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STRUCTURED MACHINE LEARNING FRAMEWORK

机译:结构化的机器学习框架

摘要

Disclosed is a computing device. The computing device can include a processor and a memory. The memory can store instructions that, when executed by the processor, can cause the processor to perform operations. The operations can comprise determining a computational burden for a component of an application, developing a cost model, and generating resource provisioning set points. The component of the application can execute at a specified performance level. The cost model can specify a cost to execute the component of the application over a range of performance levels. The range of performance levels can include the specified performance level. Each of the resource provisioning set points can indicate a quantity of compute nodes assigned for each phase of the component of the application. The quantity of compute nodes can be based on the specified performance level and the cost to execute the component of the application.
机译:公开了一种计算设备。该计算设备可以包括处理器和存储器。存储器可以存储指令,这些指令在由处理器执行时可以使处理器执行操作。这些操作可以包括确定应用程序组件的计算负担,开发成本模型以及生成资源供应设置点。应用程序的组件可以在指定的性能级别上执行。成本模型可以指定在一系列性能级别上执行应用程序组件的成本。性能级别范围可以包括指定的性能级别。每个资源供应设置点可以指示为应用程序组件的每个阶段分配的计算节点数量。计算节点的数量可以基于指定的性能级别和执行应用程序组件的成本。

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