22 lines
1.2 KiB
Markdown
22 lines
1.2 KiB
Markdown
|
# NAS Algorithms evaluated in [NATS-Bench](https://arxiv.org/abs/2009.00437)
|
||
|
|
|
||
|
|
The Python files in this folder are used to re-produce the results in ``NATS-Bench: Benchmarking NAS Algorithms for Architecture Topology and Size''.
|
||
|
|
|
||
|
|
- `[search-size.py](https://github.com/D-X-Y/AutoDL-Projects/blob/main/exps/NATS-algos/search-size.py)` contains codes for weight-sharing-based search on the size search space.
|
||
|
|
- `[search-cell.py](https://github.com/D-X-Y/AutoDL-Projects/blob/main/exps/NATS-algos/search-cell.py)` contains codes for weight-sharing-based search on the topology search space.
|
||
|
|
- `[bohb.py](https://github.com/D-X-Y/AutoDL-Projects/blob/main/exps/NATS-algos/bohb.py)` contains the BOHB algorithm for both size and topology search spaces.
|
||
|
|
|
||
|
|
## Citation
|
||
|
|
|
||
|
|
If you find that this project helps your research, please consider citing the related paper:
|
||
|
|
```
|
||
|
|
@article{dong2021nats,
|
||
|
|
title = {{NATS-Bench}: Benchmarking NAS Algorithms for Architecture Topology and Size},
|
||
|
|
author = {Dong, Xuanyi and Liu, Lu and Musial, Katarzyna and Gabrys, Bogdan},
|
||
|
|
doi = {10.1109/TPAMI.2021.3054824},
|
||
|
|
journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
|
||
|
|
year = {2021},
|
||
|
|
note = {\mbox{doi}:\url{10.1109/TPAMI.2021.3054824}}
|
||
|
|
}
|
||
|
|
```
|