ControlNet / app.py
hysts's picture
hysts HF staff
file_directories
02e329b
raw
history blame
6.94 kB
#!/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', 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>'''
)
gr.Markdown('''### Related Spaces
- [Space using Anything-v4.0 as base model](https://huggingface.co/spaces/hysts/ControlNet-with-Anything-v4)
- https://huggingface.co/spaces/jonigata/PoseMaker2
- https://huggingface.co/spaces/diffusers/controlnet-openpose
- https://huggingface.co/spaces/diffusers/controlnet-canny
''')
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(file_directories=['/tmp'])