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基于LSM-tree的鍵值存儲系統的讀寫(xiě)性能優(yōu)化
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1.青島科技大學(xué) 信息科學(xué)技術(shù)學(xué)院;2.青島科技大學(xué)

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Read And Write Performance Optimization Of LSM-tree Based Key-Value Storage System
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    摘要:

    在寫(xiě)密集型工作環(huán)境中,日志結構合并樹(shù)(log-structured-merge,LSM-Tree)已逐漸成為的主流存儲系統,LSM-tree存在讀操作速度慢、寫(xiě)操作成本高、范圍查詢(xún)操作效率低等問(wèn)題;針對這些問(wèn)題,為提升LSM-tree的性能進(jìn)行了研究,提出了一種基于LSM-tree的鍵值存儲系統的讀寫(xiě)性能優(yōu)化策略,通過(guò)鍵值分離策略設計vTree結構,并提出層內歸并與消極的層間合并相結合的方法,以及范圍查詢(xún)優(yōu)化合并的策略,從而優(yōu)化系統的范圍查詢(xún)性能,在LSM-tree和vTree采用不同的壓縮結構,以實(shí)現系統讀寫(xiě)性能的提升;實(shí)驗結果表明,與RocksDB相比讀性能提升30%,與RocksDB-vTree相比范圍查詢(xún)性能提升10%。

    Abstract:

    In a write-intensive work environment, log-structured-merge (LSM-Tree) has gradually become the mainstream storage system, LSM-tree exists problems such as slow read operation speed, high cost of write operation, and low efficiency of range query operation, etc. In view of these problems, a study is carried out to improve the performance of LSM-tree, and a strategy to optimize the read and write performance of key-value storage system based on LSM-tree is proposed. a read and write performance optimization strategy for LSM-tree-based key-value storage system, designing the vTree structure through the key-value separation strategy, and proposing the combination of intra-tier subsumption and negative inter-tier merging, as well as the strategy of range query-optimized merging, so as to optimize the range query performance of the system, and adopting different compression structures in the LSM-tree and the vTree in order to achieve the system's read and write performance improvement; the experimental results show that the read performance is improved by 30% compared to RocksDB, and the range query performance is improved by 10% compared to RocksDB-vTree.

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程浩津,胡乃平.基于LSM-tree的鍵值存儲系統的讀寫(xiě)性能優(yōu)化計算機測量與控制[J].,2024,32(6):262-268.

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歷史
  • 收稿日期:2023-12-18
  • 最后修改日期:2024-01-08
  • 錄用日期:2024-01-10
  • 在線(xiàn)發(fā)布日期: 2024-06-18
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