中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
CUDA on Hadoop: A mixed computing framework for massive data processing

文献类型:期刊论文

作者Wang, Zhanghu (1) ; Lv, Pin (1) ; Zheng, Changwen (1)
刊名Advances in Intelligent Systems and Computing
出版日期2014
卷号215页码:253-260
ISSN号21945357
通讯作者Wang, Z.(wangzhanghu@gmail.com)
中文摘要Data processing can achieve desirable efficiency on a Graphics Process Unit cluster in the Compute Unified Device Architecture (CUDU) environment. However, the storage power and computing power of CUDA in the single-node environment has become the bottleneck of massive data processing. In order to process massive data efficiently in the CUDA environment, a computing framework for massive data processing is provided: CUDA on Hadoop. It combines CUDA and Hadoop that enhances the data throughput of CUDA applications by utilizing the distributed computing technology of Hadoop through a general interface for CUDA applications. In this paper, the details of the design and implementation of CUDA on Hadoop are illustrated as well. © Springer-Verlag Berlin Heidelberg 2014.
英文摘要Data processing can achieve desirable efficiency on a Graphics Process Unit cluster in the Compute Unified Device Architecture (CUDU) environment. However, the storage power and computing power of CUDA in the single-node environment has become the bottleneck of massive data processing. In order to process massive data efficiently in the CUDA environment, a computing framework for massive data processing is provided: CUDA on Hadoop. It combines CUDA and Hadoop that enhances the data throughput of CUDA applications by utilizing the distributed computing technology of Hadoop through a general interface for CUDA applications. In this paper, the details of the design and implementation of CUDA on Hadoop are illustrated as well. © Springer-Verlag Berlin Heidelberg 2014.
收录类别EI
语种英语
公开日期2014-12-16
源URL[http://ir.iscas.ac.cn/handle/311060/17033]  
专题软件研究所_软件所图书馆_期刊论文
推荐引用方式
GB/T 7714
Wang, Zhanghu ,Lv, Pin ,Zheng, Changwen . CUDA on Hadoop: A mixed computing framework for massive data processing[J]. Advances in Intelligent Systems and Computing,2014,215:253-260.
APA Wang, Zhanghu ,Lv, Pin ,&Zheng, Changwen .(2014).CUDA on Hadoop: A mixed computing framework for massive data processing.Advances in Intelligent Systems and Computing,215,253-260.
MLA Wang, Zhanghu ,et al."CUDA on Hadoop: A mixed computing framework for massive data processing".Advances in Intelligent Systems and Computing 215(2014):253-260.

入库方式: OAI收割

来源:软件研究所

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