Probability-based dispatching framework for speed-test applications: design and implementation

Francesco D'Alterio, Marco Teodori, L. Rea, F. Matera
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Abstract

Speed-test applications come handy to validate the compliance of any established network connection against the pre-negotiated E2E QoS indicators, even though they have cope with strict requirements to provide correct measures to any user. Therefore Software-Defined Networking approaches can help these measurement instruments driving the choice in terms of paths and resources. In this framework we show a speed-test application which tackles the user-server assignation problem proposing a client-base dispatching framework which operates leveraging two sets of parameters named endogenous (measured by the client itself) and exogenous (requiring the interaction with external elements). Framework implementation is documented, for which step-by-step evaluation of such parameters is provided, followed by their context-dependent optimization via a stochastic gradient-descent approach properly tuned to operate in a real distributed speed-test facility.
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基于概率的速度测试应用调度框架:设计与实现
速度测试应用程序可以方便地根据预先协商的端到端QoS指标验证任何已建立的网络连接的合规性,即使它们已经处理严格的要求以向任何用户提供正确的度量。因此,软件定义网络方法可以帮助这些测量工具在路径和资源方面驱动选择。在这个框架中,我们展示了一个速度测试应用程序,它解决了用户-服务器分配问题,提出了一个基于客户端的调度框架,该框架利用两组参数进行操作,称为内生参数(由客户端本身测量)和外源性参数(需要与外部元素交互)。框架实现是文档化的,提供了这些参数的逐步评估,然后通过随机梯度下降方法进行上下文相关的优化,适当调整以在真实的分布式速度测试设施中运行。
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