DocumentCode :
1784601
Title :
Energy Consumption Analysis on Graphics Processing Units
Author :
Cheik Ahamed, Abal-Kassim ; Magoules, Frederic
Author_Institution :
CUDA Res. Center & Appl. Math. & Syst. Lab., Ecole Centrale Paris, Paris, France
fYear :
2014
fDate :
24-27 Nov. 2014
Firstpage :
46
Lastpage :
50
Abstract :
In this paper, we propose to investigate the compromise of the relative gains between the computation time and the energy consumption on Graphics Processing Unit (GPU).The energy consumed by GPU can not be neglected anymore, even if code acceleration is the main target. We aim to propose a prediction model of both time computation and energy consumption of linear algebra operations. Numerical experiments on a workstation equiped with two GPUs GTX275, have been performed on a set of matrices arising from the finite element discretization of the gravity equation with real data issued from the Chicxulub crater. The results exhibit performance, robustness and efficiency of Alinea library, our research group library, compared to Cusp library in terms of speed-up and energy consumption for double precision number arithmetics.
Keywords :
energy consumption; finite element analysis; graphics processing units; linear algebra; Alinea library; Cusp library; GTX275 GPU; code acceleration; double precision number arithmetics; energy consumption analysis; finite element discretization; graphics processing unit; gravity equation; linear algebra operation; time computation; Clamps; Energy consumption; Graphics processing units; Mathematical model; Oscilloscopes; Protocols; Vectors; CSR format; CUDA; Cusp; Energy consumption; GPGPU; GPU computing; Green computing; Iterative Krylov methods; Linear algebra;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Distributed Computing and Applications to Business, Engineering and Science (DCABES), 2014 13th International Symposium on
Conference_Location :
Xian Ning
Print_ISBN :
978-1-4799-4170-4
Type :
conf
DOI :
10.1109/DCABES.2014.13
Filename :
6999054
Link To Document :
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