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| #!/usr/bin/env python | |
| from __future__ import annotations | |
| import os | |
| import pathlib | |
| import shlex | |
| import subprocess | |
| import gradio as gr | |
| if os.getenv('SYSTEM') == 'spaces': | |
| with open('patch') as f: | |
| subprocess.run(shlex.split('patch -p1'), stdin=f, cwd='ControlNet') | |
| base_url = 'https://huggingface.co/lllyasviel/ControlNet/resolve/main/annotator/ckpts/' | |
| names = [ | |
| 'body_pose_model.pth', | |
| 'dpt_hybrid-midas-501f0c75.pt', | |
| 'hand_pose_model.pth', | |
| 'mlsd_large_512_fp32.pth', | |
| 'mlsd_tiny_512_fp32.pth', | |
| 'network-bsds500.pth', | |
| 'upernet_global_small.pth', | |
| ] | |
| for name in names: | |
| command = f'wget https://huggingface.co/lllyasviel/ControlNet/resolve/main/annotator/ckpts/{name} -O {name}' | |
| out_path = pathlib.Path(f'ControlNet/annotator/ckpts/{name}') | |
| if out_path.exists(): | |
| continue | |
| subprocess.run(shlex.split(command), cwd='ControlNet/annotator/ckpts/') | |
| from app_canny import create_demo as create_demo_canny | |
| from app_depth import create_demo as create_demo_depth | |
| from app_fake_scribble import create_demo as create_demo_fake_scribble | |
| from app_hed import create_demo as create_demo_hed | |
| from app_hough import create_demo as create_demo_hough | |
| from app_normal import create_demo as create_demo_normal | |
| from app_pose import create_demo as create_demo_pose | |
| from app_scribble import create_demo as create_demo_scribble | |
| from app_scribble_interactive import \ | |
| create_demo as create_demo_scribble_interactive | |
| from app_seg import create_demo as create_demo_seg | |
| from model import Model, download_all_controlnet_weights | |
| DESCRIPTION = '# [ControlNet](https://github.com/lllyasviel/ControlNet) + [Anything-v4.0](https://huggingface.co/andite/anything-v4.0)' | |
| SPACE_ID = os.getenv('SPACE_ID') | |
| ALLOW_CHANGING_BASE_MODEL = SPACE_ID != 'hysts/ControlNet-with-Anything-v4' | |
| if SPACE_ID is not None: | |
| DESCRIPTION += f'<p>For faster inference without waiting in queue, you may duplicate the space and upgrade to GPU in settings. <a href="https://huggingface.co/spaces/{SPACE_ID}?duplicate=true"><img style="display: inline; margin-top: 0em; margin-bottom: 0em" src="https://bit.ly/3gLdBN6" alt="Duplicate Space" /></a></p>' | |
| MAX_IMAGES = int(os.getenv('MAX_IMAGES', '3')) | |
| DEFAULT_NUM_IMAGES = min(MAX_IMAGES, int(os.getenv('DEFAULT_NUM_IMAGES', '1'))) | |
| if os.getenv('SYSTEM') == 'spaces': | |
| download_all_controlnet_weights() | |
| DEFAULT_MODEL_ID = os.getenv('DEFAULT_MODEL_ID', 'andite/anything-v4.0') | |
| model = Model(base_model_id=DEFAULT_MODEL_ID, task_name='canny') | |
| with gr.Blocks(css='style.css') as demo: | |
| gr.Markdown(DESCRIPTION) | |
| with gr.Tabs(): | |
| with gr.TabItem('Canny'): | |
| create_demo_canny(model.process_canny, | |
| max_images=MAX_IMAGES, | |
| default_num_images=DEFAULT_NUM_IMAGES) | |
| with gr.TabItem('Hough'): | |
| create_demo_hough(model.process_hough, | |
| max_images=MAX_IMAGES, | |
| default_num_images=DEFAULT_NUM_IMAGES) | |
| with gr.TabItem('HED'): | |
| create_demo_hed(model.process_hed, | |
| max_images=MAX_IMAGES, | |
| default_num_images=DEFAULT_NUM_IMAGES) | |
| with gr.TabItem('Scribble'): | |
| create_demo_scribble(model.process_scribble, | |
| max_images=MAX_IMAGES, | |
| default_num_images=DEFAULT_NUM_IMAGES) | |
| with gr.TabItem('Scribble Interactive'): | |
| create_demo_scribble_interactive( | |
| model.process_scribble_interactive, | |
| max_images=MAX_IMAGES, | |
| default_num_images=DEFAULT_NUM_IMAGES) | |
| with gr.TabItem('Fake Scribble'): | |
| create_demo_fake_scribble(model.process_fake_scribble, | |
| max_images=MAX_IMAGES, | |
| default_num_images=DEFAULT_NUM_IMAGES) | |
| with gr.TabItem('Pose'): | |
| create_demo_pose(model.process_pose, | |
| max_images=MAX_IMAGES, | |
| default_num_images=DEFAULT_NUM_IMAGES) | |
| with gr.TabItem('Segmentation'): | |
| create_demo_seg(model.process_seg, | |
| max_images=MAX_IMAGES, | |
| default_num_images=DEFAULT_NUM_IMAGES) | |
| with gr.TabItem('Depth'): | |
| create_demo_depth(model.process_depth, | |
| max_images=MAX_IMAGES, | |
| default_num_images=DEFAULT_NUM_IMAGES) | |
| with gr.TabItem('Normal map'): | |
| create_demo_normal(model.process_normal, | |
| max_images=MAX_IMAGES, | |
| default_num_images=DEFAULT_NUM_IMAGES) | |
| with gr.Accordion(label='Base model', open=False): | |
| with gr.Row(): | |
| with gr.Column(): | |
| current_base_model = gr.Text(label='Current base model') | |
| with gr.Column(scale=0.3): | |
| check_base_model_button = gr.Button('Check current base model') | |
| with gr.Row(): | |
| with gr.Column(): | |
| new_base_model_id = gr.Text( | |
| label='New base model', | |
| max_lines=1, | |
| placeholder='runwayml/stable-diffusion-v1-5', | |
| info= | |
| 'The base model must be compatible with Stable Diffusion v1.5.', | |
| interactive=ALLOW_CHANGING_BASE_MODEL) | |
| with gr.Column(scale=0.3): | |
| change_base_model_button = gr.Button( | |
| 'Change base model', interactive=ALLOW_CHANGING_BASE_MODEL) | |
| if not ALLOW_CHANGING_BASE_MODEL: | |
| gr.Markdown( | |
| '''The base model is not allowed to be changed in this Space so as not to slow down the demo, but it can be changed if you duplicate the Space. <a href="https://huggingface.co/spaces/{SPACE_ID}?duplicate=true"><img style="display: inline; margin-top: 0em; margin-bottom: 0em" src="https://bit.ly/3gLdBN6" alt="Duplicate Space" /></a>''' | |
| ) | |
| check_base_model_button.click(fn=lambda: model.base_model_id, | |
| outputs=current_base_model, | |
| queue=False) | |
| new_base_model_id.submit(fn=model.set_base_model, | |
| inputs=new_base_model_id, | |
| outputs=current_base_model) | |
| change_base_model_button.click(fn=model.set_base_model, | |
| inputs=new_base_model_id, | |
| outputs=current_base_model) | |
| demo.queue(api_open=False).launch() | |