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| import gradio as gr | |
| from refacer import Refacer | |
| import ngrok | |
| import time | |
| import threading | |
| from gradio.themes.utils.theme_dropdown import create_theme_dropdown # noqa: F401 | |
| import json | |
| # Initialize Refacer | |
| def initialize_refacer(): | |
| global refacer | |
| print("💊Initializing Refacer...") | |
| start_time = time.time() | |
| refacer = Refacer(force_cpu=False, colab_performance=False) | |
| print(f"💚Refacer initialized in {time.time() - start_time:.2f} seconds") | |
| # Ngrok connection | |
| def connect(token, port, options): | |
| account = None | |
| if token: | |
| if ':' in token: | |
| # token = authtoken:username:password | |
| token, username, password = token.split(':', 2) | |
| account = f"{username}:{password}" | |
| if not options.get('authtoken_from_env'): | |
| options['authtoken'] = token | |
| if account: | |
| options['basic_auth'] = account | |
| try: | |
| public_url = ngrok.connect(f"127.0.0.1:{port}", **options).url() | |
| print(f'ngrok connected to localhost:{port}! URL: {public_url}') | |
| except Exception as e: | |
| print(f'ngrok connection aborted: {e}') | |
| # Run reface | |
| def run(*vars): | |
| video_path = vars[0] | |
| origins = vars[1:(num_faces + 1)] | |
| destinations = vars[(num_faces + 1):(num_faces * 2) + 1] | |
| thresholds = vars[(num_faces * 2) + 1:] | |
| faces = [] | |
| for k in range(num_faces): | |
| if origins[k] and destinations[k]: | |
| faces.append({ | |
| 'origin': origins[k], | |
| 'destination': destinations[k], | |
| 'threshold': thresholds[k] | |
| }) | |
| return refacer.reface(video_path, faces) | |
| # UI setup | |
| origin = [] | |
| destination = [] | |
| thresholds = [] | |
| num_faces = 5 | |
| from gradio.themes.utils.theme_dropdown import create_theme_dropdown # noqa: F401 | |
| dropdown, js = create_theme_dropdown() | |
| theme_path = 'themes/themes_theme_schema@4.36.0.json' | |
| with open(theme_path, 'r') as theme_file: | |
| custom_theme = json.load(theme_file) | |
| with gr.Blocks(theme=custom_theme) as demo: | |
| with gr.Row(equal_height=True): | |
| with gr.Column(scale=10): | |
| gr.Markdown("# 🧸Refacer") | |
| with gr.Row(): | |
| video = gr.Video(label="👑Original video", format="mp4") | |
| video2 = gr.Video(label="💎Refaced video", interactive=False, format="mp4") | |
| for i in range(num_faces): | |
| with gr.Tab(f"Face #{i + 1}"): | |
| with gr.Row(): | |
| origin.append(gr.Image(label="🧲Face to replace")) | |
| destination.append(gr.Image(label="📥Destination face")) | |
| with gr.Row(): | |
| thresholds.append(gr.Slider(label="Threshold", minimum=0.0, maximum=1.0, value=0.2)) | |
| with gr.Row(): | |
| button = gr.Button("💽Reface", variant="primary") | |
| button.click(fn=run, inputs=[video] + origin + destination + thresholds, outputs=[video2]) | |
| # Start initialization in a separate thread to prevent blocking | |
| init_thread = threading.Thread(target=initialize_refacer) | |
| init_thread.start() | |
| # Launch demo | |
| demo.queue().launch(show_error=True, share=True, server_name="0.0.0.0", server_port=7860) |