BOHB

BOHB: Robust and Efficient Hyperparameter Optimization at Scale

Please go to the root path of FEW-SHOT_NASBENCH201 to run these scripts.

One-shot Version

bash ./search_algos/BOHB/one-shot/BOHB.sh cifar10 -1 NASBENCH201_PATH

The output will place on ./output/one-shot-NAS

Few-shot Version

bash ./search_algos/BOHB/few-shot/BOHB.sh cifar10 -1 NASBENCH201_PATH

The output will place on ./output/few-shot-NAS.

Vanilla NAS Version

bash ./search_algos/BOHB/vanilla-NAS/BOHB.sh cifar10 -1 NASBENCH201_PATH

The output will place on ./output/vanilla-NAS

For the details of the scripts, 'cifar10' means searched dataset; '-1' is the seed value(negative value means random seed); 'NASBENCH201_PATH' is the path that contains NasBench201 dataset.

The search algorithm will run 50 times.