Distributed Metadata Management Based on Hierarchical Bloom Filters in Data Grid

Shihua Chen, Xiaomeng Huang, Pengzhi Xu, Weimin Zheng
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引用次数: 5

Abstract

Distributed metadata management is an important issue in the design and implementation of Data Grid. The key challenge lies in the strategies of metadata synchronization and the representation of the distributed metadata. We have designed a Hierarchical Bloom Filter, which consists of two level Bloom filters, to facilitate the metadata management. A Recent Bloom Filter at the top level is based on the list of recent accessed files while a Summary Bloom Filter at the bottom level represents the set of entire files. Furthermore, we propose a novel update scheme to make Recent Bloom Filters synchronized among metadata servers. Each metadata server could use the Hierarchical Bloom Filters to reduce the update frequency and the network overhead. The experimental results show that the Hierarchical Bloom Filters improve the performance and scalability of Data Grid markedly.
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基于数据网格分层Bloom过滤器的分布式元数据管理
分布式元数据管理是数据网格设计和实现中的一个重要问题。关键的挑战在于元数据的同步策略和分布式元数据的表示。为了便于元数据的管理,我们设计了一个分层的Bloom Filter,它由两个层次的Bloom Filter组成。最近的布隆过滤器在顶层是基于最近访问的文件列表,而摘要布隆过滤器在底层表示整个文件的集合。此外,我们提出了一种新的更新方案,使最近的布隆过滤器在元数据服务器之间同步。每个元数据服务器都可以使用分层布隆过滤器来降低更新频率和网络开销。实验结果表明,分层布隆滤波器显著提高了数据网格的性能和可扩展性。
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