GraphDuo: A Dual-Model Graph Processing Framework

doi:10.1109/ACCESS.2018.2848291

	GraphDuo: A Dual-Model Graph Processing Framework
	Tian, Xinhui 1,2; Zhan, Jianfeng 1,2
	2018
发表期刊	IEEE ACCESS
ISSN	2169-3536
卷号	6 页码:35057-35071
摘要	Algorithms for large-scale natural graph processing can be categorized into two types based on their value propagation behaviors: the unidirectional value propagation algorithms and the bidirectional value propagation algorithms. The graph computation in different types exhibits different properties on how vertices interact with their neighbors and has different requirements on system design. Current distributed graph processing systems usually try to support both types in one general-purpose computing model, which can result in suboptimial performance, high communication overhead, and high resource consumption. In this paper, we propose GraphDuo, a new Spark-based graph processing framework that provides two efficient computing models for unidirectional and bidirectional value propagation algorithms, respectively. Combined with a degree-based graph partitioning scheme, a locality-aware graph layout, and other optimization techniques, GraphDuo achieves low computation cost, low communication overhead, small memory footprint, and good communication balance for two types of algorithms. According to the experimental results, GraphDuo can outperform GraphX from 1.76x to 6.56x and from 1.11x to 1.26x for two types of algorithms, respectively, with much less memory consumption and communication cost. The source code of GraphDuo is publicly available from http://prof.ict.ac.cn/GraphDuo.
关键词	Data processing distributed processing graph theory large-scale systems
DOI	10.1109/ACCESS.2018.2848291
收录类别	SCI
语种	英语
资助项目	National Key Research and Development Plan of China[2016YFB1000600] ; National Key Research and Development Plan of China[2016YFB1000601]
WOS研究方向	Computer Science ; Engineering ; Telecommunications
WOS类目	Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS记录号	WOS:000439223300035
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计	被引频次：1[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/4570
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Zhan, Jianfeng
作者单位	1.Chinese Acad Sci, Inst Comp Technol, State Key Lab Comp Architecture, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
推荐引用方式 GB/T 7714	Tian, Xinhui,Zhan, Jianfeng. GraphDuo: A Dual-Model Graph Processing Framework[J]. IEEE ACCESS,2018,6:35057-35071.
APA	Tian, Xinhui,&Zhan, Jianfeng.(2018).GraphDuo: A Dual-Model Graph Processing Framework.IEEE ACCESS,6,35057-35071.
MLA	Tian, Xinhui,et al."GraphDuo: A Dual-Model Graph Processing Framework".IEEE ACCESS 6(2018):35057-35071.