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DAS: A dynamic assignment scheduling algorithm for stream computing in distributed applications

机译:DAS:用于分布式应用程序中的流计算的动态分配调度算法

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Due to the unpredictability of continuous data in distributed applications, it is hard for system to deal with data explosion in limited time. As a result, traditional static data storage technology fails to meet the demands for real-time data processing. To improve processing ability, many parallel processing structures are proposed, which brings up the problem that how the parallel machines can be scheduled to maximize their efficiency. Accordingly, a dynamic assignment scheduling algorithm for stream computing is proposed and a stream query graph is built to calculate the weight of every edge. The edge with the minimum weight is selected to send tuples. Simulation results show that the proper number of the logic machines could dramatically reduce system response time. Furthermore, system context switching is reduced by increasing the number of tuples sent every time.
机译:由于分布式应用程序中连续数据的不可预测性,因此系统很难在有限的时间内处理数据爆炸。结果,传统的静态数据存储技术无法满足实时数据处理的需求。为了提高处理能力,提出了许多并行处理结构,这提出了如何调度并行机以使其效率最大化的问题。因此,提出了一种用于流计算的动态分配调度算法,并建立了流查询图以计算每个边缘的权重。选择权重最小的边来发送元组。仿真结果表明,适当数量的逻辑机可以显着减少系统响应时间。此外,通过增加每次发送的元组的数量来减少系统上下文切换。

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