DARTS: Differentiable Architecture Search
This repository is a non-official implementation.
Introduction of DARTS
https://speakerdeck.com/udonda/darts-differentiable-architecture-search
Usage
- Run
bash scripts/1_search.sh
- Set the output of training script to
genotype
parameters inscripts/2_augment.sh
- Run
bash scripts/2_augment.sh
Results
CIFAR-10 | Final validation acc | Best validation acc |
---|---|---|
Original | 97.17% | 97.23% |
Ours | 96.39% | 96.87% |
Causion
- My implementation can not handle multiple-gpu training.
Acknowledgements
@article{liu2018darts,
title={DARTS: Differentiable Architecture Search},
author={Liu, Hanxiao and Simonyan, Karen and Yang, Yiming},
journal={arXiv preprint arXiv:1806.09055},
year={2018}
}