/
inference.py
94 lines (82 loc) · 2.39 KB
/
inference.py
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"""
End-2-end pipeline for texture generation, finetuning and visualization.
"""
import argparse
import os.path
import finetune_texture
import main
import visualize
def get_parser(**parser_kwargs):
parser = argparse.ArgumentParser(**parser_kwargs)
parser.add_argument(
"-с",
"--ckpt_path",
type=str,
const=True,
default="./checkpoints/last-epoch=24-step=46824.ckpt",
nargs="?",
help="Path to the checkpoint",
)
parser.add_argument(
"-d",
"--data_root",
type=str,
const=True,
default="./datasets/people_snapshot/",
nargs="?",
help="Path to folder with data to process",
)
parser.add_argument(
"-l",
"--log_dir",
type=str,
const=True,
default="./logs/",
nargs="?",
help="Path to folder to save resulting avatars",
)
parser.add_argument(
"-f",
"--finetune_back",
type=str,
const=True,
default="False",
nargs="?",
help="Flag to finetune colors on the back of an avatar",
)
return parser
if __name__ == '__main__':
parser = get_parser()
args = parser.parse_args()
# -------------------------------------------
argv = [
"",
"--base=./configs/eval.yaml",
"test_dataloader.params.data_root=" + args.data_root,
"runner.params.ckpt_path=" + args.ckpt_path,
"logdir=" + args.log_dir,
]
data_dict_folder = main.main(argv)
data_dict_folder = os.path.join(data_dict_folder, 'textures/data_dict')
# -------------------------------------------
argv = [
"",
"--base=./configs/finetune_avatar.yaml",
"--data_dict=" + data_dict_folder,
"--finetune_back=" + args.finetune_back,
"train_dataloaders.data.params.data_root=" + args.data_root,
"val_dataloaders.data.params.data_root=" + args.data_root,
"runner.params.ckpt_path=" + args.ckpt_path,
"logdir=" + args.log_dir,
]
finetuned_folder = finetune_texture.main(argv)
# -------------------------------------------
argv = [
"",
"--base=./configs/eval.yaml",
"--data_dict=" + finetuned_folder,
"runner.params.ckpt_path=" + args.ckpt_path,
"logdir=" + args.log_dir,
]
visualize.main(argv)
# -------------------------------------------