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相关论文: On Performance Stability in LSM-based Storage Syst…

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Log-Structured Merge-trees (LSM-trees) have been widely used in modern NoSQL systems. Due to their out-of-place update design, LSM-trees have introduced memory walls among the memory components of multiple LSM-trees and between the write…

数据库 · 计算机科学 2020-07-16 Chen Luo , Michael J. Carey

In recent years, the Log Structured Merge (LSM) tree has been widely adopted by NoSQL and NewSQL systems for its superior write performance. Despite its popularity, however, most existing work has focused on LSM-based key-value stores with…

数据库 · 计算机科学 2019-01-08 Chen Luo , Michael J. Carey

Recently, the Log-Structured Merge-tree (LSM-tree) has been widely adopted for use in the storage layer of modern NoSQL systems. Because of this, there have been a large number of research efforts, from both the database community and the…

数据库 · 计算机科学 2019-07-22 Chen Luo , Michael J. Carey

Log-Structured Merge (LSM) Trees provide a tiered data storage and retrieval paradigm that is attractive for write-optimized data systems. Maintaining an efficient buffer in memory and deferring updates past their initial write-time, the…

数据库 · 计算机科学 2018-09-11 Aron Szanto

Modern databases typically makes use of the Log Structured Merge-Tree for organizing data in indexes, which is a kind of disk-based data structure. It was proposed to efficiently handle frequent update queries (also called update intensive…

数据库 · 计算机科学 2024-02-28 Supriya Mishra

Log-structured merge (LSM) trees offer efficient ingestion by appending incoming data, and thus, are widely used as the storage layer of production NoSQL data stores. To enable competitive read performance, LSM-trees periodically…

数据库 · 计算机科学 2022-03-01 Subhadeep Sarkar , Dimitris Staratzis , Zichen Zhu , Manos Athanassoulis

The Log Structured Merge Trees (LSM-tree) based key-value stores are widely used in many storage systems to support a variety of operations such as updates, point reads, and range reads. Traditionally, LSM-tree's merge policy organizes data…

数据库 · 计算机科学 2024-07-02 Fuheng Zhao , Zach Miller , Leron Reznikov , Divyakant Agrawal , Amr El Abbadi

The Log Structured Merge (LSM) Tree is a popular choice for key-value stores that focus on optimized write throughput while maintaining performant, production-ready read latencies. To optimize read performance, LSM stores rely on a…

数据库 · 计算机科学 2025-02-18 Hayder Tirmazi

Many applications require update-intensive workloads on spatial objects, e.g., social-network services and shared-riding services that track moving objects. By buffering insert and delete operations in memory, the Log Structured Merge Tree…

数据结构与算法 · 计算机科学 2023-05-03 Jaewoo Shin , Jianguo Wang , Walid G. Aref

LSM-tree-based data stores are widely adopted in industries for their excellent performance. As data scales increase, disk-based join operations become indispensable yet costly for the database, making the selection of suitable join methods…

数据库 · 计算机科学 2026-03-03 Weiping Yu , Fan Wang , Xuwei Zhang , Siqiang Luo

The log-structured merge tree (LSM-tree) is widely employed to build key-value (KV) stores. LSM-tree organizes multiple levels in memory and on disk. The compaction of LSM-tree, which is used to redeploy KV pairs between on-disk levels in…

数据库 · 计算机科学 2023-08-01 Yanpeng Hu , Li Zhu , Lei Jia , Chundong Wang

In the last decade, document store database systems have gained more traction for storing and querying large volumes of semi-structured data. However, the flexibility of the document stores' data models has limited their ability to store…

数据库 · 计算机科学 2021-11-24 Wail Y. Alkowaileet , Michael J. Carey

LSM-tree is a widely adopted data structure in modern key-value store systems that optimizes write performance in write-heavy applications by using append writes to achieve sequential writes. However, the unpredictability of LSM-tree…

数据库 · 计算机科学 2025-07-15 Yina Lv , Qiao Li , Quanqing Xu , Congming Gao , Chuanhui Yang , Xiaoli Wang , Chun Jason Xue

Document database systems store self-describing semi-structured records, such as JSON, "as-is" without requiring the users to pre-define a schema. This provides users with the flexibility to change the structure of incoming records without…

数据库 · 计算机科学 2020-05-12 Wail Y. Alkowaileet , Sattam Alsubaiee , Michael J. Carey

The growing volume of graph data may exhaust the main memory. It is crucial to design a disk-based graph storage system to ingest updates and analyze graphs efficiently. However, existing dynamic graph storage systems suffer from read or…

Key-value stores underpin a wide range of applications due to their simplicity and efficiency. Log-Structured Merge Trees (LSM-trees) dominate as their underlying structure, excelling at handling rapidly growing data. Recent research has…

数据库 · 计算机科学 2026-01-29 Junfeng Liu , Haoxuan Xie , Siqiang Luo

Modern key-value storage engines built on Log-Structured Merge-trees (LSM-trees), such as RocksDB and LevelDB, rely heavily on the performance of their compaction operations, which are impacted by a complex set of interdependent…

性能 · 计算机科学 2026-02-16 Jiabiao Ding , Yina Lv , Qiao Li , Zhirong Shen , Chun Jason Xue

Log-Structured Merge trees (LSM trees) are increasingly used as the storage engines behind several data systems, frequently deployed in the cloud. Similar to other database architectures, LSM trees take into account information about the…

数据库 · 计算机科学 2021-11-04 Andy Huynh , Harshal A. Chaudhari , Evimaria Terzi , Manos Athanassoulis

Modern key-value stores rely heavily on Log-Structured Merge (LSM) trees for write optimization, but this design introduces significant read amplification. Auxiliary structures like Bloom filters help, but impose memory costs that scale…

数据结构与算法 · 计算机科学 2025-08-05 Nicholas Fidalgo , Puyuan Ye

Solid-state drives (SSDs) are extensively used to deploy persistent data stores, as they provide low latency random access, high write throughput, high data density, and low cost. Tree-based data structures are widely used to build…

数据库 · 计算机科学 2020-06-09 Diego Didona , Nikolas Ioannou , Radu Stoica , Kornilios Kourtis
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