ETD-Cache:一种过期时间驱动的缓存方案,使基于ssd的读缓存持久且经济高效

Ningwei Dai, Yunpeng Chai, Yushi Liang, Chunling Wang
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引用次数: 10

摘要

近年来,基于闪存的固态硬盘(ssd)作为高速缓存设备被广泛应用,以提高系统性能。然而,传统的SSD缓存算法(如LRU)经常替换缓存的数据以保持高命中率。这种激进的数据更新策略导致在ssd上进行过多的写入操作,并使其快速磨损,最终导致企业应用程序的ssd成本很高。在本文中,我们提出了一种新的过期时间驱动缓存(ETD-Cache)方法来解决这个问题。在ETD-Cache中,采用了主动的数据清除机制。当且仅当超过指定的过期时间没有访问已缓存的块时,该块才会离开SSD缓存。这种机制为缓存的内容提供了更多的时间来等待它们的后续访问,并限制了新到达的块的准入,以减少SSD写操作。此外,还设计了一个低开销的候选管理模块,用于维护系统中最常用的数据,以备潜在的缓存替换。由一系列典型的现实轨迹驱动的模拟表明,在相同的缓存命中率下,ETD-Cache与LRU相比,由于数据更新频率大大降低,SSD总成本降低了98.45%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
ETD-Cache: an expiration-time driven cache scheme to make SSD-based read cache endurable and cost-efficient
Recently flash-based solid-state drives (SSDs) have been widely deployed as cache devices to boost system performance. However, classical SSD cache algorithms (e.g. LRU) replace the cached data frequently to maintain high hit rates. Such aggressive data updating strategies result in too many writing operations on SSDs and make them wear out quickly, which finally leads to high costs of SSDs for enterprise applications. In this paper, we propose a novel Expiration-Time Driven Cache (ETD-Cache) method to solve this problem. In ETD-Cache, an active data eviction mechanism is adopted. An already cached block leaves the SSD cache if and only if there is no access to it for a time longer than a specified expiration time. This mechanism gives more time for the cached contents to wait for their following accesses and limits the admission of newly arrived blocks to generate less SSD writes. In addition, a low-overhead candidate management module is designed to maintain the most popular data in the system for the potential cache replacement. The simulations driven by a series of typical real-world traces indicate that due to the great reduction on data updating frequency, ETD-Cache lowers the total SSD costs by 98.45% compared with LRU under the same cache hit rate.
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