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High performance in-memory caching through flexible fine-grained services

Published: 01 October 2013 Publication History

Abstract

In-memory object caches are extensively used in today's web installations [1, 6]. Most existing systems adopt monolithic storage models and engineer optimizations on specific workload characteristics [3, 6] or operations [4, 5]. Such optimizations are insufficient as large-scale cloud workloads typically exhibit both temporal and spatial shifts - requirements vary within the same deployment over time and different parts of the same workload demonstrate different access patterns. To this end, we propose a caching tier that supports differentiated services in multiple dimensions. Since there is no best "one-size-fits-all" solution for all workload requirements, we argue that a fine-grained modular design will provide both high performance and flexibility in supporting multiple services.

References

[1]
Amazon web service elasticache. http://aws.amazon.com/elasticache/. accessed on Aug. 23, 2013.
[2]
Memcached. http://memcached.org/. accessed on Sept. 15, 2013.
[3]
N. Bronson, Z. Amsden, G. Cabrera, P. Chakka, P. Dimov, H. Ding, J. Ferris, A. Giardullo, S. Kulkarni, H. Li, et al. Tao: Facebook's distributed data store for the social graph. In USENIX ATC'13, 2013.
[4]
B. Fan, D. G. Andersen, and M. Kaminsky. Memc3: Compact and concurrent memcache with dumber caching and smarter hashing. In USENIX NSDI'13, 2013.
[5]
Y. Mao, E. Kohler, and R. T. Morris. Cache craftiness for fast multicore key-value storage. In ACM EuroSys'12, 2012.
[6]
R. Nishtala, H. Fugal, S. Grimm, M. Kwiatkowski, H. Lee, H. C. Li, R. McElroy, M. Paleczny, D. Peek, P. Saab, et al. Scaling memcache at facebook. In USENIX NSDI'13, 2013.

Cited By

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  • (2020)Desperately seeking ... optimal multi-tier cache configurationsProceedings of the 12th USENIX Conference on Hot Topics in Storage and File Systems10.5555/3488733.3488739(6-6)Online publication date: 13-Jul-2020
  • (2020)Customizable Scale-Out Key-Value StoresIEEE Transactions on Parallel and Distributed Systems10.1109/TPDS.2020.298264031:9(2081-2096)Online publication date: 1-Sep-2020
  • (2018)bespoKVProceedings of the International Conference for High Performance Computing, Networking, Storage, and Analysis10.5555/3291656.3291659(1-16)Online publication date: 11-Nov-2018
  • Show More Cited By

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Published In

cover image ACM Conferences
SOCC '13: Proceedings of the 4th annual Symposium on Cloud Computing
October 2013
427 pages
ISBN:9781450324281
DOI:10.1145/2523616
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 01 October 2013

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  • Research-article

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SOCC '13
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SOCC '13: ACM Symposium on Cloud Computing
October 1 - 3, 2013
California, Santa Clara

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SOCC '13 Paper Acceptance Rate 23 of 114 submissions, 20%;
Overall Acceptance Rate 169 of 722 submissions, 23%

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Cited By

View all
  • (2020)Desperately seeking ... optimal multi-tier cache configurationsProceedings of the 12th USENIX Conference on Hot Topics in Storage and File Systems10.5555/3488733.3488739(6-6)Online publication date: 13-Jul-2020
  • (2020)Customizable Scale-Out Key-Value StoresIEEE Transactions on Parallel and Distributed Systems10.1109/TPDS.2020.298264031:9(2081-2096)Online publication date: 1-Sep-2020
  • (2018)bespoKVProceedings of the International Conference for High Performance Computing, Networking, Storage, and Analysis10.5555/3291656.3291659(1-16)Online publication date: 11-Nov-2018
  • (2018)Improving docker registry design based on production workload analysisProceedings of the 16th USENIX Conference on File and Storage Technologies10.5555/3189759.3189785(265-278)Online publication date: 12-Feb-2018
  • (2018)bespoKVProceedings of the International Conference for High Performance Computing, Networking, Storage, and Analysis10.1109/SC.2018.00005(1-16)Online publication date: 11-Nov-2018
  • (2018)Chameleon: An Adaptive Wear Balancer for Flash Clusters2018 IEEE International Parallel and Distributed Processing Symposium (IPDPS)10.1109/IPDPS.2018.00125(1163-1172)Online publication date: May-2018
  • (2018)ElMem: Towards an Elastic Memcached System2018 IEEE 38th International Conference on Distributed Computing Systems (ICDCS)10.1109/ICDCS.2018.00036(278-289)Online publication date: Jul-2018

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