Title:
METHOD AND SYSTEM FOR CONSTRUCTING NEURAL NETWORK ARCHITECTURE SEARCH FRAMEWORK, DEVICE, AND MEDIUM
Document Type and Number:
WIPO Patent Application WO/2022/127299
Kind Code:
A1
Abstract:
A method and system for constructing a neural network architecture search framework, a device, and a non-volatile computer readable storage medium. The method comprises: generating an initial supernetwork structure in a supernetwork class according to a search space configuration file, and pre-training a supernetwork in the initial supernetwork structure by means of a data set (S1); sampling a sub-network in the pre-trained supernetwork by means of a controller, and configuring a corresponding head network and neck network in the sub-network according to a task type to form a sub-task network (S2); training the sub-task network, and updating the initial supernetwork structure according to the training result to obtain a supernetwork structure (S3); and verifying the supernetwork structure on the basis of a plurality of sub-task networks, optimizing the supernetwork and the controller by means of the verification result, repeating the controller-involved sampling, verifying, and optimizing process until the number of repetitions reaches a threshold, and selecting a supernetwork structure having the optimal verification result as a neural network architecture search framework (S4).
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Inventors:
ZHOU ZHENZHEN (CN)
LI FENG (CN)
ZHANG XIAOLAN (CN)
LI FENG (CN)
ZHANG XIAOLAN (CN)
Application Number:
PCT/CN2021/122255
Publication Date:
June 23, 2022
Filing Date:
September 30, 2021
Export Citation:
Assignee:
INSPUR SUZHOU INTELLIGENT TECHNOLOGY CO LTD (CN)
International Classes:
G06N3/04
Foreign References:
| CN112633471A | 2021-04-09 | |||
| CN111968635A | 2020-11-20 | |||
| CN111797983A | 2020-10-20 | |||
| CN110782034A | 2020-02-11 | |||
| US20200082275A1 | 2020-03-12 |
Attorney, Agent or Firm:
BEIJING WANHUIDA LAW FIRM (CN)
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