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NEURAL NETWORK ARCHITECTURE SEARCH METHOD AND APPARATUS, DEVICE AND MEDIUM

机译:神经网络架构搜索方法和装置,装置和介质

摘要

Provided by the present application is a neural network architecture search method, which is applied to a search system. The search system comprises a generator and a searcher. The method comprises that: the generator generates a plurality of neural network architectures according to a search space; the searcher acquires evaluation index values of a plurality of sub-models on first hardware that are obtained according to the plurality of neural network architectures; and according to the neural network architectures corresponding to the plurality of sub-models and the evaluation index values of the plurality of sub-models on the first hardware, the searcher determines a first target neural network architecture that meets a preset condition. In the foregoing manner, the decoupling of different initial sub-model training processes and the decoupling of the neural network architecture search process and the initial sub-model training process are achieved, the search time is shortened, and the search efficiency is improved.
机译:由本申请提供是一种神经网络架构搜索方法,其应用于搜索系统。搜索系统包括生成器和搜索者。该方法包括:发电机根据搜索空间生成多个神经网络架构;搜索者在根据多个神经网络架构获得的第一个硬件上获取多个子模型的评估索引值;并且根据对应于多个子模型的神经网络架构和第一硬件上的多个子模型的评估指标值,搜索器确定符合预设条件的第一目标神经网络架构。以前述方式,实现了不同初始子模型训练过程的解耦和神经网络架构搜索过程的解耦和初始子模型训练过程,缩短了搜索时间,并提高了搜索效率。

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