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app.py
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import streamlit as st
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from diffusers import StableDiffusionPipeline
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import torch
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from PIL import Image
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# Title and description of the app
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st.title("🖼️ Stable Diffusion Image Generator")
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st.write("Generate images from text using the Stable Diffusion v2-1 model!")
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# Sidebar for user inputs
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st.sidebar.title("Input Options")
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prompt = st.sidebar.text_input("Enter your prompt", "A futuristic cityscape at sunset, vibrant colors, 8k")
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generate_button = st.sidebar.button("Generate Image")
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# Load the pipeline when the app starts
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@st.cache_resource
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def load_pipeline():
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# Use a smaller and more efficient model
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pipe = StableDiffusionPipeline.from_pretrained(
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"stabilityai/stable-diffusion-2-1",
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torch_dtype=torch.float16 if torch.cuda.is_available() else torch.float32,
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revision="fp16" if torch.cuda.is_available() else None
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)
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device = "cuda" if torch.cuda.is_available() else "cpu"
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pipe = pipe.to(device)
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return pipe
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pipe = load_pipeline()
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# Generate image when button is clicked
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if generate_button:
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st.write(f"### Prompt: {prompt}")
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with st.spinner("Generating image... Please wait."):
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try:
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# Generate the image
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with torch.autocast("cuda" if torch.cuda.is_available() else "cpu"):
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image = pipe(prompt).images[0]
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# Display the generated image
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st.image(image, caption="Generated Image", use_column_width=True)
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# Option to download the image
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img_path = "generated_image.png"
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image.save(img_path)
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with open(img_path, "rb") as img_file:
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st.download_button(
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label="Download Image",
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data=img_file,
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file_name="generated_image.png",
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mime="image/png"
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)
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except Exception as e:
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st.error(f"An error occurred: {e}")
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