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Running
on
T4
#!/usr/bin/env python | |
from __future__ import annotations | |
import gradio as gr | |
import torch | |
from app_depth import create_demo as create_demo_depth | |
from model import Model | |
from settings import ALLOW_CHANGING_BASE_MODEL, DEFAULT_MODEL_ID, SHOW_DUPLICATE_BUTTON | |
DESCRIPTION = "# ControlNet v1.1" | |
if not torch.cuda.is_available(): | |
DESCRIPTION += "\n<p>Running on CPU 🥶 This demo does not work on CPU.</p>" | |
model = Model(base_model_id=DEFAULT_MODEL_ID, task_name="Canny") | |
with gr.Blocks(css="style.css") as demo: | |
gr.Markdown(DESCRIPTION) | |
gr.Button( | |
"Duplicate Space for private use", | |
elem_id="duplicate-button", | |
visible=SHOW_DUPLICATE_BUTTON, | |
) | |
# Define the inputs and outputs for the interface | |
depth_inputs = [ | |
gr.Image(type="numpy", label="Input Image"), | |
gr.Textbox(label="Prompt"), | |
gr.Textbox(label="Additional Prompt"), | |
gr.Textbox(label="Negative Prompt"), | |
gr.Slider(label="Number of Images", minimum=1, maximum=10, step=1, value=1), | |
gr.Slider(label="Image Resolution", minimum=256, maximum=1024, step=256, value=512), | |
gr.Slider(label="Preprocess Resolution", minimum=128, maximum=512, step=1, value=384), | |
gr.Slider(label="Number of Steps", minimum=1, maximum=100, step=1, value=20), | |
gr.Slider(label="Guidance Scale", minimum=0.1, maximum=30.0, step=0.1, value=7.5), | |
gr.Slider(label="Seed", minimum=0, maximum=1000000, step=1, value=0), | |
gr.Radio(label="Preprocessor", choices=["Midas", "DPT", "None"], value="DPT"), | |
] | |
depth_outputs = [ | |
gr.Gallery(label="Output Images"), | |
] | |
interfaces = [ | |
gr.Interface(fn=model.process_depth, inputs=depth_inputs, outputs=depth_outputs, live=False), | |
] | |
gr.TabbedInterface(interface_list=interfaces, tab_names=["Depth"]) | |
with gr.Accordion(label="Base model", open=False): | |
with gr.Row(): | |
with gr.Column(scale=5): | |
current_base_model = gr.Textbox(label="Current base model") | |
with gr.Column(scale=1): | |
check_base_model_button = gr.Button("Check current base model") | |
with gr.Row(): | |
with gr.Column(scale=5): | |
new_base_model_id = gr.Textbox( | |
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=1): | |
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.""" | |
) | |
check_base_model_button.click( | |
fn=lambda: model.base_model_id, | |
outputs=current_base_model, | |
queue=False, | |
api_name="check_base_model", | |
) | |
gr.update( | |
triggers=[new_base_model_id.submit, change_base_model_button.click], | |
fn=model.set_base_model, | |
inputs=new_base_model_id, | |
outputs=current_base_model, | |
api_name=False, | |
) | |
if __name__ == "__main__": | |
demo.queue(max_size=20).launch() | |