可变容量web应用程序的自适应准入控制

Vipul Mathur, Preetam Patil, V. Apte, K. Moudgalya
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引用次数: 8

摘要

可用于基于多层Web的应用程序的系统容量通常是一个动态量。大多数基于静态阈值的过载控制机制最适合于系统容量不变或已知瓶颈资源的情况。然而,随着容量的变化,准入控制机制需要动态适应。我们提出并实现了一种自适应接纳控制机制,该机制可以调整接纳的负载以补偿系统容量的变化。提出的解决方案是作为客户机和前端Web服务器之间的代理服务器实现的。代理监视“黑箱”性能指标——响应时间和成功完成请求的比率(goodput)。将这些测量作为系统状态的指示器,我们采用基于控制理论的反馈回路来动态确定接受请求的比率。目标是平衡响应时间的变化和goodput的变化,同时防止由于可用系统容量减少而导致的过载。我们在测试台上通过实验来评估我们的机制,发现它能够保持比静态准入控制方案更高的生产率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Adaptive admission control for web applications with variable capacity
The system capacity available to a multi-tier Web based application is often a dynamic quantity. Most static threshold-based overload control mechanisms are best suited to situations where the system's capacity is constant or the bottleneck resource is known. However, with varying capacity, the admission control mechanism needs to adapt dynamically. We propose and implement an adaptive admission control mechanism that adjusts the admitted load to compensate for changes in system capacity. The proposed solution is implemented as a proxy server between clients and front-end Web servers. The proxy monitors ‘black-box’ performance metrics-response time and rate of successfully completed requests (goodput). With these measurements as indicators of system state, we employ a control theory based feedback loop to dynamically determine the rate of admitted requests. The objective is to balance changes in response time and changes in goodput, while preventing overloads due to reduction in available system capacity. We evaluate our mechanism with experiments on a test-bed and find that it is able to maintain higher productivity than a static admission control scheme.
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