2020-01-15 15:43:07 +01:00
|
|
|
# DARTS: Differentiable Architecture Search
|
|
|
|
|
|
|
|
|
|
DARTS: Differentiable Architecture Search is accepted by ICLR 2019.
|
|
|
|
|
In this paper, Hanxiao proposed a differentiable neural architecture search method, named as DARTS.
|
|
|
|
|
Recently, DARTS becomes very popular due to its simplicity and performance.
|
|
|
|
|
|
|
|
|
|
**Run DARTS on the NAS-Bench-201 search space**:
|
|
|
|
|
```
|
|
|
|
|
CUDA_VISIBLE_DEVICES=0 bash ./scripts-search/algos/DARTS-V2.sh cifar10 1 -1
|
|
|
|
|
CUDA_VISIBLE_DEVICES=0 bash ./scripts-search/algos/GDAS.sh cifar10 1 -1
|
|
|
|
|
```
|
|
|
|
|
|
2020-01-17 12:14:47 +01:00
|
|
|
**Run the first-order DARTS on the NASNet search space**:
|
|
|
|
|
```
|
|
|
|
|
CUDA_VISIBLE_DEVICES=0 bash ./scripts-search/DARTS1V-search-NASNet-space.sh cifar10 -1
|
|
|
|
|
```
|
|
|
|
|
|
2020-01-15 15:43:07 +01:00
|
|
|
# Citation
|
|
|
|
|
|
|
|
|
|
```
|
|
|
|
|
@inproceedings{liu2019darts,
|
|
|
|
|
title = {{DARTS}: Differentiable architecture search},
|
|
|
|
|
author = {Liu, Hanxiao and Simonyan, Karen and Yang, Yiming},
|
|
|
|
|
booktitle = {International Conference on Learning Representations (ICLR)},
|
|
|
|
|
year = {2019}
|
|
|
|
|
}
|
|
|
|
|
```
|
