CUDA on Hadoop: A mixed computing framework for massive data processing

ISCAS OpenIR

	CUDA on Hadoop: A mixed computing framework for massive data processing
	Wang, Zhanghu (1); Lv, Pin (1); Zheng, Changwen (1); Wang, Z.(wangzhanghu@gmail.com)
	2014
发表期刊	Advances in Intelligent Systems and Computing
ISSN	21945357
卷号	215 页码:253-260
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.; 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
部门归属	(1) Science and Technology on Integrated Information System Laboratory, Institute of Software, Chinese Academy of Sciences, Beijing, China
语种	英语
内容类型	期刊论文
URI标识	http://ir.iscas.ac.cn/handle/311060/17033
专题	中国科学院软件研究所
通讯作者	Wang, Z.(wangzhanghu@gmail.com)
推荐引用方式 GB/T 7714	Wang, Zhanghu ,Lv, Pin ,Zheng, Changwen ,et al. 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 ,&Wang, Z..(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.