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Identifying performance bottlenecks based on the local parameter tuning

Published:15 June 2009Publication History

ABSTRACT

In performance tuning of computing systems, identifying bottlenecks which limit the performance of the system is essential. A variety of factors can cause the bottleneck, and therefore, identification and removal of the bottleneck becomes complicated. This paper proposes a technique which supports identifying the bottleneck together with its cause. In the proposed technique, each component in the target system is automatically tuned by adjusting configuration parameters. The effect and the applicability of the parameter tuning are locally analyzed at each component to diagnose whether the bottleneck exists in the tuned component or not. The diagnosis results are collected from each component in the target system, and then, the bottleneck in the whole system can be identified. The bottleneck caused by resource shortages can be identified based on the applicability of the parameter tuning. The effect of the parameter tuning is useful to identify the bottleneck caused by the other external factors. Therefore, the cause of the bottleneck can be classified as either resource shortages or the other factors.

References

  1. Y. Diao, J. L. Hellerstein, S. Parekh, and J. P. Bigus. Managing web server performance with autotune agents. IBM Syst. J., 42(1): 136--149, 2003. Google ScholarGoogle ScholarDigital LibraryDigital Library
  2. T. Osogami and S. Kato. Optimizing system configurations quickly by guessing at the performance. In Proceedings of the 2007 ACM SIGMETRICS international conference on Measurement and modeling of computer systems (SIGMETRICS'07), pages 145--156, 2007. Google ScholarGoogle ScholarDigital LibraryDigital Library

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    • Published in

      cover image ACM Conferences
      ICAC '09: Proceedings of the 6th international conference on Autonomic computing
      June 2009
      198 pages
      ISBN:9781605585642
      DOI:10.1145/1555228

      Copyright © 2009 Copyright is held by the author/owner(s)

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      Association for Computing Machinery

      New York, NY, United States

      Publication History

      • Published: 15 June 2009

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