naswot/README.md

42 lines
1.3 KiB
Markdown
Raw Permalink Normal View History

2021-02-26 17:12:51 +01:00
# Neural Architecture Search Without Training
2020-06-03 13:59:01 +02:00
2021-03-03 10:09:01 +01:00
:warning: Note: this repository has been updated to reflect the [second version](https://arxiv.org/abs/2006.04647) of the paper
For the [original version of the paper](https://arxiv.org/abs/2006.04647v1), refer to the tag [v1.0](https://github.com/BayesWatch/nas-without-training/releases/tag/v1.0).:warning:
2020-06-03 13:59:01 +02:00
2021-02-26 17:12:51 +01:00
## Usage
2020-06-08 11:59:13 +02:00
2021-02-26 17:12:51 +01:00
Create a conda environment using the env.yml file
2020-06-08 11:59:13 +02:00
2021-02-26 17:12:51 +01:00
```bash
conda env create -f env.yml
2020-06-03 13:59:01 +02:00
```
2020-06-03 16:24:48 +02:00
2021-02-26 17:12:51 +01:00
Activate the environment and follow the instructions to install
2020-06-03 17:44:28 +02:00
2021-02-26 17:12:51 +01:00
Install nasbench (see https://github.com/google-research/nasbench)
2020-06-03 17:44:28 +02:00
2021-02-26 17:12:51 +01:00
Download the NDS data from https://github.com/facebookresearch/nds and place the json files in naswot-codebase/nds_data/
Download the NASbench101 data (see https://github.com/google-research/nasbench)
Download the NASbench201 data (see https://github.com/D-X-Y/NAS-Bench-201)
2020-06-03 18:10:23 +02:00
2021-02-26 17:12:51 +01:00
Reproduce all of the results by running
2020-06-05 10:30:13 +02:00
2021-02-26 17:12:51 +01:00
```bash
./scorehook.sh
2020-06-17 14:43:08 +02:00
```
2020-06-03 16:24:48 +02:00
The code is licensed under the MIT licence.
2020-06-08 11:59:13 +02:00
2020-06-17 14:44:25 +02:00
## Citing us
2020-06-09 11:09:40 +02:00
If you use or build on our work, please consider citing us:
2020-11-12 19:29:10 +01:00
```bibtex
2021-05-11 12:51:33 +02:00
@inproceedings{mellor2021neural,
2020-06-09 11:09:40 +02:00
title={Neural Architecture Search without Training},
author={Joseph Mellor and Jack Turner and Amos Storkey and Elliot J. Crowley},
2021-05-11 12:51:33 +02:00
year={2021},
2021-05-11 12:51:48 +02:00
booktitle={International Conference on Machine Learning}
2020-06-09 11:09:40 +02:00
}
```