Institutional Repository
| 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 | |
| Source | Advances in Intelligent Systems and Computing
 |
| ISSN | 21945357 |
| Volume | 215Pages:253-260 |
| English Abstract | 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. |
| Indexed Type | EI |
| Department | (1) Science and Technology on Integrated Information System Laboratory, Institute of Software, Chinese Academy of Sciences, Beijing, China |
| Language | 英语 |
| Content Type | 期刊论文 |
| URI | http://ir.iscas.ac.cn/handle/311060/17033 |
| Collection | 中国科学院软件研究所 |
| Corresponding Author | Wang, Z.(wangzhanghu@gmail.com) |
| Recommended Citation 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. |
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