USENIX ATC2023顶会
Revisiting Secondary Indexing in LSM-based Storage Systems with Persistent Memory
Jing Wang, Youyou Lu, Qing Wang, Yuhao Zhang, Jiwu Shu
摘要
LSM-based storage systems are widely used for superior write performance on block devices. However, they currently fail to efficiently support secondary indexing, since a secondary index query operation usually needs to retrieve multiple small values, which scatter in multiple LSM components. In this work, we revisit secondary indexing in LSM-based storage systems with byte-addressable persistent memory (PM). Existing PM-based indexes are not directly competent for efficient secondary indexing. We propose PERSEID, an efficient PMbased secondary indexing mechanism for LSM-based storage systems, which takes into account both characteristics of PM and secondary indexing. PERSEID consists of (1) a specifically designed secondary index structure that achieves highperformance insertion and query, (2) a lightweight hybrid PM-DRAM and hash-based validation approach to filter out obsolete values with subtle overhead, and (3) two adapted optimizations on primary table searching issued from secondary indexes to accelerate non-index-only queries. Our evaluation shows that PERSEID outperforms existing PM-based indexes by 3-7× and achieves about two orders of magnitude performance of state-of-the-art LSM-based secondary indexing techniques even if on PM instead of disks.
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引用它的顶会 Paper3
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它引用的顶会 Paper21
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- ROART: Range-query Optimized Persistent ARTShaonan Ma, Kang Chen, Shimin Chen, Mengxing Liu 等FAST 2021 · 被引用 73 次
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