数据集群系统中的联盟案例

Honggang Zhang, Sudarshan Vasudevan, Ran Li, D. Towsley
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引用次数: 8

摘要

我们提出了一个论点,赞成在由具有不同上传能力的对等组成的数据集群系统中形成对等联盟。联盟是一组具有相同上传能力的节点,它们通过阻塞和容量分配策略显式地与联盟内的其他节点合作。此外,每个节点通过可能不同的阻塞和容量分配策略与其联盟之外的其他节点进行交互。本文重点研究了不同阻塞策略的效率,假设节点不与其联盟外的其他节点共享数据。我们首先开发了一个分析模型,准确地预测了采用BitTorrent针锋相对的窒息策略的同行联盟的性能。我们的模型突出了以牙还牙策略的一些低效之处。因此,我们提出了一种随机窒息策略,并证明了它可以帮助联盟获得接近最优的性能,并且明显优于以牙还牙策略和通通窒息策略。利用合作博弈论证明了稳定联盟的存在性,并证明了当同伴采用我们的合作意识更好的响应策略时,动态联盟形成过程的收敛性。通过广泛的模拟,我们证明了联盟形成带来的显著性能优势。
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A case for coalitions in data swarming systems
We present an argument in favor of forming coalitions of peers in a data swarming system consisting of peers with different upload capacities. A coalition is a set of peers with the same upload capacity that explicitly cooperate with other peers inside the coalition via choking and capacity allocation strategies. Further, each peer interacts with other peers outside its coalition via potentially distinct choking and capacity allocation strategies. This paper focuses on the efficiency of different choking strategies, assuming that peers do not share data with other peers outside their coalitions. We first develop an analytical model that accurately predicts the performance of a coalition of peers adopting BitTorrent's Tit-for-Tat choking strategy. Our model highlights a number of inefficiencies of Tit-for-Tat strategy. Accordingly, we propose a random choking strategy, and show that it can help a coalition achieve near-optimal performance and it significantly outperforms not only Tit-for-Tat strategy but also unchoke-all strategy. Using cooperative game theory, we prove the existence of stable coalitions, and demonstrate the convergence of the dynamic coalition formation process when peers use our cooperation-aware better response strategy. Using extensive simulations, we demonstrate significant performance benefits due to coalition formation.
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