Load balancing policies without feedback using timed replicas

IF 1 4区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Performance Evaluation Pub Date : 2023-10-11 DOI:10.1016/j.peva.2023.102381
Rooji Jinan , Ajay Badita , Tejas Bodas , Parimal Parag
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Abstract

Dispatching policies such as join the shortest queue (JSQ), join the queue with smallest workload (JSW), and their power of two variants are used in load balancing systems where the instantaneous queue length or workload information at all queues or a subset of them can be queried. In situations where the dispatcher has an associated memory, one can minimize this query overhead by maintaining a list of idle servers to which jobs can be dispatched. Recent alternative approaches that do not require querying such information include the cancel-on-start and cancel-on-complete replication policies. The downside of such policies however is that the servers must communicate either the start or the completion time instant of each service to the dispatcher and must allow the coordinated and instantaneous cancellation of all redundant replicas. In practice, the requirements of query messaging, memory, and replica cancellation pose challenges in their implementation and their advantages are not clear. In this work, we consider load-balancing policies that do not need to query load information, do not need memory, and do not need to cancel replicas. Our policies allow the dispatcher to append a timer to each job or its replica. A job or a replica is discarded if its timer expires before it starts receiving service. We analyze several variants of this policy which are novel and simple to implement. We numerically observe that the variants of the proposed policy outperform popular feedback-based policies for low arrival rates, despite no feedback from servers to the dispatcher.

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使用定时副本的无反馈负载平衡策略
调度策略,如加入最短队列(JSQ)、加入工作负载最小的队列(JSW),以及它们的两种变体功能,都用于负载平衡系统中,在这些系统中,可以查询所有队列或其中一个子集的瞬时队列长度或工作负载信息。在调度程序具有关联内存的情况下,可以通过维护空闲服务器列表来最小化查询开销,这些空闲服务器可以将作业分派到这些服务器上。最近不需要查询此类信息的替代方法包括启动时取消复制策略和完成时取消复制策略。然而,这种策略的缺点是服务器必须将每个服务的开始时间或完成时间瞬间与调度程序通信,并且必须允许协调和即时取消所有冗余副本。在实践中,查询消息传递、内存和副本取消的需求给它们的实现带来了挑战,而且它们的优势并不清楚。在这项工作中,我们考虑了不需要查询负载信息、不需要内存、不需要取消副本的负载均衡策略。我们的策略允许调度程序为每个作业或其副本附加一个计时器。如果作业或副本的定时器在开始接受服务之前过期,则丢弃该作业或副本。我们分析了该策略的几种变体,它们新颖且易于实现。我们在数值上观察到,尽管没有从服务器到调度程序的反馈,但对于低到达率,建议策略的变体优于流行的基于反馈的策略。
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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来源期刊
Performance Evaluation
Performance Evaluation 工程技术-计算机:理论方法
CiteScore
3.10
自引率
0.00%
发文量
20
审稿时长
24 days
期刊介绍: Performance Evaluation functions as a leading journal in the area of modeling, measurement, and evaluation of performance aspects of computing and communication systems. As such, it aims to present a balanced and complete view of the entire Performance Evaluation profession. Hence, the journal is interested in papers that focus on one or more of the following dimensions: -Define new performance evaluation tools, including measurement and monitoring tools as well as modeling and analytic techniques -Provide new insights into the performance of computing and communication systems -Introduce new application areas where performance evaluation tools can play an important role and creative new uses for performance evaluation tools. More specifically, common application areas of interest include the performance of: -Resource allocation and control methods and algorithms (e.g. routing and flow control in networks, bandwidth allocation, processor scheduling, memory management) -System architecture, design and implementation -Cognitive radio -VANETs -Social networks and media -Energy efficient ICT -Energy harvesting -Data centers -Data centric networks -System reliability -System tuning and capacity planning -Wireless and sensor networks -Autonomic and self-organizing systems -Embedded systems -Network science
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