中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
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
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
DOI10.1007/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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