Assessing the impact of reactive workloads on the performance of Web applications

A. Pereira, Leonardo Silva, Wagner Meira Jr, W. Santos
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引用次数: 15

Abstract

Designing systems with better performance and scalability is a real need to fulfill the user demands and generate profitable Web services. Being able to mimic user behavior and the workload they generate on the servers is fundamental to evaluate the performance of systems and their improvements. One aspect that is usually neglected by workload generators is the user reactivity, that is, how the users react to variable server response time. Further, it is not clear how the reactivity-related changes in the user generated workload affect the server and how these dependences converge. This paper addresses this problem by proposing, implementing, and validating a workload generator that accounts for reactivity while interacting with servers. Our workload generator is used, for instance, to generate workloads based on a TPC-W benchmark. These workloads are used to assess the impacts of reactivity on the performance of a Web application. The results show significant changes in terms of throughput and response time for the experiments, raising the possibility of improving the performance of Web systems considering user reactivity.
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评估响应性工作负载对Web应用程序性能的影响
设计具有更好性能和可伸缩性的系统是满足用户需求和生成有利可图的Web服务的实际需要。能够模拟用户行为及其在服务器上生成的工作负载是评估系统性能及其改进的基础。工作负载生成器通常忽略的一个方面是用户响应性,即用户如何对可变的服务器响应时间做出反应。此外,还不清楚用户生成的工作负载中与响应性相关的更改如何影响服务器,以及这些依赖关系如何汇聚。本文通过提出、实现和验证一个工作负载生成器来解决这个问题,该生成器在与服务器交互时考虑了响应性。例如,我们的工作负载生成器用于基于TPC-W基准生成工作负载。这些工作负载用于评估响应性对Web应用程序性能的影响。结果显示了实验在吞吐量和响应时间方面的显著变化,提高了考虑用户响应性来改进Web系统性能的可能性。
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