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Server resource allocation method and device

A technology of server resource and allocation method, which is applied in the direction of resource allocation, multi-programming device, neural learning method, etc., can solve the problem of low efficiency of resource allocation, and achieve the effect of improving efficiency

Pending Publication Date: 2022-07-22
BANK OF CHINA
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  • Abstract
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  • Claims
  • Application Information

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Problems solved by technology

[0004] In view of this, the embodiments of the present invention provide a method and device for allocating server resources, so as to solve the problems of low resource allocation efficiency existing in the existing way of allocating server resources.

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  • Server resource allocation method and device
  • Server resource allocation method and device
  • Server resource allocation method and device

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Embodiment Construction

[0038] The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only a part of the embodiments of the present invention, but not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art without creative efforts shall fall within the protection scope of the present invention.

[0039] In this application, the terms "comprising", "comprising" or any other variation thereof are intended to encompass a non-exclusive inclusion such that a process, method, article or device comprising a list of elements includes not only those elements, but also no Other elements expressly listed, or which are also inherent to such a process, method, article or apparatus. Without further limitation, an element qualified by the ph...

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Abstract

The invention discloses a server resource allocation method and device, which can be applied to the field of cloud computing. When a model training request sent by a target user and used for training a target model is received, obtaining a model algorithm code, a model parameter and a training data volume corresponding to the target model; inputting the model algorithm code, the model parameter and the training data volume into a preset resource estimation model for estimation so as to estimate a server resource demand interval required by a training target model; and under the condition that the server idle resource is greater than or equal to the first numerical value, distributing the server idle resource with a specific numerical value to the target user according to the idle resource proportion and the server resource demand interval. And an administrator does not need to check the model training requests one by one, so that the server resource allocation efficiency is improved.

Description

technical field [0001] The invention relates to the technical field of data processing, in particular to a method and device for allocating server resources. Background technique [0002] With the development of artificial intelligence technology, machine learning and deep learning technology are widely used in various industries, and corresponding model training needs to be carried out in advance when applying machine learning and deep learning. In order to meet the requirements of model training for resources such as memory, CPU, and GPU, server resources are usually provided for different users in a shared manner for model training. [0003] The existing method of allocating server resources is as follows: a user makes a request to an administrator to apply for corresponding server resources for model training, and the administrator reviews the request made by the user to allocate server resources. However, when many users make requests, the administrator needs to spend ...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F9/50G06N3/04G06N3/08
CPCG06F9/5027G06N3/04G06N3/08
Inventor 吴作鹏
Owner BANK OF CHINA
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