Abstract
As the most common data structure for key-value stores, LogStructured Merge Tree (LSM-tree) can eliminate random write operations and keep acceptable read performance. However, write stall and write amplification introduced by the leveled compaction of LSM-tree significantly degrade the system performance. The emerging non-volatile memory (NVM) provides byte-addressable access and low-latency data persistence. Integrating DIMM-interface NVM in the design of the LSM-tree can potentially alleviate the write stall and write amplification issue, as the access speed of NVM is several orders of magnitude faster than hard disk drives or flash memory-based solid-state drives. This hybrid storage should be carefully designed, requiring new architectural and key-value structural support. This paper presents ZigZagDB, an NVM-enabled data man-agement scheme for LSM-tree-based key-value stores. ZigZagDB adds additional layers of key-value stores and uses non-volatile memory as the storage media to hold these additional layers of data. The newly designed key-value stores alternately access the data from either SSD or NVM. This 'ZigZag' shape of storage collaboration and synchronization can benefit write efficiency and space utilization. By utilizing the NVM with very limited capacity, the redesigned organization of LSM-tree can effectively solve the write stall and write amplification issue. We demonstrate the viability of the proposed ZigZagDB using a set of extensive experiments. Experimental results show that ZigZagDB can significantly reduce the write amplification and boost the throughput in comparison with representative schemes.
Original language | English |
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Title of host publication | Proceedings - 2024 IEEE 40th International Conference on Data Engineering, ICDE 2024 |
Publisher | IEEE |
Pages | 2082-2095 |
Number of pages | 14 |
ISBN (Electronic) | 9798350317152 |
ISBN (Print) | 9798350317169 |
DOIs | |
Publication status | Published - May 2024 |
Event | 40th IEEE International Conference on Data Engineering, ICDE 2024 - Kinepolis Jaarbeurs theater, Utrecht, Netherlands Duration: 13 May 2024 → 17 May 2024 https://icde2024.github.io/papers.html (Link to conference's schedule ) https://icde2024.github.io/index.html (Conference's website) https://ieeexplore.ieee.org/xpl/conhome/10597630/proceeding |
Publication series
Name | Proceedings - International Conference on Data Engineering |
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ISSN (Print) | 1063-6382 |
ISSN (Electronic) | 2375-026X |
Conference
Conference | 40th IEEE International Conference on Data Engineering, ICDE 2024 |
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Country/Territory | Netherlands |
City | Utrecht |
Period | 13/05/24 → 17/05/24 |
Internet address |
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Scopus Subject Areas
- Software
- Signal Processing
- Information Systems
User-Defined Keywords
- compaction
- Key-value store
- LSM-tree
- NVM
- write stall