公平的效率,或无饥饿的低平均延迟

Sergey Gorinsky, Christoph Jechlitschek
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引用次数: 14

摘要

文件传输、web下载和许多其他应用程序主要对其消息的最小延迟感兴趣。本文研究了如何合理分配瓶颈链路容量,从而有效而公平地传输消息。虽然SRPT(最短剩余处理时间)是一种最有效的算法,可以最小化消息的平均延迟,但是在重负载条件下,使用SRPT可能会饿死大消息。PS(处理器共享)和ViFi(虚拟完成时间优先)是公平的,但产生比SRPT更高的平均延迟。我们进一步探讨了公平算法,并证明了这类算法中没有最优效率的在线算法。然后,我们推导了一个公平的算法SFS(最短公平逗留),并报告了大量的实验证据,表明SFS在时间过载或稳态运行期间始终比PS甚至ViFi更有效,当平均负载在瓶颈链路容量附近时获得最大的收益。此外,公平SFS下的平均延迟仍然接近于不公平SRPT下的最小延迟。
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Fair Efficiency, or Low Average Delay without Starvation
File transfer, web download, and many other applications are primarily interested in minimal delay achievable for their messages. In this paper, we investigate allocating the bottleneck link capacity to transmit messages efficiently but fairly. While SRPT (Shortest Remaining Processing Time) is an optimally efficient algorithm that minimizes average delay of messages, large messages might starve under SRPT in heavy load conditions. PS (Processor Sharing) and ViFi (Virtual Finish Time First) are fair but yield higher average delays than under SRPT. We explore the class of fair algorithms further and prove that no online algorithm in this class is optimally efficient. Then, we derive a fair algorithm SFS (Shortest Fair Sojourn) and report extensive experimental evidence that SFS is consistently more efficient than PS and even ViFi during either temporal overload or steady-state operation, with largest benefits achieved when average load is around the bottleneck link capacity. Furthermore, average delay under the fair SFS remains close to the minimum attained under the unfair SRPT.
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