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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)' | |
SPACE_ID = os.getenv('SPACE_ID') | |
ALLOW_CHANGING_BASE_MODEL = SPACE_ID != 'hysts/ControlNet' | |
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', | |
'runwayml/stable-diffusion-v1-5') | |
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') | |
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>''' | |
) | |
gr.Markdown( | |
'[Space using Anything-v4.0 as base model](https://huggingface.co/spaces/hysts/ControlNet-with-other-models)' | |
) | |
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() | |