Enhancing Fairness for Approximate Weighted Fair Queueing With a Single Queue

IF 3.6 3区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE IEEE/ACM Transactions on Networking Pub Date : 2024-03-14 DOI:10.1109/TNET.2024.3399212
Wei Chen;Ye Tian;Xin Yu;Bowen Zheng;Xinming Zhang
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Abstract

Weighted fair queueing (WFQ) is an essential strategy for enforcing bandwidth guarantee and isolation in high-speed networks. Unfortunately, implementing the original WFQ packet scheduling algorithm on today’s commodity switch hardware is challenging due to the prohibitive complexity. Approximate WFQ packet schedulers, which work with the cheap and widely available First-In First-Out (FIFO) queues, have been proposed as an alternative in recent years. In this paper, we show that both the ideal and the approximate WFQ packet schedulers are unable to allocate bandwidths to TCP flows fairly, because of the bursty nature of the TCP traffic. Furthermore, we find that the representative approximate WFQ schedulers further degrade the scheduling fairness, due to their excessive packet drops. To address these issues, we present novel approximate WFQ packet scheduling algorithms in this paper. Our initial design, namely SQ-WFQ, imposes the minimum hardware requirement by using one single FIFO queue, and effectively reduces the excessive packet drops. Extended from SQ-WFQ, we propose the SQ-EWFQ packet scheduling algorithm. SQ-EWFQ inherits all the merits of SQ-WFQ, and is adaptive to the bursty TCP traffic by tolerating short-term packet bursts, while enforcing a long-term fairness among the TCP flows. We have implemented our proposed schedulers on commodity hardware programmable switches, and achieve line rate packet scheduling with them. Experiment results from a real-world testbed and large-scale simulations show that SQ-WFQ and SQ-EWFQ outperform the state-of-the-art approximate schedulers regarding the scheduling fairness, and SQ-EWFQ allocates bandwidths to TCP flows more fairly than SQ-WFQ and other existing solutions.
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利用单队列提高近似加权公平排队的公平性
加权公平队列(WFQ)是在高速网络中执行带宽保证和隔离的基本策略。遗憾的是,由于复杂度过高,在当今的商品交换机硬件上实现原始 WFQ 数据包调度算法极具挑战性。近年来,人们提出了近似 WFQ 数据包调度器作为替代方案,这种调度器使用廉价且广泛可用的先进先出队列(FIFO)。本文表明,由于 TCP 流量的突发性,理想 WFQ 和近似 WFQ 数据包调度器都无法公平地为 TCP 流量分配带宽。此外,我们还发现,具有代表性的近似 WFQ 调度器会因过度丢包而进一步降低调度公平性。为了解决这些问题,我们在本文中提出了新型近似 WFQ 数据包调度算法。我们最初的设计,即 SQ-WFQ,通过使用单个 FIFO 队列实现了最低的硬件要求,并有效减少了过多的数据包丢弃。在 SQ-WFQ 的基础上,我们提出了 SQ-EWFQ 数据包调度算法。SQ-EWFQ 继承了 SQ-WFQ 的所有优点,通过容忍短期数据包突发,同时在 TCP 流量之间实现长期公平性,从而适应突发 TCP 流量。我们在商品硬件可编程交换机上实现了我们提出的调度器,并利用它们实现了线速数据包调度。来自实际测试平台和大规模仿真的实验结果表明,SQ-WFQ 和 SQ-EWFQ 在调度公平性方面优于最先进的近似调度器,而且 SQ-EWFQ 比 SQ-WFQ 和其他现有解决方案更公平地为 TCP 流量分配带宽。
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来源期刊
IEEE/ACM Transactions on Networking
IEEE/ACM Transactions on Networking 工程技术-电信学
CiteScore
8.20
自引率
5.40%
发文量
246
审稿时长
4-8 weeks
期刊介绍: The IEEE/ACM Transactions on Networking’s high-level objective is to publish high-quality, original research results derived from theoretical or experimental exploration of the area of communication/computer networking, covering all sorts of information transport networks over all sorts of physical layer technologies, both wireline (all kinds of guided media: e.g., copper, optical) and wireless (e.g., radio-frequency, acoustic (e.g., underwater), infra-red), or hybrids of these. The journal welcomes applied contributions reporting on novel experiences and experiments with actual systems.
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