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# Import necessary libraries | |
import gradio as gr | |
import diffusers | |
import torch | |
# Define the function to generate an image from text using the Liberata/illustrious-xl-v1.0 model | |
def generate_image(prompt, guidance_scale, num_inference_steps): | |
# Load the model from the specified file | |
model = diffusers.StableDiffusionXLPipeline.from_pretrained( | |
"Liberata/illustrious-xl-v1.0", | |
torch_dtype=torch.float16 | |
) | |
# Generate the image from the text prompt with the specified parameters | |
image = model(prompt, guidance_scale=guidance_scale, num_inference_steps=num_inference_steps).images[0] | |
return image | |
# Create a Gradio interface for the text-to-image generation | |
with gr.Blocks() as demo: | |
# Create a textbox for the user to input the text prompt | |
prompt_input = gr.Textbox(label="Text Prompt") | |
# Create sliders for the guidance scale and number of inference steps | |
guidance_scale_slider = gr.Slider(1, 20, value=7.5, step=0.1, label="Guidance Scale") | |
num_inference_steps_slider = gr.Slider(1, 100, value=50, step=1, label="Number of Inference Steps") | |
# Create an image output to display the generated image | |
image_output = gr.Image(label="Generated Image") | |
# Create a button to trigger the image generation | |
generate_button = gr.Button("Generate Image") | |
# Add some documentation using HTML | |
gr.HTML(""" | |
<h2>Text-to-Image Generation with Liberata/illustrious-xl-v1.0</h2> | |
<p>This app allows you to generate images from text prompts using the Liberata/illustrious-xl-v1.0 model.</p> | |
<p>Simply enter a text prompt, adjust the parameters, and click the 'Generate Image' button to see the generated image.</p> | |
""") | |
# Define the event listener for the button click | |
generate_button.click(fn=generate_image, inputs=[prompt_input, guidance_scale_slider, num_inference_steps_slider], outputs=image_output) | |
# Launch the Gradio app with share=True | |
if __name__ == "__main__": | |
demo.launch(share=True, show_error=True) |