Analysis of Prediction and Replacement Algorithms Applied to Real Workload for Storage Devices

I. S. Sette, Bruno Cartaxo, Thun Pin T. F. Chiu, A. Silva-Filho, R. Assad, José Dirceu G. Ramos, H. Coutinho
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Abstract

This work evaluates cache algorithms for block devices in terms of hit rate for different replacement and prediction algorithms, and also focuses on choosing suitable replacement and prediction strategies to be implemented in a storage array caching solution employing solid-state drives. As case study, a real workload was continuously collected from web proxy server network. Such replacement and prediction algorithms were evaluated in detail and compared between them considering traced SCSI commands collected from Linux kernel. Comparison results for replacement algorithms LRU, CLOCK, LRFU and LRU-WAR applied to real workload indicates that LRU obtained good results in the majority of the cases. GHB and ReadAhead prefetching algorithms also were integrated and improvements of about 5.5% were achieved when ReadAhead was used.
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存储设备实际工作负荷预测与替换算法分析
本文从不同替换和预测算法的命中率方面评估了块设备的缓存算法,并重点研究了在采用固态驱动器的存储阵列缓存解决方案中选择合适的替换和预测策略。作为案例研究,我们从web代理服务器网络中连续收集了一个真实的工作负载。考虑从Linux内核中收集的跟踪SCSI命令,对这些替换和预测算法进行了详细的评估和比较。将LRU、CLOCK、LRFU和LRU- war四种替换算法应用于实际工作负载的对比结果表明,LRU在大多数情况下都取得了良好的效果。结合GHB和ReadAhead预取算法,采用ReadAhead预取算法,提高了5.5%左右的预取效率。
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