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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

A computational resource management device 10 is provided with: a model-learning unit 11 for learning a model that indicates the relation of an execution time and a resource using, for training data, the measured value of execution time of data processing, the measured value of a resource amount, and the feature of input data; an execution time estimation unit 12 for inputting the feature of data expected to be inputted to the model and calculating the estimated value of execution time of data processing expected to be executed; a resource amount calculation unit 13 for calculating the amount of a resource needed for the data processing expected to be executed, using the estimated value of execution time, a fluctuation index indicating the fluctuation of the estimated value of execution time, and the distribution of estimation residuals; and an execution plan creation unit 14 for creating an execution plan for the data processing expected to be executed, on the basis of the estimated value of execution time, the fluctuation index, the distribution of estimation residuals, and the calculated amount of a resource.
机译:计算资源管理装置10包括:模型学习单元11,用于学习模型,该模型使用数据处理的执行时间的测量值作为训练数据来学习指示执行时间和资源的关系。资源量和输入数据的特征;执行时间估计单元12,用于将期望输入的数据的特征输入模型,并计算期望执行的数据处理的执行时间的估计值;资源量计算单元13,用于使用执行时间的估计值,指示执行时间的估计值的波动的波动指数和估计的分布来计算预期要执行的数据处理所需的资源量。残渣执行计划创建单元14,用于基于执行时间的估计值,波动指标,估计残差的分布以及计算出的资源量,为预期要执行的数据处理创建执行计划。

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