DocumentCode
1998057
Title
Leveraging GPUs in Ab Initio Nuclear Physics Calculations
Author
Oryspayev, Dossay ; Potter, Henrique ; Maris, Pieter ; Sosonkina, Masha ; Vary, James P. ; Binder, S. ; Calci, Angelo ; Langhammer, Joachim ; Roth, R.
Author_Institution
U.S. DOE Ames Lab., Iowa State Univ., Ames, IA, USA
fYear
2013
fDate
20-24 May 2013
Firstpage
1365
Lastpage
1372
Abstract
This paper describes initial steps to leverage accelerators, such as GPUs, in ab initio nuclear physics calculations. Specifically, parallel nuclear structure calculations performed by the MFDn package are considered with selected stages adapted for GPUs. This paper outlines the necessary steps to make MFDn utilize GPUs in its matrix construction stage. The experiments are presented to compare the multithreaded CPU-based version of this phase with the newly designed GPU-based version. Four-to ten-fold speedups were observed for the code executing on GPUs.
Keywords
configuration interactions; graphics processing units; matrix algebra; multi-threading; multiprocessing systems; nuclear physics; GPU-based version; MFDn package; ab initio nuclear physics calculations; code execution; leverage accelerators; matrix construction stage; multithreaded CPU-based version; parallel nuclear structure calculations; Graphics processing units; Indexes; Message systems; Sparse matrices; Symmetric matrices; Vectors; Ab initio nuclear structure calculation; CUDA; GPU; Multithreaded execution;
fLanguage
English
Publisher
ieee
Conference_Titel
Parallel and Distributed Processing Symposium Workshops & PhD Forum (IPDPSW), 2013 IEEE 27th International
Conference_Location
Cambridge, MA
Print_ISBN
978-0-7695-4979-8
Type
conf
DOI
10.1109/IPDPSW.2013.253
Filename
6651029
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