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Autonomic Management in a Distributed Storage System

机译:分布式存储系统中的自主管理

摘要

This thesis investigates the application of autonomic management to adistributed storage system. Effects on performance and resource consumptionwere measured in experiments, which were carried out in a local area test-bed.The experiments were conducted with components of one specific distributedstorage system, but seek to be applicable to a wide range of such systems, inparticular those exposed to varying conditions. The perceived characteristicsof distributed storage systems depend on their configuration parameters and onvarious dynamic conditions. For a given set of conditions, one specificconfiguration may be better than another with respect to measures such asresource consumption and performance. Here, configuration parameter values wereset dynamically and the results compared with a static configuration. It washypothesised that under non-changing conditions this would allow the system toconverge on a configuration that was more suitable than any that could be set apriori. Furthermore, the system could react to a change in conditions byadopting a more appropriate configuration. Autonomic management was applied tothe peer-to-peer (P2P) and data retrieval components of ASA, a distributedstorage system. The effects were measured experimentally for various workloadand churn patterns. The management policies and mechanisms were implementedusing a generic autonomic management framework developed during this work. Theexperimental evaluations of autonomic management show promising results, andsuggest several future research topics. The findings of this thesis could beexploited in building other distributed storage systems that focus onharnessing storage on user workstations, since these are particularly likely tobe exposed to varying, unpredictable conditions.
机译:本文研究了自主管理在分布式存储系统中的应用。在局部区域的试验台上进行了对性能和资源消耗的影响的测量。实验是使用一种特定的分布式存储系统的组件进行的,但力求适用于广泛的此类系统,尤其是那些暴露在外的系统。适应不同的条件。分布式存储系统的感知特性取决于其配置参数和各种动态条件。对于给定的一组条件,就诸如资源消耗和性能之类的度量而言,一种特定的配置可能比另一种更好。在此,动态设置配置参数值,并将结果与​​静态配置进行比较。假设是,在不变的条件下,这将允许系统收敛于比任何先验设置更合适的配置。此外,系统可以通过采用更适当的配置来对条件的变化做出反应。自主管理已应用于分布式存储系统ASA的对等(P2P)和数据检索组件。对各种工作量和客户流失模式进行了实验测量。管理策略和机制是使用在此工作中开发的通用自主管理框架实施的。自主管理的实验评估显示出可喜的结果,并提出了一些未来的研究课题。本文的发现可用于构建其他集中于在用户工作站上利用存储的分布式存储系统,因为这些存储极有可能暴露于各种不可预测的条件下。

著录项

  • 作者

    Tauber, Markus;

  • 作者单位
  • 年度 2010
  • 总页数
  • 原文格式 PDF
  • 正文语种 {"code":"en","name":"English","id":9}
  • 中图分类

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