app.py

import subprocess
from PIL import Image
import gradio as gr
import os
 
# First, running the inversion command to obtain the input noise that will reconstruct the image. 
# It will save the inversion as output/test_cat/inversion/image-name.pt 
# BLIP-generated caption prompt is saved as output/test_cat/prompt/image-name.txt - eg., a painting of a cat sitting on top of a ball
def inversion(image_in):  #, progress=gr.Progress(track_tqdm=True)):
  #progress(0, desc="Starting...")
  # saving the input image
  image_in.save("assets/test_images/cats/input_image.png")
  # Run the script file
  subprocess.run(["python", "src/inversion.py", "--input_image", "assets/test_images/cats/input_image.png", "--results_folder", "output/test_cat"])
  # Open the text file with blip caption
  with open("output/test_cat/prompt/input_image.txt", "r") as file:
      # Read the file 
      prompt = file.read()
  return "output/test_cat/inversion/input_image.pt", prompt


# Performing image editing with the editing directions 
# This will save the edited image as output/test_cat/edit/image-name.png
def image_edit(task_name): #, progress=gr.Progress(track_tqdm=True)):
  #progress(0, desc="Starting...")
  # Run the script file
  subprocess.run(["python", "src/edit_real.py", "--inversion", "output/test_cat/inversion/input_image.pt", 
                  "--prompt", "output/test_cat/prompt/input_image.txt", "--task_name", task_name,
                  "--results_folder", "output/test_cat/"])
  return "output/test_cat/edit/input_image.png"


#Similarly, we can edit the synthetic images generated by Stable Diffusion with the following command.
def synthetic_image_edit(prompt, task_name): #, progress=gr.Progress(track_tqdm=True)):
  #progress(0, desc="Starting...")
  # Run the script file
  subprocess.run(["python", "src/edit_synthetic.py", "--prompt_str", prompt, 
                  "--task", task_name, "--results_folder", "output/synth_editing"])
  return "output/synth_editing/reconstruction.png", "output/synth_editing/edit.png"

    
def set_visible_true():
    return gr.update(visible=True)

def set_visible_False():
    return gr.update(visible=False)

#Gradio Blocks API
with gr.Blocks() as demo:
  gr.HTML("""<div style="text-align: center; max-width: 700px; margin: 0 auto;">
                    <div
                style="
                    display: inline-flex;
                    align-items: center;
                    gap: 0.8rem;
                    font-size: 1.75rem;
                "
                >
                <h1 style="font-weight: 900; margin-bottom: 7px; margin-top: 5px;">
                    Pix2Pix - Zero-shot Image-to-Image Translation
                </h1>
                </div>
                <p style="margin-bottom: 10px; font-size: 94%">
                This is an unofficial demo for <a href="https://pix2pixzero.github.io/" target="_blank">Pix2PixZero</a>. 
                Please visit their website and <a href="https://github.com/pix2pixzero/pix2pix-zero" target="_blank">github repo</a> for more details.
                </p></div>""")
  gr.HTML("""<a href="https://huggingface.co/spaces/ysharma/pix2pix-zero-01?duplicate=true"><img src="https://bit.ly/3gLdBN6" alt="Duplicate Space"></a>Duplicate this Space and upgrade to a GPU for fast Inference & no queue<br>""")
  
  direction_html = gr.HTML(value="<h4>👇Upload a Dog or a Cat image to get started or simply Click one of the examples👇</h4>", visible=True)
  with gr.Row():
    image_in = gr.Image(type="pil", label="Start by uploading an image of a Cat or a Dog that you want to translate")
    gr.Examples(
        examples=[os.path.join(os.path.dirname(__file__), "dog11.jpg"), os.path.join(os.path.dirname(__file__), "cat11.jpg")],
        inputs=image_in,
        #outputs=im_2,
        fn=inversion,
        #cache_examples=True,
    )
    with gr.Column():
      btn_inversion = gr.Button("Get input noise and image caption",visible=False )
      with gr.Row():
        blip_prompt = gr.Textbox(visible=False)
        inversion_file = gr.File(visible=False)
        #task_name = gr.Textbox()
  with gr.Row():
    image_out = gr.Image(visible=False, label="Translated Image output")
    with gr.Column():
      task_name_radio  = gr.Radio(choices = ["cat2dog", "dog2cat",], type="value", visible=False, label="Select a task that you want to accomplish") #, value="cat2dog"),
      btn_imageedit = gr.Button(value="Translate the image!",visible=False)
      html_tag = gr.HTML(value="""<h3 style="font-weight: 900; margin-bottom: 7px; margin-top: 5px;">
              🤩You can also Generate images with Stable Diffusion and 🚀Translate them on the fly🔥 (zero-shot) using Pix2PixZero. Try this below -</h3><br>
              Example - type a prompt like 'A small cat sitting on a blue ball', select the task as 'cat->dog' in this case, and press the button.""", visible=False)
      prompt_synth = gr.Textbox(visible=False, label="Type in a prompt to generate an Image using SD", placeholder="A small cat sitting on a blue ball")
      btn_synth_image = gr.Button(value="Generate & Translate the SD image",visible=False)
      with gr.Row():
        image_synth = gr.Image(visible=False, label="Synthetic image generated by Stable Diffusion on the fly")
        image_synth_translated = gr.Image(visible=False, label="Translated synthetic image")

    image_in.change(set_visible_False, [], direction_html)
      
    btn_inversion.click(inversion,[image_in],[inversion_file, blip_prompt])
    #btn_inversion.click(set_visible_true, [], task_name_radio)  #inversion_file, blip_prompt,
    btn_inversion.click(set_visible_False, [], btn_inversion)

    inversion_file.change(set_visible_true, [], task_name_radio)  #inversion_file, blip_prompt,
    #task_initial_radio.change(set_visible_true, [], btn_imageedit)
    
    task_name_radio.change(set_visible_true, [], btn_imageedit)
    task_name_radio.change(set_visible_true, [], image_out)
    #task_name_radio.change(set_visible_true, [], html_tag)

    btn_imageedit.click(image_edit,[task_name_radio],[image_out])
    btn_imageedit.click(set_visible_False, [], btn_imageedit)

    btn_imageedit.click(set_visible_true, [], html_tag)
    btn_imageedit.click(set_visible_true, [], prompt_synth)
    btn_imageedit.click(set_visible_true, [], btn_synth_image)
    btn_imageedit.click(set_visible_true, [], image_synth)
    btn_imageedit.click(set_visible_true, [], image_synth_translated)
    btn_synth_image.click(synthetic_image_edit,[prompt_synth, task_name_radio],[image_synth, image_synth_translated])

    image_in.clear(set_visible_true, [], btn_inversion)
    image_in.change(set_visible_true, [], btn_inversion)
    image_in.change(set_visible_true, [], blip_prompt)
    image_in.change(set_visible_true, [], inversion_file)

demo.queue(concurrency_count=3)
demo.launch(debug=True)