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#!/usr/bin/env python | |
from __future__ import annotations | |
import os | |
import gradio as gr | |
import torch | |
from app_canny import create_demo as create_demo_canny | |
from app_depth import create_demo as create_demo_depth | |
from app_ip2p import create_demo as create_demo_ip2p | |
from app_lineart import create_demo as create_demo_lineart | |
from app_mlsd import create_demo as create_demo_mlsd | |
from app_normal import create_demo as create_demo_normal | |
from app_openpose import create_demo as create_demo_openpose | |
from app_scribble import create_demo as create_demo_scribble | |
from app_scribble_interactive import \ | |
create_demo as create_demo_scribble_interactive | |
from app_segmentation import create_demo as create_demo_segmentation | |
from app_shuffle import create_demo as create_demo_shuffle | |
from app_softedge import create_demo as create_demo_softedge | |
from model import Model | |
DESCRIPTION = '# ControlNet v1.1' | |
SPACE_ID = os.getenv('SPACE_ID') | |
ALLOW_CHANGING_BASE_MODEL = SPACE_ID != 'hysts/ControlNet-v1-1' | |
if SPACE_ID is not None: | |
DESCRIPTION += f'\n<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>' | |
if not torch.cuda.is_available(): | |
DESCRIPTION += '\n<p>Running on CPU 🥶 This demo does not work on CPU.</p>' | |
MAX_NUM_IMAGES = int(os.getenv('MAX_NUM_IMAGES', '3')) | |
DEFAULT_NUM_IMAGES = min(MAX_NUM_IMAGES, | |
int(os.getenv('DEFAULT_NUM_IMAGES', '1'))) | |
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_NUM_IMAGES, | |
default_num_images=DEFAULT_NUM_IMAGES) | |
with gr.TabItem('MLSD'): | |
create_demo_mlsd(model.process_mlsd, | |
max_images=MAX_NUM_IMAGES, | |
default_num_images=DEFAULT_NUM_IMAGES) | |
with gr.TabItem('Scribble'): | |
create_demo_scribble(model.process_scribble, | |
max_images=MAX_NUM_IMAGES, | |
default_num_images=DEFAULT_NUM_IMAGES) | |
with gr.TabItem('Scribble Interactive'): | |
create_demo_scribble_interactive( | |
model.process_scribble_interactive, | |
max_images=MAX_NUM_IMAGES, | |
default_num_images=DEFAULT_NUM_IMAGES) | |
with gr.TabItem('SoftEdge'): | |
create_demo_softedge(model.process_softedge, | |
max_images=MAX_NUM_IMAGES, | |
default_num_images=DEFAULT_NUM_IMAGES) | |
with gr.TabItem('OpenPose'): | |
create_demo_openpose(model.process_openpose, | |
max_images=MAX_NUM_IMAGES, | |
default_num_images=DEFAULT_NUM_IMAGES) | |
with gr.TabItem('Segmentation'): | |
create_demo_segmentation(model.process_segmentation, | |
max_images=MAX_NUM_IMAGES, | |
default_num_images=DEFAULT_NUM_IMAGES) | |
with gr.TabItem('Depth'): | |
create_demo_depth(model.process_depth, | |
max_images=MAX_NUM_IMAGES, | |
default_num_images=DEFAULT_NUM_IMAGES) | |
with gr.TabItem('Normal map'): | |
create_demo_normal(model.process_normal, | |
max_images=MAX_NUM_IMAGES, | |
default_num_images=DEFAULT_NUM_IMAGES) | |
with gr.TabItem('Lineart'): | |
create_demo_lineart(model.process_lineart, | |
max_images=MAX_NUM_IMAGES, | |
default_num_images=DEFAULT_NUM_IMAGES) | |
with gr.TabItem('Content Shuffle'): | |
create_demo_shuffle(model.process_shuffle, | |
max_images=MAX_NUM_IMAGES, | |
default_num_images=DEFAULT_NUM_IMAGES) | |
with gr.TabItem('Instruct Pix2Pix'): | |
create_demo_ip2p(model.process_ip2p, | |
max_images=MAX_NUM_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(max_size=20).launch() | |