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The Python files in this folder are used to re-produce the results in ``NATS-Bench: Benchmarking NAS Algorithms for Architecture Topology and Size''. 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-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. - [`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. - [`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.
- [`random_wo_share.py`](https://github.com/D-X-Y/AutoDL-Projects/blob/main/exps/NATS-algos/random_wo_share.py) contains the random search algorithm for both search spaces.
- [`regularized_ea.py`](https://github.com/D-X-Y/AutoDL-Projects/blob/main/exps/NATS-algos/regularized_ea.py) contains the REA algorithm for both search spaces.
- [`reinforce.py`](https://github.com/D-X-Y/AutoDL-Projects/blob/main/exps/NATS-algos/reinforce.py) contains the REINFORCE algorithm for both search spaces.
## Citation ## Citation