app.py

import gradio as gr
import os, requests
import numpy as np
from inference import setup_model, colorize_grayscale, predict_anchors

## local |  remote
RUN_MODE = "remote"
if RUN_MODE != "local":
    os.system("wget https://huggingface.co/menghanxia/disco/resolve/main/disco-beta.pth.rar")
    os.rename("disco-beta.pth.rar", "./checkpoints/disco-beta.pth.rar")
    ## examples
    
    os.system("wget https://huggingface.co/menghanxia/disco/resolve/main/04.jpg")

## step 1: set up model
device = "cpu"
checkpt_path = "checkpoints/disco-beta.pth.rar"
colorizer, colorLabeler = setup_model(checkpt_path, device=device)

def click_colorize(rgb_img, hint_img, n_anchors, is_high_res, is_editable):
    if hint_img is None:
        hint_img = rgb_img
    output = colorize_grayscale(colorizer, colorLabeler, rgb_img, hint_img, n_anchors, is_high_res, is_editable, device)
    return output

def click_predanchors(rgb_img, n_anchors, is_high_res, is_editable):
    output = predict_anchors(colorizer, colorLabeler, rgb_img, n_anchors, is_high_res, is_editable, device)
    return output

## step 2: configure interface
def switch_states(is_checked):
    if is_checked:
        return gr.Image.update(visible=True), gr.Button.update(visible=True)
    else:
        return gr.Image.update(visible=False), gr.Button.update(visible=False)

demo = gr.Blocks(title="DISCO")
with demo:
    gr.HTML(value="""
                        <div style="text-align:center; font-size: 32px;">Раскрашивание черно-белых фотографий</div>
                    """)
    
    with gr.Row():
        with gr.Column():
            with gr.Row():
                Image_input = gr.Image(type="numpy", label="Input", interactive=True)
                Image_anchor = gr.Image(type="numpy", label="Anchor", tool="color-sketch", interactive=True, visible=False)
                
            with gr.Row():
                Num_anchor = gr.Number(type="int", value=8, label="Количество опорных точек (3~14)")
                Radio_resolution = gr.Radio(type="index", choices=["Low (256x256)", "Medium (512x512)", "High (1024x1024)"], \
                                                label="Область для раскрашивания кистью", value="Low (256x256)")
            with gr.Row():
                Ckeckbox_editable = gr.Checkbox(default=False, label='Загрузить редактор')
                Button_show_anchor = gr.Button(value="Predict anchors", visible=False)
            Button_run = gr.Button(value="Исполнить")
        with gr.Column():
            Image_output = gr.Image(type="numpy", label="Output").style(height=480)

    Ckeckbox_editable.change(fn=switch_states, inputs=Ckeckbox_editable, outputs=[Image_anchor, Button_show_anchor])
    Button_show_anchor.click(fn=click_predanchors, inputs=[Image_input, Num_anchor, Radio_resolution, Ckeckbox_editable], outputs=Image_anchor)
    Button_run.click(fn=click_colorize, inputs=[Image_input, Image_anchor, Num_anchor, Radio_resolution, Ckeckbox_editable], \
                    outputs=Image_output)
    
    ## guiline
    gr.Markdown(value="""    
                    
                    """)
    if RUN_MODE != "local":
        gr.Examples(examples=[
                    
                    ['04.jpg', 8, "Low (256x256)"],
                    ], 
                    inputs=[Image_input,Num_anchor,Radio_resolution], outputs=[Image_output], label="Examples")
    gr.HTML(value="""
                
                    """)

if RUN_MODE == "local":
    demo.launch(server_name='9.134.253.83',server_port=7788)
else:
    demo.launch()