ARION: Aggregated Routing for In-Order Optimized Network Load Balancing in Data Centers

IF 5.3 3区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Efi Korenfeld, Joseph Kampeas, Omer Gurewitz
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引用次数: 0

Abstract

Modern data center networks support a wide range of applications with dynamic and diverse traffic patterns, necessitating effective load balancing to ensure performance and scalability. This paper presents ARION, a novel distributed load balancing algorithm designed for leaf-spine architectures. ARION utilizes flow aggregation and real-time link utilization metrics, enabling each leaf switch to make informed, congestionaware routing decisions without requiring any hardware modifications to the spine switches. This approach enables effective load distribution while substantially reducing packet reordering and associated overhead. We establish a theoretical framework to assess ARION’s performance, including convergence properties and a performance bound, demonstrating that it operates within a factor of 2 of the optimal solution under heavy loads. Comprehensive simulations covering various workloads and traffic types reveal that ARION consistently outperforms common alternatives such as ECMP, CONGA, DRILL, and LetFlow, achieving a superior balance between optimal load distribution and minimal packet reordering. ARION offers a scalable, low-overhead solution for the evolving demands of data center environments.
ARION:用于数据中心有序优化网络负载均衡的聚合路由
现代数据中心网络支持具有动态和多样化流量模式的广泛应用程序,因此需要有效的负载平衡以确保性能和可伸缩性。本文提出了一种针对叶-脊结构的分布式负载平衡算法ARION。ARION利用流量聚合和实时链路利用率指标,使每个叶子交换机能够做出明智的、拥塞感知的路由决策,而无需对主干交换机进行任何硬件修改。这种方法支持有效的负载分配,同时大大减少数据包重新排序和相关开销。我们建立了一个理论框架来评估ARION的性能,包括收敛性和性能界,证明它在重载下运行在最优解的2倍内。涵盖各种工作负载和流量类型的综合模拟表明,ARION始终优于常见的替代方案,如ECMP、CONGA、DRILL和LetFlow,在最佳负载分配和最小数据包重新排序之间实现了卓越的平衡。ARION为不断变化的数据中心环境需求提供了一种可扩展的、低开销的解决方案。
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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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INET framework
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OMNeT++
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