| | |
| | import os |
| |
|
| | config = [ |
| | [ |
| | 'osr_cifar6/cifar6_seed1.yml', 'osr_cifar6/cifar6_seed1_ood.yml', |
| | 'resnet18_32x32', 'results/checkpoints/osr/cifar6_seed1.ckpt' |
| | ], |
| | [ |
| | 'osr_cifar50/cifar50_seed1.yml', 'osr_cifar50/cifar50_seed1_ood.yml', |
| | 'resnet18_32x32', 'results/checkpoints/osr/cifar50_seed1.ckpt' |
| | ], |
| | [ |
| | 'osr_tin20/tin20_seed1.yml', 'osr_tin20/tin20_seed1_ood.yml', |
| | 'resnet18_64x64', 'results/checkpoints/osr/tin20_seed1.ckpt' |
| | ], |
| | [ |
| | 'osr_mnist6/mnist6_seed1.yml', 'osr_mnist6/mnist6_seed1_ood.yml', |
| | 'lenet', 'results/checkpoints/osr/mnist6_seed1.ckpt' |
| | ], |
| | ] |
| |
|
| | for [dataset, ood_dataset, network, pth] in config: |
| | command = (f"PYTHONPATH='.':$PYTHONPATH \ |
| | srun -p dsta --mpi=pmi2 --gres=gpu:1 -n1 \ |
| | --cpus-per-task=1 --ntasks-per-node=1 \ |
| | --kill-on-bad-exit=1 --job-name=openood \ |
| | python main.py \ |
| | --config configs/datasets/{dataset} \ |
| | configs/datasets/{ood_dataset} \ |
| | configs/networks/react_net.yml \ |
| | configs/pipelines/test/test_osr.yml \ |
| | configs/preprocessors/base_preprocessor.yml \ |
| | configs/postprocessors/react.yml \ |
| | --network.pretrained False \ |
| | --network.backbone.name {network} \ |
| | --network.backbone.checkpoint {pth} \ |
| | --num_workers 8 \ |
| | --merge_option merge &") |
| | os.system(command) |
| |
|