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COMPUTATIONAL RESOURCE MANAGEMENT DEVICE, COMPUTATIONAL RESOURCE MANAGEMENT METHOD, AND COMPUTER-READABLE RECORDING MEDIUM

机译:计算资源管理装置,计算资源管理方法和计算机可读记录介质

摘要

Computational resource management device includes a model learning unit that uses a measured value of an execution time of data processing, a measured value of a deresource amount, and a feature of input data as training data to learn a model indicating relationship between the execution time and the resource, an execution time estimation unit that inputs, into the model, a feature of data scheduled to be input to calculate an estimated value of the execution time of the scheduled data processing, a resource amount calculation unit that uses the estimated value, a variation index indicating variation in the estimated value, and distribution of estimated residuals to calculate resource amount required in the scheduled data processing, and an execution plan creation unit that creates an execution plan of the scheduled data processing, based on the estimated value, the variation index, the distribution of estimated residuals, and the calculated resource amount.
机译:计算资源管理装置包括模型学习单元,该模型学习单元使用数据处理的执行时间的测量值,去资源量的测量值以及输入数据的特征作为训练数据,以学习指示执行时间与执行时间之间的关系的模型。资源,执行时间估计单元,将估计要输入的数据的特征输入模型以计算预定数据处理的执行时间的估计值的模型,使用该估计值的资源量计算单元,表示估计值的变化的变差指标,用于计算预定数据处理所需的资源量的估计残差的分布,以及基于估计值,该变化来创建预定数据处理的执行计划的执行计划创建单元。索引,估计的残差分布和计算的资源量。

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