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Adaptive Site Selection and Task Scheduling for Grid Workflow

机译:网格工作流的自适应站点选择和任务计划

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The availability and performance of Grid sites change dynamically, which makes it be a great challenge to design a good site selection and task scheduling mechanism for Grid workflows. A multi-stage Grid site evaluation and selection mechanism, involving site testing, time series based site performance prediction and adaptive selection, was proposed in this paper. In order to enhance reliability of workflow execution and potentially reduce execution time, an incremental task replication policy based on empirical CDF of queuing time of sites was introduced. The experiments done in Open Science Grid (OSG) proved that adaptive site selection and task scheduling proposed in this paper could control JRR and JSL in a reasonable range in a realistic Grid environment, and workflow execution performance could be greatly improved by initial site evaluation and task replication policies.
机译:Grid站点的可用性和性能会动态变化,这使得为Grid工作流设计良好的站点选择和任务调度机制成为一个巨大的挑战。提出了一种多阶段的网格站点评估与选择机制,包括站点测试,基于时间序列的站点性能预测和自适应选择。为了提高工作流执行的可靠性并可能减少执行时间,引入了基于站点排队时间的经验CDF的增量任务复制策略。在开放式科学网格(OSG)中进行的实验证明,本文提出的自适应站点选择和任务调度可以在现实的Grid环境中将JRR和JSL控制在合理的范围内,并且通过初始站点评估和改进可以大大提高工作流程的执行性能。任务复制策略。

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