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SCHEDULING MAPREDUCE TASKS BASED ON ESTIMATED WORKLOAD DISTRIBUTION

机译:基于估计的工作量分配计划任务

摘要

A method for scheduling MapReduce tasks includes receiving a set of task statistics corresponding to task execution within a MapReduce job, estimating a completion time for a set of tasks to be executed to provide an estimated completion time, calculating a soft decision point based on a convergence of a workload distribution corresponding to a set of executed tasks, calculating a hard decision point based on the estimated completion time for the set of tasks to be executed, determining a selected decision point based on the soft decision point and the hard decision point, and scheduling upcoming tasks for execution based on the selected decision point. The method may also include estimating a map task completion time and estimating a shuffle operation completion time. A computer program product and computer system corresponding to the method are also disclosed.
机译:一种用于调度MapReduce任务的方法,包括:接收与MapReduce作业中的任务执行相对应的一组任务统计信息;估计要执行的一组任务的完成时间以提供估计的完成时间;基于收敛来计算软决策点与一组已执行任务相对应的工作负荷分布,基于要执行的一组任务的估计完成时间计算硬决策点,基于软决策点和硬决策点确定选择的决策点,以及根据选定的决策点安排即将执行的任务以执行。该方法还可以包括估计地图任务完成时间和估计随机操作完成时间。还公开了与该方法相对应的计算机程序产品和计算机系统。

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