LHS: A novel method of information retrieval avoiding an index using linear hashing with key groups in deduplication

Zhike Zhang, Zejun Jiang, Zhiqiang Liu, Chengzhang Peng

科研成果: 书/报告/会议事项章节会议稿件同行评审

3 引用 (Scopus)

摘要

Indexing of RAM is important to information retrieval. In deduplication systems, we need to use methods of information retrieval to find duplicate data chunks quickly. Chunk-lookup disk bottleneck problem is one of the most important problems in the information retrieval of deduplication systems. Previous methods can reduce RAM usage of index a lot to avoid reading index from disk for every chunk search. However, these methods still need several TB of RAM to hold the index for dozens of PB of storage space utilization. We design Linear Hashing with Key Groups(LHs), a variation of Linear Hashing, to organize and address bins. Based on LHs, we propose a novel method of information retrieval in deduplication, which can avoid an index in RAM by utilizing LHs to compute the address of a bin. A bin contains the chunk IDs of the similar files to a file. Then, we do not need to maintain an index in RAM to do the same thing. Our method does not decrease the deduplication efficiency compared with Extreme Binning, when it needs one disk read for every file. For every file, our method firstly computes the bin address of this file using LHs, loads the bin and then deduplicates the file against the loaded bin. Experimental results show that, while our method does not need an index in RAM, the deduplication efficiency of our method is slightly better than that of Extreme Binning.

源语言英语
主期刊名Proceedings of 2012 International Conference on Machine Learning and Cybernetics, ICMLC 2012
1312-1318
页数7
DOI
出版状态已出版 - 2012
活动2012 International Conference on Machine Learning and Cybernetics, ICMLC 2012 - Xian, Shaanxi, 中国
期限: 15 7月 201217 7月 2012

出版系列

姓名Proceedings - International Conference on Machine Learning and Cybernetics
4
ISSN(印刷版)2160-133X
ISSN(电子版)2160-1348

会议

会议2012 International Conference on Machine Learning and Cybernetics, ICMLC 2012
国家/地区中国
Xian, Shaanxi
时期15/07/1217/07/12

指纹

探究 'LHS: A novel method of information retrieval avoiding an index using linear hashing with key groups in deduplication' 的科研主题。它们共同构成独一无二的指纹。

引用此