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
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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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