LogCloud: Fast Search of Compressed Logs on Object Storage
Ziheng Wang, Junyu Wei, Alex Aiken, Guangyan Zhang, Jacob O. Tørring, Rain Jiang, Chenyu Jiang, Wei Xu
摘要
Large organizations emit terabytes of logs every day in their cloud environment. Efficient data science on these logs via text search is crucial for gleaning operational insights and debugging production outages. Current log management systems either perform full-text indexing on a cluster of dedicated servers to provide efficient search at the expense of high storage cost, or store unindexed compressed logs on object storage at the expense of high search cost. We propose LogCloud, a new object-storage based log management system that supports both cheap compressed log storage and efficient search. LogCloud constructs inverted indices on compressed logs using a novel FM-index implementation that supports efficient querying from object storage directly, removing the need for dedicated indexing servers. Experiments on five public and five production log datasets show that LogCloud can achieve both cheap storage and search, scaling to TB-scale datasets.
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它引用的顶会 Paper4
- Exploiting Cloud Object Storage for High-Performance AnalyticsDominik Durner, Viktor Leis, Thomas NeumannVLDB 2023 · 被引用 45 次
- On the Feasibility of Parser-based Log Compression in Large-Scale Cloud SystemsJunyu Wei, Guangyan Zhang, Yang Wang, Zhiwei Liu 等FAST 2021 · 被引用 34 次
- LogGrep: Fast and Cheap Cloud Log Storage by Exploiting both Static and Runtime PatternsJunyu Wei, Guangyan Zhang, Junchao Chen, Yang Wang 等EuroSys 2023 · 被引用 18 次
- CLP: Efficient and Scalable Search on Compressed Text LogsKirk Rodrigues, Yu Luo, Ding YuanOSDI 2021
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