DocumentCode :
3362202
Title :
Accelerating scientific applications using GPU´s
Author :
Taher, Mohamed
Author_Institution :
Ain Shams Univ., Cairo, Egypt
fYear :
2009
fDate :
15-17 Nov. 2009
Firstpage :
1
Lastpage :
6
Abstract :
Graphics processing units (GPUs) have emerged as a powerful platform for high-performance computation. They have been successfully used to accelerate many scientific workloads. Typically, the computationally intensive parts of the application are offloaded to the GPU, which serves as the CPU´s parallel coprocessor. The key to effective utilization of GPUs for scientific computing is the design and implementation of efficient data-parallel algorithms that can scale to hundreds of tightly coupled processing units. Many compute intensive scientific applications are well suited to GPUs, due to their extensive computational requirements, and because they lend themselves to parallel processing implementations. The use of multiple GPUs can bring even more computational power to bear on highly parallelizable computational problems. This paper discusses performance results for some fundamental cores of scientific applications such as fft, smith-waterman sequence alignment algorithm, and data encryption standard (DES) on the Nvidia GPUs using the CUDA programming model. Results have demonstrated acceleration up to 25 times speedup using a single G80 Nvidia GPU.
Keywords :
computer graphic equipment; coprocessors; CPU parallel coprocessor; CUDA programming model; Nvidia GPU; data encryption standard; efficient data parallel algorithms; graphics processing units; parallel processing; scientific computing; smith-waterman sequence alignment algorithm; Acceleration; Computer applications; Computer architecture; Concurrent computing; Coprocessors; Cryptography; Graphics; Hardware; Parallel processing; Yarn;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Design and Test Workshop (IDT), 2009 4th International
Conference_Location :
Riyadh
Print_ISBN :
978-1-4244-5748-9
Type :
conf
DOI :
10.1109/IDT.2009.5404114
Filename :
5404114
Link To Document :
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