| |
|
|
| from __future__ import annotations |
| import argparse |
| import functools |
| import os |
| import pathlib |
| import sys |
| from typing import Callable |
|
|
|
|
| import gradio as gr |
| import huggingface_hub |
| import numpy as np |
| import PIL.Image |
|
|
| from io import BytesIO |
| import ugatit_test |
|
|
| ORIGINAL_REPO_URL = 'https://github.com/taki0112/UGATIT' |
| TITLE = 'taki0112/UGATIT' |
| DESCRIPTION = f"""This is a demo for {ORIGINAL_REPO_URL}. |
| |
| """ |
| ARTICLE = """ |
| |
| """ |
|
|
|
|
| MODEL_REPO = 'hylee/UGATIT_model' |
|
|
| def parse_args() -> argparse.Namespace: |
| parser = argparse.ArgumentParser() |
| parser.add_argument('--device', type=str, default='cpu') |
| parser.add_argument('--theme', type=str) |
| parser.add_argument('--live', action='store_true') |
| parser.add_argument('--share', action='store_true') |
| parser.add_argument('--port', type=int) |
| parser.add_argument('--disable-queue', |
| dest='enable_queue', |
| action='store_false') |
| parser.add_argument('--allow-flagging', type=str, default='never') |
| parser.add_argument('--allow-screenshot', action='store_true') |
| return parser.parse_args() |
|
|
|
|
| def load_checkpoint(): |
| dir = 'checkpoint' |
| name = 'UGATIT_selfie2anime_lsgan_4resblock_6dis_1_1_10_10_1000_sn_smoothing' |
| checkpoint_path = huggingface_hub.hf_hub_download(MODEL_REPO, |
| name+'/checkpoint', |
| cache_dir=dir+'/'+name, |
| force_filename='checkpoint') |
| print(checkpoint_path) |
|
|
| checkpoint_path = huggingface_hub.hf_hub_download(MODEL_REPO, |
| name + '/UGATIT.model-1000000.index', |
| cache_dir=dir+'/'+name, |
| force_filename='UGATIT.model-1000000.index') |
| print(checkpoint_path) |
|
|
| checkpoint_path = huggingface_hub.hf_hub_download(MODEL_REPO, |
| name + '/UGATIT.model-1000000.meta', |
| cache_dir=dir+'/'+name, |
| force_filename='UGATIT.model-1000000.meta') |
| print(checkpoint_path) |
|
|
| checkpoint_path = huggingface_hub.hf_hub_download(MODEL_REPO, |
| name + '/UGATIT.model-1000000.data-00000-of-00001', |
| cache_dir=dir+'/'+name, |
| force_filename='UGATIT.model-1000000.data-00000-of-00001') |
| print(checkpoint_path) |
|
|
| return dir |
|
|
|
|
| def run( |
| image, |
| checkpoint_dir: str, |
| ) -> tuple[PIL.Image.Image]: |
|
|
| result = ugatit_test.main_test(image.name, checkpoint_dir) |
|
|
| return PIL.Image.open(result) |
|
|
|
|
| def main(): |
| gr.close_all() |
|
|
| args = parse_args() |
|
|
| checkpoint_dir = load_checkpoint() |
|
|
| func = functools.partial(run, checkpoint_dir=checkpoint_dir) |
| func = functools.update_wrapper(func, run) |
|
|
| |
| gr.Interface( |
| func, |
| [ |
| gr.inputs.Image(type='file', label='Input Image'), |
| ], |
| [ |
| gr.outputs.Image( |
| type='pil', |
| label='Result'), |
| ], |
| |
| theme=args.theme, |
| title=TITLE, |
| description=DESCRIPTION, |
| article=ARTICLE, |
| allow_screenshot=args.allow_screenshot, |
| allow_flagging=args.allow_flagging, |
| live=args.live, |
| ).launch( |
| enable_queue=args.enable_queue, |
| server_port=args.port, |
| share=args.share, |
| ) |
|
|
|
|
| if __name__ == '__main__': |
| main() |
|
|
