BLOCS: Block Correlation Aware Sequential Pattern Mining based Caching Algorithm for Hybrid Storages (BLOCS: 블록 상관관계를 인지하는 시퀀스 패턴 마이닝 기반하이브리드 스토리지 캐슁 알고리즘)

Seongjin Lee (이성진); Youjip Won (원유집)

BLOCS: Block Correlation Aware Sequential Pattern Mining based Caching Algorithm for Hybrid Storages

Journal of The Korea Society of Computer and Information
Abbr : JKSCI
2014, 19(7), pp.113-130
Publisher : The Korean Society Of Computer And Information
Research Area : Engineering > Computer Science

Seongjin Lee ¹, Youjip Won ¹

¹한양대학교

Accredited

ABSTRACT

In this paper, we propose BLOCS algorithm to find sequence of data that should be saved incache device of hybrid storage system which uses SSD as a cache device. BLOCS algorithm whichuses a sequence pattern mining scheme, creates a set of frequently requested sectors with respectto requested order of sectors. To compare the performance of the proposed scheme, we introduce Distance (DIST) based scheme, Request Frequency (FREQ) based scheme, and Frequency timesSize (F-S) based scheme. We measure the hit ratio and I/O latency of different caching schemesusing hybrid storage caching simulator. We acquired booting workload along with ten scenarios oflaunching applications and use the workloads as input to the cache simulator. After experimentwith booting workload, we find that BLOCS scheme gives hit ratio of 61% which is about 15%higher than the least performing DIST scheme.

KEYWORDS

Sequence patternMining, Caching Algorithm, Hybrid Storage, Cache Simulator

Citation status

* References for papers published after 2023 are currently being built.

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Journal of The Korea Society of Computer and Information 2023 KCI Impact Factor : 0.65