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| import gradio as gr | |
| import os | |
| img_to_text = gr.Interface.load("spaces/pharma/CLIP-Interrogator") | |
| stable_diffusion = gr.Blocks.load(name="spaces/stabilityai/stable-diffusion") | |
| def get_images(prompt): | |
| gallery_dir = stable_diffusion(prompt, fn_index=2) | |
| return [os.path.join(gallery_dir, image) for image in os.listdir(gallery_dir)] | |
| def get_prompts(uploaded_image): | |
| return img_to_text(uploaded_image) | |
| with gr.Blocks() as demo: | |
| with gr.Column(): | |
| gr.Markdown( | |
| """ | |
| ## Stable Diffusion Perception 🎆🌌 | |
| Input an image and see how the model perceives it! 👀 | |
| """ | |
| ) | |
| gr.Markdown( | |
| """ | |
| Upload your image below 👇 | |
| """ | |
| ) | |
| with gr.Column(): | |
| input_img = gr.Image( | |
| type="filepath", | |
| ) | |
| with gr.Row(): | |
| translate_img = gr.Button("Upload Image!", elem_id = "img2text") | |
| see_prompts = gr.Button("Check how your image prompts your model!", elem_id="check_btn_1") | |
| #translate_img_directly = gr.Button("Translate your image now.", elem_id="translate_img") | |
| with gr.Accordion(label="Stable Diffusion Settings", elem_id="sd_settings", visible=False): | |
| with gr.Row(): | |
| guidance_scale = gr.Slider(2, 15, value = 7, label = 'Guidance Scale') | |
| nb_iterations = gr.Slider(10, 50, value = 25, step = 1, label = 'Steps') | |
| seed = gr.Slider(label = "Seed", minimum = 0, maximum = 2147483647, step = 1, randomize = True) | |
| gr.Markdown( | |
| """ | |
| ## Check what the model thinks of the image 📜 | |
| """ | |
| ) | |
| with gr.Column(): | |
| img2text_output = gr.Textbox( | |
| label="Convert your image to text!", | |
| lines=4, | |
| elem_id="translated" | |
| ) | |
| with gr.Row(): | |
| clear_btn = gr.Button(value="Clear") | |
| diffuse_btn = gr.Button(value="Diffuse it!", elem_id="diffuse_btn") | |
| clear_btn.click(fn=lambda value: gr.update(value=""), inputs=clear_btn, outputs=img2text_output) | |
| gr.Markdown(""" | |
| ## 3. Diffuse it! 🧑🎨 | |
| """ | |
| ) | |
| sd_output = gr.Gallery().style(grid=2, height="auto") | |
| see_prompts.click(img_to_text, | |
| inputs = input_img, | |
| outputs = [ | |
| img2text_output | |
| ]) | |
| def translate_directly(img): | |
| images = get_images(get_prompts(img)) | |
| return images | |
| """ | |
| translate_img_directly.click(translate_directly, | |
| inputs = [ | |
| input_img | |
| ], | |
| outputs = [ | |
| img2text_output, | |
| sd_output | |
| ]) | |
| """ | |
| diffuse_btn.click(get_images, | |
| inputs = [ | |
| img2text_output | |
| ], | |
| outputs = sd_output | |
| ) | |
| demo.launch() |