SMSRD: A Streaming Graph Data Management System Based on Relational Database

被引:0
|
作者
Luo, Yi [1 ]
Ren, Peng [2 ]
Wang, Weifan [3 ]
Liu, Xianbo [1 ]
Hu, Yuhang [1 ]
Li, Zeming [1 ]
Li, Xiangkuan [4 ]
Li, Wenyao [5 ]
Xing, Chunxiao [2 ]
机构
[1] Beijing Inst Technol, Sch Comp Sci & Technol, Beijing 100081, Peoples R China
[2] Tsinghua Univ, RIIT, BNRist, DCST, Beijing 100084, Peoples R China
[3] Henan Univ, Sch Artificial Intelligence, Zhengzhou 450046, Peoples R China
[4] Room 602,Unit 2,Bldg 19,Yuquanxincheng,Laoshan St, Beijing 100049, Peoples R China
[5] Henan Univ, Sch Software, Kaifeng 475004, Peoples R China
来源
WEB INFORMATION SYSTEMS AND APPLICATIONS, WISA 2024 | 2024年 / 14883卷
基金
中国国家自然科学基金;
关键词
Streaming graph; Data management; Relational database;
D O I
10.1007/978-981-97-7707-5_21
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Graphs are one of the most widely used data structures, and with the explosion of data volume, static graph analysis and storage models have become inadequate to meet application demands. This has led to the emergence of dynamic graphs, where graphs exist in the form of streams, leading to the requirements for managing streaming graph data. Existing systems face challenges in simultaneously providing high throughput, data accessibility, and comprehensive streaming data management capabilities, especially under the pressure of handling large data volumes. To address these challenges, we presents a streaming data management system designed upon relational databases. Based on the current application requirements of streaming graph computation and data management, we design the entire framework and unify the top interface for applications, making significant optimizations for high throughput from the aspect of asynchronous and parallel data writing, data storage and sharding strategy. Experimental results validate the system based on relational database outperforms system based on graph database, effectively addressing the demands of streaming graph data management.
引用
收藏
页码:239 / 250
页数:12
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