Scheduling with privacy constraints

Sachin Kadloor, N. Kiyavash, P. Venkitasubramaniam
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引用次数: 13

Abstract

In multi-tasking systems where a finite resource is to be shared, a scheduler dictates how the resource is divided among competing processes. Examples of systems which have schedulers include, a computer where the CPU needs to be shared between the different threads running, a cloud computing infrastructure with shared computing resources, a network router serving packets from different streams etc. In such situations, when a processor is shared by multiple users, the delays experienced by jobs from one user are a function of the arrival pattern of jobs from other users, and the scheduling policy of the server. Consequently, a scheduling system creates a timing side channel in which information about arrival pattern from one user is inadvertently leaked to another. In this work, this information leakage is studied for a two user scheduling system. We first introduce a measure of privacy and then demonstrate that no scheduler can provide maximum privacy without idling/taking vacations, and consequently no policy can simultaneously be delay and privacy optimal.
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带隐私约束的调度
在共享有限资源的多任务系统中,调度程序指示如何在竞争进程之间分配资源。具有调度器的系统示例包括,需要在不同线程之间共享CPU的计算机,具有共享计算资源的云计算基础设施,服务来自不同流的数据包的网络路由器等。在这种情况下,当一个处理器由多个用户共享时,来自一个用户的作业所经历的延迟是来自其他用户的作业到达模式和服务器调度策略的函数。因此,调度系统创建了一个定时侧信道,其中来自一个用户的关于到达模式的信息无意中泄露给另一个用户。本文研究了一个双用户调度系统的信息泄漏问题。我们首先引入一种隐私度量,然后证明没有调度程序可以在不空转/休假的情况下提供最大的隐私,因此没有策略可以同时实现延迟和隐私最优。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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