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Demo: Scaling on the Edge – A Benchmarking Suite for Human-in-the-Loop Applicationss

机译:演示:在边缘扩展–用于在环应用程序的基准套件

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Previous works on cloudlets, one of the earliest incarnation of edge computing, enable small data-centers at the edge of the Internet. Many futuristic applications become viable with these clusters that are only one wireless hop away. One of the most promising genres of these emerging applications is human-in-the-loop applications such as wearable cognitive assistance. In these applications, sensor data, for example video and audio, are continuously streamed to a cloudlet, where they are analyzed in realtime in order to assist users to complete a particular task. Benchmarking infrastructures for these human-in-the-loop applications is challenging - the main issue arises from the involvement of humans. Applications' execution path and resource utilization vary among users. In this demo we present a methodology and benchmarking suite capable of tackling this challenges through the use of prerecorded sensory input traces, which allows for efficient scaling of benchmark scenarios.
机译:最早的关于cloudlets的工作是边缘计算的最早形式之一,它使Internet边缘的小型数据中心成为可能。这些仅需一跳之遥的集群就可以实现许多未来应用。这些新兴应用程序中最有前途的类型之一是“环环相扣”应用程序,例如可穿戴认知辅助。在这些应用中,传感器数据(例如视频和音频)连续流式传输到cloudlet中,在其中实时分析它们,以帮助用户完成特定任务。这些人在环行应用程序的基准基础架构具有挑战性-主要问题来自人的参与。不同用户之间应用程序的执行路径和资源利用率各不相同。在本演示中,我们介绍了一种方法和基准测试套件,该套件可以通过使用预先记录的感官输入迹线来应对这些挑战,从而可以有效地缩放基准测试场景。

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