US 12,032,571 B2
AI model optimization method and apparatus
Kaiyuan Xie, Hangzhou (CN); Xiaolong Bai, Hangzhou (CN); Wenqi Fu, Hangzhou (CN); Chenghui Yu, Gui'an (CN); and Weimin Zhou, Shenzhen (CN)
Assigned to Huawei Cloud Computing Technologies Co., Ltd., Gui'an (CN)
Filed by Huawei Cloud Computing Technologies Co., Ltd., Guizhou (CN)
Filed on Mar. 15, 2022, as Appl. No. 17/694,970.
Application 17/694,970 is a continuation of application No. PCT/CN2020/097973, filed on Jun. 24, 2020.
Claims priority of application No. 201910877331.6 (CN), filed on Sep. 17, 2019; and application No. 202010423371.6 (CN), filed on May 19, 2020.
Prior Publication US 2022/0197901 A1, Jun. 23, 2022
Int. Cl. G06F 7/00 (2006.01); G06F 16/2453 (2019.01); G06N 20/00 (2019.01)
CPC G06F 16/2453 (2019.01) [G06N 20/00 (2019.01)] 6 Claims
OG exemplary drawing
 
1. A computing device comprising:
a memory storing executable instructions;
a processor configured to execute the executable instructions to perform operations of:
receiving an AI model and search configuration information, wherein the search configuration information comprises a plurality of search items and search item information, the search item information includes a search space for each search item and a search algorithm, and the search space limits a search range used when corresponding search is performed, and different search items indicate different search categories for performing optimization information search on the AI model, wherein the received plurality of search items comprise at least two categories of hyperparameter search, network architecture search, data augmentation search, loss function search, optimizer search, and model compression policy search;
executing, optimization on the AI model according to search configuration information, to obtain an optimized model.