MANAS

This repository includes the implementation for Learning Basic Skills and Reuse: Modularized Adaptive Neural Architecture Search (MANAS):

Hanxiong Chen, Yunqi Li, He Zhu, Yongfeng Zhang. 2022.

Refernece

For inquiries contact Hanxiong Chen (hanxiong.chen@rutgers.edu) or Yongfeng Zhang (yongfeng.zhang@rutgers.edu)

Environments

Python>=3.6
numpy>=1.18.1
pytorch>=1.4.0
pandas>=1.1.0
scipy>=1.3.0
tqdm>=4.32.1
scikit_learn>=0.23.1

Datasets

• The processed datasets are in ./dataset/

• Amazon Datasets: The origin dataset can be found here.

Example to run the codes

• To guarantee the program can execute properly, please keep the directory structure as given in this repository. The parameter configuration file is located at ./src/config.py
• Example run:

# MANAS on Cellphone dataset
> cd ./src/
> python ./main.py --dataset Cellphone --child_model_path "../model/Cellphone_child_model.pt" --controller_model_path "../model/Cellphone_controller_model.pt"