DocumentCode
3091051
Title
Static Multi-device Load Balancing for OpenCL
Author
De La Lama, Carlos S. ; Toharia, Pablo ; Bosque, Jose Luis ; Robles, Oscar D.
Author_Institution
Univ. Rey Juan Carlos, Madrid, Spain
fYear
2012
fDate
10-13 July 2012
Firstpage
675
Lastpage
682
Abstract
This paper presents the Load Balancing for OpenCL (lbcl) library, devoted to automatically solve load balancing issues on both multi-platform and heterogeneous environments. Using this library, a single kernel can be executed on a set of heterogeneous devices, giving each device an amount of work proportional to its computing power. A wrapper has been developed so the library can balance the workload of an existing application not only without introducing any changes into its source code, but without any recompilation stage. Also a general OpenCL profiler has been developed to easily do a detailed profiling of the obtained results.
Keywords
application program interfaces; graphics processing units; resource allocation; API; GPU; OpenCL; application programming language; computing power; heterogeneous environments; multiplatform environments; static multidevice load balancing; Context; Graphics processing unit; Kernel; Libraries; Load management; Merging; Performance evaluation; Load balancing; OpenCL; heterogeneos environments; multi-platform environments;
fLanguage
English
Publisher
ieee
Conference_Titel
Parallel and Distributed Processing with Applications (ISPA), 2012 IEEE 10th International Symposium on
Conference_Location
Leganes
Print_ISBN
978-1-4673-1631-6
Type
conf
DOI
10.1109/ISPA.2012.100
Filename
6280360
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