公开(公告)号：US11204805B2

公开(公告)日：2021-12-21

申请号：US16608113

申请日：2018-04-09

Applicant: NEC CORPORATION

Inventor： Akihiro Yabe ,  Masato Asahara ,  Ryohei Fujimaki

IPC: G06F9/48 ,  G06F9/50

Abstract: A computational resource management apparatus is for managing a cluster system that executes a plurality of tasks. The computational resource management apparatus includes a condition specification unit that specifies a relationship between computational resources of the cluster system and computation time, a dependency relationship between tasks, and an execution time limit of each task, and a scheduling unit that determines, for each task, an execution sequence and computational resources to be allocated from among the computational resources of the cluster system, based on the relationship between the computational resources and computation time and the dependency relationship that are specified, such that the execution time limit is met.

公开(公告)号：US10963297B2

公开(公告)日：2021-03-30

申请号：US16085097

申请日：2017-04-27

Applicant: NEC Corporation

Inventor： Masato Asahara ,  Akihiro Yabe ,  Kyota Kanno ,  Ryohei Fujimaki

IPC: G06F9/48 ,  G06N20/00 ,  G06F11/34 ,  G06F9/50 ,  G06N5/00 ,  G06N7/00

Abstract: A computational resource management device uses a measured value of an execution time of data processing, a measured value of a resource amount, and a feature of input data as training data to learn a model indicating a relationship between the execution time and the resource. The device 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, and uses the estimated value of the execution time, a variation index indicating variation in the estimated value of the execution time, and distribution of estimated residuals to calculate a resource amount required in the scheduled data processing. The device creates an execution plan of the scheduled data processing, based on the estimated value of the execution time, the variation index, the distribution of estimated residuals, and the calculated resource amount.