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menghanxia
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Update app.py
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app.py
CHANGED
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import gradio as gr
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import os, requests
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import numpy as np
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from inference import setup_model, colorize_grayscale, predict_anchors
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## local | remote
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RUN_MODE = "remote"
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if RUN_MODE != "local":
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os.system("wget https://huggingface.co/menghanxia/disco/resolve/main/disco-beta.pth.rar")
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os.rename("disco-beta.pth.rar", "./checkpoints/disco-beta.pth.rar")
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## examples
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os.system("wget https://huggingface.co/menghanxia/disco/resolve/main/01.jpg")
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os.system("wget https://huggingface.co/menghanxia/disco/resolve/main/02.jpg")
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os.system("wget https://huggingface.co/menghanxia/disco/resolve/main/03.jpg")
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os.system("wget https://huggingface.co/menghanxia/disco/resolve/main/04.jpg")
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## step 1: set up model
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device = "cpu"
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checkpt_path = "checkpoints/disco-beta.pth.rar"
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colorizer, colorLabeler = setup_model(checkpt_path, device=device)
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def click_colorize(rgb_img, hint_img, n_anchors, is_high_res, is_editable):
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if hint_img is None:
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hint_img = rgb_img
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output = colorize_grayscale(colorizer, colorLabeler, rgb_img, hint_img, n_anchors, is_high_res, is_editable, device)
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return output
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def click_predanchors(rgb_img, n_anchors, is_high_res, is_editable):
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output = predict_anchors(colorizer, colorLabeler, rgb_img, n_anchors, is_high_res, is_editable, device)
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return output
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## step 2: configure interface
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def switch_states(is_checked):
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if is_checked:
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return gr.Image.update(visible=True), gr.Button.update(visible=True)
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else:
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return gr.Image.update(visible=False), gr.Button.update(visible=False)
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demo = gr.Blocks(title="DISCO")
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with demo:
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gr.Markdown(value="""
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**Gradio demo for DISCO: Disentangled Image Colorization via Global Anchors**. Check our [project page](https://menghanxia.github.io/projects/disco.html) 😛.
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""")
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with gr.Row():
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with gr.Column():
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with gr.Row():
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Image_input = gr.Image(type="numpy", label="Input", interactive=True)
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Image_anchor = gr.Image(type="numpy", label="Anchor", tool="color-sketch", interactive=True, visible=False)
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with gr.Row():
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Num_anchor = gr.Number(type="int", value=8, label="Num. of anchors (3~14)")
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Radio_resolution = gr.Radio(type="index", choices=["Low (256x256)", "High (512x512)"], \
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label="Colorization resolution (Low is more stable)", value="Low (256x256)")
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with gr.Row():
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Ckeckbox_editable = gr.Checkbox(default=False, label='Show editable anchors')
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Button_show_anchor = gr.Button(value="Predict anchors", visible=False)
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Button_run = gr.Button(value="Colorize")
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with gr.Column():
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Image_output = gr.Image(type="numpy", label="Output").style(height=480)
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Ckeckbox_editable.change(fn=switch_states, inputs=Ckeckbox_editable, outputs=[Image_anchor, Button_show_anchor])
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Button_show_anchor.click(fn=click_predanchors, inputs=[Image_input, Num_anchor, Radio_resolution, Ckeckbox_editable], outputs=Image_anchor)
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Button_run.click(fn=click_colorize, inputs=[Image_input, Image_anchor, Num_anchor, Radio_resolution, Ckeckbox_editable], \
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outputs=Image_output)
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## guiline
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gr.Markdown(value="""
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🔔**Guideline**
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1. Upload your image or select one from the examples.
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2. Set up the arguments: "Num. of anchors" and "Colorization resolution".
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3. Run the colorization (two modes supported):
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- 📀Automatic mode: **Click** "Colorize" to get the automatically colorized output.
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- ✏️Editable mode: **Check** ""Show editable anchors"; **Click** "Predict anchors"; **Redraw** the anchor colors (only anchor region will be used); **Click** "Colorize" to get the result.
