Level Aware Data Placement Technique for Hybrid NAND Flash Storage of Log-Structured Merge-Tree Based Key-Value Store System
Autor: | Seungdo Choi, Jungwook Choi, Jaewook Kwak, Jungkeol Lee, Daeyong Lee, Joonyong Jeong, Yong Ho Song |
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Jazyk: | angličtina |
Rok vydání: | 2020 |
Předmět: |
Log-structured merge-tree
General Computer Science Computer science NAND gate 02 engineering and technology Data placement key-value store Associative array flash storage Logical address 0202 electrical engineering electronic engineering information engineering General Materials Science Electrical and Electronic Engineering log-structured merge tree hybrid NAND storage Hardware_MEMORYSTRUCTURES business.industry Dynamic data General Engineering 020206 networking & telecommunications Unstructured data 020202 computer hardware & architecture Data access lcsh:Electrical engineering. Electronics. Nuclear engineering business lcsh:TK1-9971 Computer hardware |
Zdroj: | IEEE Access, Vol 8, Pp 188256-188268 (2020) |
ISSN: | 2169-3536 |
Popis: | A log-structured merge-tree-based key value store (LSMKV) is an append-only database for storing and retrieving unstructured data, especially in a write-intensive environment. This database uses hierarchical components to store and manage data. Upper-level components have a shorter data lifespan and a higher access locality than lower-level components. Hence, the data access latency of the upper-level components significantly affects the performance of the entire database. Hybrid solid-state drives (SSD) composed of media with different access speeds can improve the performance of an LSMKV by storing the upper-level components using a fast storage space. However, many hybrid SSDs use fast storage spaces to store data that are frequently allocated to the same logical address; they are not suitable for storing append-only component data, which are allocated to adjacent logical addresses. This article proposes a hybrid SSD-management method to reduce the data access latency of append-only LSMKVs and increase the durability of hybrid SSDs. The proposed method allocates the data of upper-level components to a fast storage space using the level information of the data as a hint. This study utilizes dynamic data separation to determine the components to be placed in the fast storage space, NAND block management to store the data with similar lifespans in the same fast NAND block, and a data-relocation method to migrate long-lived data from the fast NAND region to another NAND region. Experimental results indicate that the proposed method reduces the average I/O latency by an average of 12% and increases the device durability by an average of 22%. |
Databáze: | OpenAIRE |
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