Cacheap: Portable and Collaborative I/O Optimization for Graph Processing
文献类型:期刊论文
作者 | Feng, Xiao-Bing3,4; Ding, Chen2; Zhao, Peng3,4; Liu, Lei4; Yu, Jiping1; Han, Wentao1 |
刊名 | JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY
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出版日期 | 2019-05-01 |
卷号 | 34期号:3页码:690-706 |
关键词 | out-of-core graph processing system I/O optimization memory cache graph analytics locality |
ISSN号 | 1000-9000 |
DOI | 10.1007/s11390-019-1936-6 |
英文摘要 | Increasingly there is a need to process graphs that are larger than the available memory on today's machines. Many systems have been developed with graph representations that are efficient and compact for out-of-core processing. A necessary task in these systems is memory management. This paper presents a system called Cacheap which automatically and efficiently manages the available memory to maximize the speed of graph processing, minimize the amount of disk access, and maximize the utilization of memory for graph data. It has a simple interface that can be easily adopted by existing graph engines. The paper describes the new system, uses it in recent graph engines, and demonstrates its integer factor improvements in the speed of large-scale graph processing. |
资助项目 | National Key Research and Development Program of China[2017YFB1003103] ; National Natural Science Foundation of China[61432018] ; National Natural Science Foundation of China[61432016] ; National Natural Science Foundation of China[61332009] ; National Natural Science Foundation of China[61521092] ; National Science Foundation of USA[CCF-1717877] ; National Science Foundation of USA[CCF-1629376] ; IBM CAS Faculty Fellowship |
WOS研究方向 | Computer Science |
语种 | 英语 |
WOS记录号 | WOS:000468036000015 |
出版者 | SCIENCE PRESS |
源URL | [http://119.78.100.204/handle/2XEOYT63/4223] ![]() |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | Liu, Lei |
作者单位 | 1.Tsinghua Univ, Dept Comp Sci & Technol, Beijing 100084, Peoples R China 2.Univ Rochester, Dept Comp Sci, Rochester, NY 14623 USA 3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 4.Chinese Acad Sci, Inst Comp Technol, State Key Lab Comp Architecture, Beijing 100190, Peoples R China |
推荐引用方式 GB/T 7714 | Feng, Xiao-Bing,Ding, Chen,Zhao, Peng,et al. Cacheap: Portable and Collaborative I/O Optimization for Graph Processing[J]. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,2019,34(3):690-706. |
APA | Feng, Xiao-Bing,Ding, Chen,Zhao, Peng,Liu, Lei,Yu, Jiping,&Han, Wentao.(2019).Cacheap: Portable and Collaborative I/O Optimization for Graph Processing.JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,34(3),690-706. |
MLA | Feng, Xiao-Bing,et al."Cacheap: Portable and Collaborative I/O Optimization for Graph Processing".JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY 34.3(2019):690-706. |
入库方式: OAI收割
来源:计算技术研究所
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