Compute Unified Device Architecture (CUDA) is an attractive alternative for our ever growing need for high performance computing. However to extract the full potential of CUDA one should, at the least be familiar with the programming model and should have a fair understanding of the memory and the cache architecture. Yet most of the domain experts from domains that warrant high performance computing are ill trained to develop efficient CUDA programs that would extract the necessary performance. In this paper we argue that this gap can be bridged by exposing the CUDA architecture as an API for manipulating matrices. We observe that many of the high demanding scientific computations can be expressed as matrix manipulations, where the need for high performance stems for the size of the matrix. We present a Software as a Service (SaaS) solution to bridge this gap where a domain specialist uploads the data as matrices and specify the operations as an equation involving the uploaded matrices via web GUI. Then the hack end will process the request using CUDA and return the results via the GUI. The CUDA code for handling matrix operations are highly optimized and the domain specialist can simply use them without knowing the underlying intricate details.
机构:
Fujitsu Labs Europe Ltd, Hayes UB4 8FE, EnglandFujitsu Labs Europe Ltd, Hayes UB4 8FE, England
Georgescu, Serban
Chow, Peter
论文数: 0引用数: 0
h-index: 0
机构:
Fujitsu Labs Europe Ltd, Hayes UB4 8FE, EnglandFujitsu Labs Europe Ltd, Hayes UB4 8FE, England
Chow, Peter
Okuda, Hiroshi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tokyo, Grad Sch Frontier Sci, Dept Human & Engn Environm Studies, Kashiwa, Chiba 2778563, JapanFujitsu Labs Europe Ltd, Hayes UB4 8FE, England
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USA
Lee, Daren
Dinov, Ivo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USA
Dinov, Ivo
Dong, Bin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Dept Math, San Diego, CA 92093 USAUniv Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USA
Dong, Bin
Gutman, Boris
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USA
Gutman, Boris
Yanovsky, Igor
论文数: 0引用数: 0
h-index: 0
机构:
CALTECH, Jet Prop Lab, Pasadena, CA 91109 USAUniv Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USA
Yanovsky, Igor
Toga, Arthur W.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USA
机构:
Fujitsu Labs Europe Ltd, Hayes UB4 8FE, EnglandFujitsu Labs Europe Ltd, Hayes UB4 8FE, England
Georgescu, Serban
Chow, Peter
论文数: 0引用数: 0
h-index: 0
机构:
Fujitsu Labs Europe Ltd, Hayes UB4 8FE, EnglandFujitsu Labs Europe Ltd, Hayes UB4 8FE, England
Chow, Peter
Okuda, Hiroshi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tokyo, Grad Sch Frontier Sci, Dept Human & Engn Environm Studies, Kashiwa, Chiba 2778563, JapanFujitsu Labs Europe Ltd, Hayes UB4 8FE, England
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USA
Lee, Daren
Dinov, Ivo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USA
Dinov, Ivo
Dong, Bin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Dept Math, San Diego, CA 92093 USAUniv Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USA
Dong, Bin
Gutman, Boris
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USA
Gutman, Boris
Yanovsky, Igor
论文数: 0引用数: 0
h-index: 0
机构:
CALTECH, Jet Prop Lab, Pasadena, CA 91109 USAUniv Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USA
Yanovsky, Igor
Toga, Arthur W.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Lab Neuro Imaging, Los Angeles, CA 90095 USA