Visibility Graph-based Cache Management for DRAM Buffer Inside Solid-state Drives

被引:3
作者
Sha, Zhibing [1 ]
Li, Jun [1 ]
Zhang, Fengxiang [1 ]
Huang, Min [1 ]
Cai, Zhigang [1 ]
Trahay, Francois [2 ]
Liao, Jianwei [1 ]
机构
[1] Southwest Univ China, Chongqing, Peoples R China
[2] Telecom SudParis, F-91011 Evry, France
基金
中国国家自然科学基金;
关键词
Solid-state drives; Cache Management; Temporal and Spatial Locality; Visibility Graph; batch adjustment and eviction; TIME-SERIES; OPTIMIZATION; LOCALITY; SCHEME;
D O I
10.1145/3586576
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Most solid-state drives (SSDs) adopt an on-board Dynamic Random Access Memory (DRAM) to buffer the write data, which can significantly reduce the amount of write operations committed to the flash array of SSD if data exhibits locality in write operations. This article focuses on efficiently managing the small amount of DRAM cache inside SSDs. The basic idea is to employ the visibility graph technique to unify both temporal and spatial locality of references of I/O accesses, for directing cache management in SSDs. Specifically, we propose to adaptively generate the visibility graph of cached data pages and then support batch adjustment of adjacent or nearby (hot) cached data pages by referring to the connection situations in the visibility graph. In addition, we propose to evict the buffered data pages in batches by also referring to the connection situations, to maximize the internal flushing parallelism of SSD devices without worsening I/O congestion. The trace-driven simulation experiments showthat our proposal can yield improvements on cache hits by between 0.8% and 19.8%, and the overall I/O latency by 25.6% on average, compared to state-of-the-art cache management schemes inside SSDs.
引用
收藏
页数:21
相关论文
共 46 条
[1]  
[Anonymous], 2020, AL BLOCK TRAC
[2]  
Chang T., 2021, TCAD, V41, P91
[3]   ECR: Eviction-cost-aware cache management policy for page-level flash-based SSDs [J].
Chen, Hao ;
Pan, Yubiao ;
Li, Cheng ;
Xu, Yinlong .
CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2021, 33 (15)
[4]   Visibility graph analysis of geophysical time series: Potentials and possible pitfalls [J].
Donner, Reik V. ;
Donges, Jonathan F. .
ACTA GEOPHYSICA, 2012, 60 (03) :589-623
[5]   VBBMS: A Novel Buffer Management Strategy for NAND Flash Storage Devices [J].
Du, Chenjie ;
Yao, Yingbiao ;
Zhou, Jie ;
Xu, Xiaorong .
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2019, 65 (02) :134-141
[6]   HOW TO MAKE A GRAPH BIPARTITE [J].
ERDOS, P ;
FAUDREE, R ;
PACH, J ;
SPENCER, J .
JOURNAL OF COMBINATORIAL THEORY SERIES B, 1988, 45 (01) :86-98
[7]   Fault diagnosis of rolling bearings using weighted horizontal visibility graph and graph Fourier transform [J].
Gao, Yiyuan ;
Yu, Dejie ;
Wang, Haojiang .
MEASUREMENT, 2020, 149
[8]  
Gill BS, 2005, USENIX ASSOCIATION PROCEEDINGS OF THE 4TH USENIX CONFERENCE ON FILE AND STORAGE TECHNOLOGIES, P129
[9]  
Hu J., 2010, IEEE INT S MODELING
[10]   Visibility graph analysis of wall turbulence time-series [J].
Iacobello, Giovanni ;
Scarsoglio, Stefania ;
Ridolfi, Luca .
PHYSICS LETTERS A, 2018, 382 (01) :1-11