LivePortrait/inference.py
2024-07-11 22:58:45 +08:00

45 lines
1.3 KiB
Python

# coding: utf-8
import os.path as osp
import tyro
from src.config.argument_config import ArgumentConfig
from src.config.inference_config import InferenceConfig
from src.config.crop_config import CropConfig
from src.live_portrait_pipeline import LivePortraitPipeline
def partial_fields(target_class, kwargs):
return target_class(**{k: v for k, v in kwargs.items() if hasattr(target_class, k)})
def fast_check_args(args: ArgumentConfig):
if not osp.exists(args.source_image):
raise FileNotFoundError(f"source image not found: {args.source_image}")
if not osp.exists(args.driving_info):
raise FileNotFoundError(f"driving info not found: {args.driving_info}")
def main():
# set tyro theme
tyro.extras.set_accent_color("bright_cyan")
args = tyro.cli(ArgumentConfig)
# fast check the args
fast_check_args(args)
# specify configs for inference
inference_cfg = partial_fields(InferenceConfig, args.__dict__) # use attribute of args to initial InferenceConfig
crop_cfg = partial_fields(CropConfig, args.__dict__) # use attribute of args to initial CropConfig
live_portrait_pipeline = LivePortraitPipeline(
inference_cfg=inference_cfg,
crop_cfg=crop_cfg
)
# run
live_portrait_pipeline.execute(args)
if __name__ == '__main__':
main()