Choosing replica placement heuristics for wide-area systems

M. Karlsson, C. Karamanolis
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引用次数: 132

Abstract

Data replication is used extensively in wide-area distributed systems to achieve low data-access latency. A large number of heuristics have been proposed to perform replica placement. Practical experience indicates that the choice of heuristic makes a big difference in terms of the cost of required infrastructure (e.g., storage capacity and network bandwidth), depending on system topology, workload and performance goals. We describe a method to assist system designers choose placement heuristics that meet their performance goals for the lowest possible infrastructure cost. Existing heuristics are classified according to a number of properties. The inherent cost (lower bound) for each class of heuristics is obtained for given system, workload and performance goals. The system designer compares different classes of heuristics on the basis of these lower bounds. Experimental results show that choosing a heuristic with the proposed methodology results in up to 7 times lower cost compared to using an "obvious " heuristic, such as caching.
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广域系统的副本放置启发式选择
数据复制广泛应用于广域分布式系统中,以实现较低的数据访问延迟。已经提出了大量的启发式方法来执行副本放置。实践经验表明,根据系统拓扑、工作负载和性能目标,启发式的选择在所需基础设施(例如,存储容量和网络带宽)的成本方面有很大的不同。我们描述了一种方法来帮助系统设计者选择放置启发式,以满足他们的性能目标,以尽可能低的基础设施成本。现有的启发式是根据一些属性进行分类的。针对给定的系统、工作负载和性能目标,得到了每一类启发式算法的固有代价(下界)。系统设计者在这些下界的基础上比较不同类型的启发式。实验结果表明,与使用“明显的”启发式方法(如缓存)相比,使用该方法选择启发式方法的成本可降低7倍。
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