Method and device for generating neural network model, electronic equipment and storage medium

A neural network model and model technology, applied in the computer field, can solve problems such as huge storage space and difficulty in effectively consuming computing resources, and achieve the effect of reducing memory space

Active Publication Date: 2020-09-15
BEIJING BAIDU NETCOM SCI & TECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

The complex model has good performance, but its huge storage space and high computing resource consumption make it difficult to effectively apply it on various hardware platforms and provide real-time services

Method used

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  • Method and device for generating neural network model, electronic equipment and storage medium
  • Method and device for generating neural network model, electronic equipment and storage medium
  • Method and device for generating neural network model, electronic equipment and storage medium

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Embodiment Construction

[0016] Exemplary embodiments of the present application are described below in conjunction with the accompanying drawings, which include various details of the embodiments of the present application to facilitate understanding, and they should be regarded as exemplary only. Accordingly, those of ordinary skill in the art will recognize that various changes and modifications of the embodiments described herein can be made without departing from the scope and spirit of the application. Also, descriptions of well-known functions and constructions are omitted in the following description for clarity and conciseness.

[0017] figure 1 An exemplary architecture 100 to which the method for generating a neural network model or the device for generating a neural network model of the present application can be applied is shown.

[0018] Such as figure 1 As shown, the system architecture 100 may include terminal devices 101 , 102 , 103 , a network 104 and a server 105 . The network 10...

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Abstract

The embodiment of the invention discloses a method and device for generating a neural network model, electronic equipment and a storage medium, and relates to the technical field of artificial intelligence, deep learning and image processing. According to the specific implementation scheme, the method comprises the steps: executing a plurality of iterative search operations, wherein the iterativesearch operation comprises the following steps of: determining a target compression strategy of a preset neural network model in a search space of a preset compression strategy by adopting a preset compression strategy controller, wherein the compression strategy comprises a pruning and quantifying combined strategy; according to the target compression strategy, pruning and quantifying a preset neural network model to obtain a current compressed model and obtain the performance of the current compressed model; and generating feedback information based on the performance of the compressed model, and determining the current compressed model as a generated target neural network model in response to determining that the feedback information reaches a preset convergence condition. According tothe method, the optimal model compression strategy can be searched.

Description

technical field [0001] The embodiments of the present application relate to the field of computer technology, further to the field of artificial intelligence, deep learning and image processing technology, and specifically to a method, device, electronic device and storage medium for generating a neural network model. Background technique [0002] With the continuous development of artificial intelligence technology, the performance of deep neural networks has reached unprecedented heights. Complex models have good performance, but their huge storage space and high consumption of computing resources make it difficult to effectively apply them on various hardware platforms and provide real-time services. Contents of the invention [0003] Provided are a method, device, electronic equipment and storage medium for generating a neural network model. [0004] According to the first aspect, there is provided a method for generating a neural network model, the method includes pe...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06N3/04G06N3/08
CPCG06N3/082G06N3/044G06N3/045Y02D10/00
Inventor 希滕张刚温圣召
Owner BEIJING BAIDU NETCOM SCI & TECH CO LTD
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