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Dynamic Load Balancing with Tokens

机译:带令牌的动态负载平衡

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Efficiently exploiting the resources of data centers is a complex task that requires efficient and reliable load balancing and resource allocation algorithms. The former are in charge of assigning jobs to servers upon their arrival in the system, while the latter are responsible for sharing server resources between their assigned jobs. These algorithms should take account of various constraints, such as data locality, that restrict the feasible job assignments. In this paper, we propose a token-based mechanism that efficiently balances load between servers without requiring any knowledge on job arrival rates and server capacities. Assuming a balanced fair sharing of the server resources, we show that the resulting dynamic load balancing is insensitive to the job size distribution. Its performance is compared to that obtained under the best static load balancing and in an ideal system that would constantly optimize the resource utilization.
机译:有效地利用数据中心的资源是一项复杂的任务,需要高效且可靠的负载平衡和资源分配算法。前者负责在服务器到达系统后将作业分配给服务器,而后者则负责在其分配的作业之间共享服务器资源。这些算法应考虑各种约束,例如数据局部性,这些约束会限制可行的作业分配。在本文中,我们提出了一种基于令牌的机制,该机制可有效平衡服务器之间的负载,而无需任何有关工作到达率和服务器容量的知识。假设服务器资源的均衡公平共享,我们表明所产生的动态负载平衡对作业大小分布不敏感。将其性能与最佳静态负载平衡下以及在不断优化资源利用率的理想系统中获得的性能进行比较。

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