awnas: A Modularized and Extensible NAS framework
Abstract
Neural Architecture Search (NAS) has received extensive attention due to its capability to discover neural network architectures in an automated manner. awnas is an open-source Python framework implementing various NAS algorithms in a modularized manner. Currently, awnas can be used to reproduce the results of mainstream NAS algorithms of various types. Also, due to the modularized design, one can simply experiment with different NAS algorithms for various applications with awnas (e.g., classification, detection, text modeling, fault tolerance, adversarial robustness, hardware efficiency, and etc.). Codes and documentation are available at https://github.com/walkerning/awnas.
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