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Precise data access on distributed log-structured merge-tree

  • East China Normal University
  • Bank of Communications

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Log-structured merge tree decomposes a large database into multiple parts: an in-writing part and several read-only ones. It achieves high write throughput as well as low read latency. However, read requests have to go through multiple structures to find the required data. In a distributed database system, different parts of the LSM-tree are stored distributedly. Data access issues extra network communications for a server in the query layer to pull entries from the underlying storage layer. This work proposes the precise data access strategy. A Bloom filter-based structure is designed to test whether an element exists in the in-writing part of the LSM-tree. A lease-based synchronization strategy is used to maintain consistent copies of the Bloom filter on remote query servers. Experiments show that the solution has 6 $$\times $$ throughput improvement over existing methods.

源语言英语
主期刊名Web and Big Data - 1st International Joint Conference, APWeb-WAIM 2017, Proceedings
编辑Christian S. Jensen, Xiang Lian, Lei Chen, Cyrus Shahabi, Xiaochun Yang
出版商Springer Verlag
210-218
页数9
ISBN(印刷版)9783319635637
DOI
出版状态已出版 - 2017
活动1st Asia-Pacific Web and Web-Age Information Management Joint Conference on Web and Big Data, APWeb-WAIM 2017 - Beijing, 中国
期限: 7 7月 20179 7月 2017

出版系列

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
10367 LNCS
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议1st Asia-Pacific Web and Web-Age Information Management Joint Conference on Web and Big Data, APWeb-WAIM 2017
国家/地区中国
Beijing
时期7/07/179/07/17

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