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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Xuechen Zhang Yuhai Xu Song Jiang |
| Copyright Year | 2011 |
| Description | Author affiliation: The ECE Department, Wayne State University, Detroit, MI, 48202, USA (Xuechen Zhang; Yuhai Xu; Song Jiang) |
| Abstract | Currently the QoS requirements for disk-based storage systems are usually presented in the form of service-level agreement (SLA) to bound I/O measures such as latency and throughput of I/O requests. However, SLA is not an effective performance interface for users to specify their required I/O service quality for two major reasons. First, for users, it is difficult to determine appropriate latency and throughput bounds to ensure their application performance without resource over-provisioning. Second, for storage system administrators, it is a challenge to estimate a user's real resource demand because the specified SLA measures are not consistently correlated with the user's resource demand. This makes resource provisioning and scheduling less informative and could greatly reduce system efficiency. We propose the concept of reference storage system (RSS), which can be a storage system chosen by users and whose performance can be measured off-line and mimicked on-line, as a performance interface between applications and storage servers. By designating an RSS to represent I/O performance requirement, a user can expect the performance received from a shared storage server servicing his I/O workload is not worse than the performance received from the RSS servicing the same workload. The storage system is responsible for implementing the RSS interface. The key enabling techniques are a machine learning model that derives request-specific performance requirements and an RSS-centric scheduling that efficiently allocates resource among requests from different users. The proposed scheme, named as YouChoose, supports the user-chosen performance interface through efficiently implementing and migrating virtual storage devices in a host storage system. Our evaluation based on trace-driven simulations shows that YouChoose can precisely implement the RSS performance interface, achieve a strong performance assurance and isolation, and improve the efficiency of a consolidated storage system consisting of different types of storage devices. |
| Starting Page | 1 |
| Ending Page | 12 |
| File Size | 344464 |
| Page Count | 12 |
| File Format | |
| ISBN | 9781457704277 |
| ISSN | 2160195X |
| e-ISBN | 9781457704284 |
| DOI | 10.1109/MSST.2011.5937214 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2011-05-23 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Servers Quality of service Clocks Performance evaluation Predictive models Time factors Throughput |
| Content Type | Text |
| Resource Type | Article |
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