them ideal candidates for acceleration in the many-core paradigm. We present the results of our effort to port the QMCPACK simulation code to the NVIDIA CUDA GPU platform. We restructure the CPU algorithms to expose additional parallelism, minimize GPU-CPU communication, and efficiently utilize the GPU memory hierarchy. We employ mixed precision on GT200 GPUs and MPI for intercommunication and load balancing. In production-level science runs, we observe typical full-application speedups of approximately 10x to 15x relative to quad-core Xeon CPUs alone, while reproducing the doubleprecision CPU results within statistical error.
No votes yet.
Please wait...

* * *

* * *

Featured events

2018
November
27-30
Hida Takayama, Japan

The Third International Workshop on GPU Computing and AI (GCA), 2018

2018
September
19-21
Nagoya University, Japan

The 5th International Conference on Power and Energy Systems Engineering (CPESE), 2018

2018
September
22-24
MediaCityUK, Salford Quays, Greater Manchester, England

The 10th International Conference on Information Management and Engineering (ICIME), 2018

2018
August
21-23
No. 1037, Luoyu Road, Hongshan District, Wuhan, China

The 4th International Conference on Control Science and Systems Engineering (ICCSSE), 2018

2018
October
29-31
Nanyang Executive Centre in Nanyang Technological University, Singapore

The 2018 International Conference on Cloud Computing and Internet of Things (CCIOT’18), 2018

HGPU group © 2010-2018 hgpu.org

All rights belong to the respective authors

Contact us: