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# Simple script to make sure basic usage | |
# such as training, testing, saving and loading | |
# runs without errors. | |
import os | |
def run(command): | |
print(command) | |
exit_status = os.system(command) | |
if exit_status > 0: | |
exit(1) | |
if __name__ == '__main__': | |
# download mini datasets | |
if not os.path.exists('./datasets/mini'): | |
run('bash ./datasets/download_cyclegan_dataset.sh mini') | |
if not os.path.exists('./datasets/mini_pix2pix'): | |
run('bash ./datasets/download_cyclegan_dataset.sh mini_pix2pix') | |
# pretrained cyclegan model | |
if not os.path.exists('./checkpoints/horse2zebra_pretrained/latest_net_G.pth'): | |
run('bash ./scripts/download_cyclegan_model.sh horse2zebra') | |
run('python test.py --model test --dataroot ./datasets/mini --name horse2zebra_pretrained --no_dropout --num_test 1 --no_dropout') | |
# pretrained pix2pix model | |
if not os.path.exists('./checkpoints/facades_label2photo_pretrained/latest_net_G.pth'): | |
run('bash ./scripts/download_pix2pix_model.sh facades_label2photo') | |
if not os.path.exists('./datasets/facades'): | |
run('bash ./datasets/download_pix2pix_dataset.sh facades') | |
run('python test.py --dataroot ./datasets/facades/ --direction BtoA --model pix2pix --name facades_label2photo_pretrained --num_test 1') | |
# cyclegan train/test | |
run('python train.py --model cycle_gan --name temp_cyclegan --dataroot ./datasets/mini --n_epochs 1 --n_epochs_decay 0 --save_latest_freq 10 --print_freq 1 --display_id -1') | |
run('python test.py --model test --name temp_cyclegan --dataroot ./datasets/mini --num_test 1 --model_suffix "_A" --no_dropout') | |
# pix2pix train/test | |
run('python train.py --model pix2pix --name temp_pix2pix --dataroot ./datasets/mini_pix2pix --n_epochs 1 --n_epochs_decay 5 --save_latest_freq 10 --display_id -1') | |
run('python test.py --model pix2pix --name temp_pix2pix --dataroot ./datasets/mini_pix2pix --num_test 1') | |
# template train/test | |
run('python train.py --model template --name temp2 --dataroot ./datasets/mini_pix2pix --n_epochs 1 --n_epochs_decay 0 --save_latest_freq 10 --display_id -1') | |
run('python test.py --model template --name temp2 --dataroot ./datasets/mini_pix2pix --num_test 1') | |
# colorization train/test (optional) | |
if not os.path.exists('./datasets/mini_colorization'): | |
run('bash ./datasets/download_cyclegan_dataset.sh mini_colorization') | |
run('python train.py --model colorization --name temp_color --dataroot ./datasets/mini_colorization --n_epochs 1 --n_epochs_decay 0 --save_latest_freq 5 --display_id -1') | |
run('python test.py --model colorization --name temp_color --dataroot ./datasets/mini_colorization --num_test 1') | |