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()