Deep learning training platform

A deep learning and training platform technology, applied in the field of deep learning, can solve problems such as service interruption, and achieve the effect of upgrading

Active Publication Date: 2021-11-09
INSPUR SUZHOU INTELLIGENT TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] In view of this, the purpose of the embodiment of the present invention is to propose a deep learning training platform, which solves the problem that the deep learning platform needs to perform software upgrades and interrupt services when users are using the deep learning training platform, so as to achieve , Without interrupting the service, the software upgrade can be realized, and the effectiveness of the upgrade can be verified during the upgrade process, and the software upgrade operation can be rolled back if any problem is found

Method used

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  • Deep learning training platform

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Embodiment Construction

[0018] In order to make the object, technical solution and advantages of the present invention clearer, the embodiments of the present invention will be further described in detail below in conjunction with specific embodiments and with reference to the accompanying drawings.

[0019] It should be noted that all expressions using "first" and "second" in the embodiments of the present invention are to distinguish two entities with the same name but different parameters or parameters that are not the same, see "first" and "second" It is only for the convenience of expression, and should not be construed as a limitation on the embodiments of the present invention, which will not be described one by one in the subsequent embodiments.

[0020] Based on the above purpose, the first aspect of the embodiments of the present invention proposes an embodiment of upgrading the deep learning training platform. figure 1 What is shown is a schematic diagram of an embodiment of the deep learn...

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Abstract

The invention discloses a deep learning training platform. The platform comprises: a plurality of software instances; deep learning training clusters; the service management end that is configured to receive a user request and distribute the user request to at least one of the plurality of software instances for processing; the cluster adapter that is configured to receive the processing results of the plurality of software instances and submit the processing results to the deep learning training cluster for training, wherein the service management end is configured to allocate a user request to other software instances during upgrading in response to confirmation of upgrading of a plurality of software instances in the plurality of software instances. The problem that when a user uses a deep learning training platform, the deep learning platform needs to interrupt service under the condition of software upgrading is solved. And software upgrading is realized under the conditions of not influencing the use of the user and not interrupting the service. In addition, the upgrading effectiveness can be verified in the upgrading process, and rollback of software upgrading operation can be carried out when problems are found.

Description

technical field [0001] The invention relates to the technical field of deep learning, in particular to a deep learning training platform. Background technique [0002] At present, artificial intelligence technology has developed rapidly, and various industries are rapidly undergoing intelligent transformation. As a representative of artificial intelligence, deep learning technology has produced a large number of constantly changing and rapidly developing needs for deep learning training in various fields. In the face of constantly innovative technologies and changing user needs, how to upgrade the deep learning platform has become a problem to be solved in the industry. Deep learning is a computing-intensive training task. If the service is interrupted during the software upgrade process, the training effect and user experience will be greatly affected, which in turn will affect the user's income from using the product. In the deep learning training platform, in order to e...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F8/65G06F9/455G06N3/08G06F11/14
CPCG06F8/65G06F9/45558G06N3/08G06F11/143G06F11/1433Y02D10/00
Inventor 荆荣讯陈培
Owner INSPUR SUZHOU INTELLIGENT TECH CO LTD
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