CPU-based Application Transformation to CUDA : Transformation of CPU-based Applications To Leverage on Graphics Processors using CUDA

Language: English

Published by LAP LAMBERT Academic Publishing, 2012

3659171212 / 9783659171215

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Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH

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nach der Bestellung gedruckt Neuware - Printed after ordering - Scientific computation requires a great amount of computing power especially in floating-point operation but a high-end multi-cores processor is currently limited in terms of floating point operation performance and parallelization. Recent technological advancement has made parallel computing technically and financially feasible using Compute Unified Device Architecture (CUDA) developed by NVIDIA. This research focuses on measuring the performance of CUDA and implementing CUDA for a scientific computation involving the process of porting the source code from CPU to GPU using direct integration technique. The ported source code is then optimized by managing the resources to achieve performance gain over CPU. It is found that CUDA is able to boost the performance of the system up to 69 times in Parboil Benchmark Suite. Successful attempt at porting Serpent encryption algorithm and Lattice Boltzmann Method provided up to 7 times throughput performance gain and up to 10 times execution time performance gain respectively over the CPU. Direct integration guideline for porting the source code is then produced based on the two implementations.…

Seller Inventory # 9783659171215

Title
CPU-based Application Transformation to CUDA : Transformation of CPU-based Applications To Leverage on Graphics Processors using CUDA
Author
Anas Mohd Nazlee
Publisher
LAP LAMBERT Academic Publishing
Publication year
2012
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3659171212
ISBN 13
9783659171215
Item weight
149 grams
Dimensions
220x150x6 mm

AHA-BUCH GmbH

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