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Optimized deployment of analytic models in an edge topology

机译:优化部署边缘拓扑中的分析模型

摘要

Provided are techniques for optimized deployment of analytic models in an edge topology. A description of a multi-tiered edge topology with a plurality of nodes, a multimedia stream analytics composition, and performance objectives are received, where the multimedia stream analytics composition includes tasks that use analytic models. The analytic models are optimized and clustered to form clusters of optimized analytic models. A representative optimized analytic model is selected from each of the clusters. A configuration recommendation is determined that indicates deployment of the tasks and of each selected representative optimized analytic model on the plurality of nodes to meet the performance objectives. One or more workflows are generated from the configuration recommendation and executed on the plurality of nodes to generate output for the multimedia stream analytics composition.
机译:提供了用于优化边缘拓扑中分析模型的技术的技术。 接收到具有多个节点的多层边缘拓扑的描述,多媒体流分析组合物和性能目标,其中多媒体流分析组合物包括使用分析模型的任务。 分析模型进行了优化和聚集以形成优化的分析模型的集群。 从每个集群中选择代表优化的分析模型。 确定了配置推荐,该建议指示任务部署以及多个节点上的每个所选代表优化的分析模型的部署,以满足性能目标。 从配置推荐中生成一个或多个工作流程,并在多个节点上执行以生成多媒体流分析组合的输出。

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