VirtCache: Managing Virtual Disk Performance Variation In Distributed File Systems For The Cloud

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VirtCache: Managing Virtual Disk Performance Variation In Distributed File Systems For The Cloud
Title:
VirtCache: Managing Virtual Disk Performance Variation In Distributed File Systems For The Cloud
Journal Title:
IEEE CloudCom 2014
Keywords:
Publication Date:
15 December 2014
Citation:
R. V. Arumugam, Q. Xu, H. Shi, Q. Cai and Y. Wen, "Virt Cache: Managing Virtual Disk Performance Variation in Distributed File Systems for the Cloud," Cloud Computing Technology and Science (CloudCom), 2014 IEEE 6th International Conference on, Singapore, 2014, pp. 210-217.
Abstract:
As Applications are moved from physical servers to virtual machines sharing storage resources, they experience large variation in I/O latencies. While maintaining average performance in such virtualized environments is important to conform to service level agreements (SLA), cloud users also expect their applications to have minimum variation in tail end latencies like 90th percentile latency for predictable performance. This becomes a challenging problem as the deviation in the application’s 90th percentile I/O latency from average latency under storage resource sharing (VM consolidation) can be very high. We show through experiments under VM consolidation that during peak loads this latency variation from average can be as much as 5 times compared to when the application has exclusive access to the storage devices. This variation in performance exists for both Hard drives (HDD) and Solid state drives (SSD). To minimize this large latency variation, we propose a dynamic I/O redirection and caching mechanism called VirtCache. VirtCache can pro-actively detect storage device contention at the storage server and temporarily redirect the peaking virtual disk workload to a dynamically instantiated distributed read-write cache. We have implemented our system in GlusterFS, a commonly used distributed file system deployed as a backing store in the cloud. Our system can achieve from 50% to 83% reduction in the 90th percentile latency deviation from average compared to previous work as we move from low load conditions to peak non uniform consolidated VM workloads. With our VirtCache system, Cloud providers can guarantee predictable performance for the cloud users as if their application has exclusive access to the storage resources.
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PublisherCopyrights
Funding Info:
Description:
(c) 2014 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other users, including reprinting/ republishing this material for advertising or promotional purposes, creating new collective works for resale or redistribution to servers or lists, or reuse of any copyrighted components of this work in other works.
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