Affiliation:
1. University of Rochester
2. Intel Massachusetts
Abstract
During concurrent I/O workloads, sequential access to one I/O stream can be interrupted by accesses to other streams in the system. Frequent switching between multiple sequential I/O streams may severely affect I/O efficiency due to long disk seek and rotational delays of disk-based storage devices. Aggressive prefetching can improve the granularity of sequential data access in such cases, but it comes with a higher risk of retrieving unneeded data. This paper proposes a
competitive
prefetching strategy that controls the prefetching depth so that the overhead of disk I/O switch and unnecessary prefetching are balanced. The proposed strategy does not require
a-priori
information on the data access pattern, and achieves at least half the performance (in terms of I/O throughput) of the optimal offline policy. We also provide analysis on the optimality of our competitiveness result and extend the competitiveness result to capture prefetching in the case of random-access workloads.
We have implemented the proposed competitive prefetching policy in Linux 2.6.10 and evaluated its performance on both standalone disks and a disk array using a variety of workloads (including two common file utilities, Linux kernel compilation, the TPC-H benchmark, the Apache web server, and index searching). Compared to the original Linux kernel, our competitive prefetching system improves performance by up to 53%. At the same time, it trails the performance of an oracle prefetching strategy by no more than 42%.
Publisher
Association for Computing Machinery (ACM)
Cited by
15 articles.
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1. APT-GET;Proceedings of the Seventeenth European Conference on Computer Systems;2022-03-28
2. DoubleFaceAD;Proceedings of the 21st International Middleware Conference;2020-12-07
3. IOMeans: Classifying Multi-concurrent I/O Threads Using Spatio-Tempo Mapping;2019 International Conference on High Performance Big Data and Intelligent Systems (HPBD&IS);2019-05
4. Disk Prefetching Mechanisms for Increasing HTTP Streaming Video Server Throughput;ACM Transactions on Modeling and Performance Evaluation of Computing Systems;2018-06-30
5. Fair bandwidth allocating and strip-aware prefetching for concurrent read streams and striped RAIDs in distributed file systems;The Journal of Supercomputing;2018-05-05