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="""
Раскрашивание черно-белых фотографий
""")
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()