METHOD AND APPARATUS WITH NEURAL NETWORK ARCHITECTURE SEARCH

    公开(公告)号:US20230177308A1

    公开(公告)日:2023-06-08

    申请号:US17743906

    申请日:2022-05-13

    Inventor: WONHEE LEE

    CPC classification number: G06N3/04 G06F7/50

    Abstract: Disclosed is a method and apparatus for searching for an optimal architecture of a neural network. The apparatus may include a processor configured to generate a neural network loss based on parameters of a candidate architecture for the neural network, measure first hardware resources used in operation of the neural network with the candidate architecture, generate a prediction, using a hardware resource prediction model, of second hardware resources that would be used for operating the neural network with the candidate architecture, determine a hardware resource loss based on the first hardware resources and the second hardware resources, and determine a target architecture of the neural network based on the neural network loss and the hardware resource loss.

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