CycleGAN / scripts /test_before_push.py
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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')