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""")
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if RUN_MODE != "local":
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gr.Examples(examples=[
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['01.jpg', 8, "Low (256x256)"],
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['02.jpg', 8, "Low (256x256)"],
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['03.jpg', 8, "Low (256x256)"],
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['04.jpg', 8, "Low (256x256)"],
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],
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inputs=[Image_input,Num_anchor,Radio_resolution], outputs=[Image_output], label="Examples")
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gr.HTML(value="""
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<p style="text-align:center; color:orange"><a href='https://menghanxia.github.io/projects/disco.html' target='_blank'>DISCO Project Page</a> | <a href='https://github.com/MenghanXia/DisentangledColorization' target='_blank'>Github Repo</a></p>
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""")
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if RUN_MODE == "local":
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demo.launch(server_name='9.134.253.83',server_port=7788)
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else:
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demo.launch()
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import gradio as gr
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import os, requests
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import numpy as np
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from inference import setup_model, colorize_grayscale, predict_anchors
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## local | remote
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RUN_MODE = "remote"
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if RUN_MODE != "local":
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os.system("wget https://huggingface.co/menghanxia/disco/resolve/main/disco-beta.pth.rar")
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os.rename("disco-beta.pth.rar", "./checkpoints/disco-beta.pth.rar")
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## examples
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os.system("wget https://huggingface.co/menghanxia/disco/resolve/main/01.jpg")
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os.system("wget https://huggingface.co/menghanxia/disco/resolve/main/02.jpg")
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os.system("wget https://huggingface.co/menghanxia/disco/resolve/main/03.jpg")
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os.system("wget https://huggingface.co/menghanxia/disco/resolve/main/04.jpg")
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## step 1: set up model
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device = "cpu"
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checkpt_path = "checkpoints/disco-beta.pth.rar"
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colorizer, colorLabeler = setup_model(checkpt_path, device=device)
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def click_colorize(rgb_img, hint_img, n_anchors, is_high_res, is_editable):
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if hint_img is None:
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hint_img = rgb_img
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output = colorize_grayscale(colorizer, colorLabeler, rgb_img, hint_img, n_anchors, is_high_res, is_editable, device)
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return output
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def click_predanchors(rgb_img, n_anchors, is_high_res, is_editable):
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output = predict_anchors(colorizer, colorLabeler, rgb_img, n_anchors, is_high_res, is_editable, device)
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return output
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## step 2: configure interface
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def switch_states(is_checked):
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if is_checked:
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return gr.Image.update(visible=True), gr.Button.update(visible=True)
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else:
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return gr.Image.update(visible=False), gr.Button.update(visible=False)
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demo = gr.Blocks(title="DISCO")
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with demo:
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gr.Markdown(value="""
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**Gradio demo for DISCO: Disentangled Image Colorization via Global Anchors**. Check our [project page](https://menghanxia.github.io/projects/disco.html) 😛.
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""")
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with gr.Row():
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with gr.Column():
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with gr.Row():
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Image_input = gr.Image(type="numpy", label="Input", interactive=True).style(height=480)
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Image_anchor = gr.Image(type="numpy", label="Anchor", tool="color-sketch", interactive=True, visible=False).style(height=480)
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with gr.Row():
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Num_anchor = gr.Number(type="int", value=8, label="Num. of anchors (3~14)")
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Radio_resolution = gr.Radio(type="index", choices=["Low (256x256)", "High (512x512)"], \
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label="Colorization resolution (Low is more stable)", value="Low (256x256)")
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with gr.Row():
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Ckeckbox_editable = gr.Checkbox(default=False, label='Show editable anchors')
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Button_show_anchor = gr.Button(value="Predict anchors", visible=False)
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Button_run = gr.Button(value="Colorize")
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with gr.Column():
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Image_output = gr.Image(type="numpy", label="Output").style(height=480)
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Ckeckbox_editable.change(fn=switch_states, inputs=Ckeckbox_editable, outputs=[Image_anchor, Button_show_anchor])
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Button_show_anchor.click(fn=click_predanchors, inputs=[Image_input, Num_anchor, Radio_resolution, Ckeckbox_editable], outputs=Image_anchor)
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Button_run.click(fn=click_colorize, inputs=[Image_input, Image_anchor, Num_anchor, Radio_resolution, Ckeckbox_editable], \
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outputs=Image_output)
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## guiline
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gr.Markdown(value="""
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🔔**Guideline**
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1. Upload your image or select one from the examples.
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2. Set up the arguments: "Num. of anchors" and "Colorization resolution".
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3. Run the colorization (two modes supported):
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- 📀Automatic mode: **Click** "Colorize" to get the automatically colorized output.
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- ✏️Editable mode: **Check** ""Show editable anchors"; **Click** "Predict anchors"; **Redraw** the anchor colors (only anchor region will be used); **Click** "Colorize" to get the result.
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""")
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if RUN_MODE != "local":
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gr.Examples(examples=[
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['01.jpg', 8, "Low (256x256)"],
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['02.jpg', 8, "Low (256x256)"],
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['03.jpg', 8, "Low (256x256)"],
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['04.jpg', 8, "Low (256x256)"],
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],
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inputs=[Image_input,Num_anchor,Radio_resolution], outputs=[Image_output], label="Examples")
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gr.HTML(value="""
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<p style="text-align:center; color:orange"><a href='https://menghanxia.github.io/projects/disco.html' target='_blank'>DISCO Project Page</a> | <a href='https://github.com/MenghanXia/DisentangledColorization' target='_blank'>Github Repo</a></p>
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""")
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if RUN_MODE == "local":
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demo.launch(server_name='9.134.253.83',server_port=7788)
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else:
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demo.launch()
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