NEURAL ARCHITECTURE SEARCH BASED OPTIMIZED DNN MODEL GENERATION FOR EXECUTION OF TASKS IN ELECTRONIC DEVICE

摘要

Embodiments herein provide a NAS method of generating an optimized DNN model for executing a task in an electronic device. The method includes identifying the task to be executed in the electronic device. The method includes estimating a performance parameter to be achieved while executing the task. The method includes determining hardware parameters of the electronic device required to execute the task based on the performance parameter and the task, and determining optimal neural blocks from a plurality of neural blocks based on the performance parameter and the hardware parameter of the electronic device. The method includes generating the optimized DNN model for executing the task based on the optimal neural blocks, and executing the task using the optimized DNN model.