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Better database cost/performance via batched I/O on programmable SSD

Cited 6 time in Web of Science Cited 11 time in Scopus
Authors

Do, Jae Young; Picoli, Ivan Luiz; Lomet, David; Bonnet, Philippe

Issue Date
2021-05
Publisher
Springer Verlag
Citation
VLDB Journal, Vol.30 No.3, pp.403-424
Abstract
Data should be placed at the most cost- and performance-effective tier in the storage hierarchy. While performance and cost decrease with distance from the CPU, the cost/performance trade-off depends on how efficiently data can be moved across tiers. Log structuring improves this cost/performance by writing batches of pages from main memory to secondary storage using a conventional block-at-a-time I/O interface. However, log structuring incurs overhead in the form of recovery and garbage collection. With computational Solid-State Drives, it is now possible to design a storage interface that minimizes this overhead. In this paper, we offload log structuring from the CPU to the SSD. We define a new batch I/O storage interface and we design a Flash Translation Layer that takes care of log structuring on the SSD side. This removes the CPU computational and I/O load associated with recovery and garbage collection. We compare the performance of the Bw-tree key-value store with its LLAMA host-based log structuring to the same key-value software stack executing on a computational SSD equipped with a batch I/O interface. Our experimental results show the benefits of eliminating redundancies, minimizing interactions across storage layers, and avoiding the CPU cost of providing log structuring.
ISSN
1066-8888
URI
https://hdl.handle.net/10371/201366
DOI
https://doi.org/10.1007/s00778-020-00648-z
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Research Area AI 애플리케이션을 위한 알고리즘-시스템 공동 설계, AI-powered Big Data Management, Generative AI, Large Language Model, ML, 고성능 대규모 AI 데이터 분석 및 처리, 모달 AI

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