Building parallel regeneration trees in distributed storage systems with asymmetric links

Jun Li, Shuang Yang, Xin Wang
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引用次数: 9

Abstract

Distributed storage systems provide reliable storage service by storing data, with a certain amount of redundancy, into a substantial number of storage nodes. In order to compensate the data loss incurred by node failures, the lost data should be regenerated. Tree-structured regeneration, during which storage nodes may relay the network traffic, has shown its potential to improve the efficiency of the regeneration process in the network with symmetric links. In this paper, we consider tree-structured regeneration in the network with asymmetric links, and analyze its expected time spend during the regeneration. Moreover, we further reduce the regeneration time by constructing multiple parallel regeneration trees. We proposed two optimal algorithms with polynomial time complexity, to construct multiple edge-disjoint and multiple edge-sharing parallel regeneration trees, respectively. We evaluate our algorithms by the simulation using real data measured in PlanetLab. The simulation results show that multiple parallel regeneration trees can reduce the regeneration time by 75% and keep the file availability more than 98%.
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非对称链路分布式存储系统中并行再生树的构建
分布式存储系统将具有一定冗余的数据存储在数量可观的存储节点中,为用户提供可靠的存储服务。为了补偿节点故障造成的数据丢失,需要重新生成丢失的数据。在具有对称链路的网络中,树状结构再生可以提高再生过程的效率。在树状结构再生过程中,存储节点可以转发网络流量。本文考虑具有非对称链路的网络中的树结构再生,并分析了再生过程中的预期时间。此外,我们通过构建多个并行再生树来进一步缩短再生时间。提出了两种时间复杂度为多项式的最优算法,分别构建了多条边不相交和多条边共享的并行再生树。我们通过使用PlanetLab测量的真实数据进行模拟来评估我们的算法。仿真结果表明,多个并行再生树可使再生时间减少75%,使文件可用性保持在98%以上。
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