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Create app.py
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app.py
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import torch
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from diffusers import StableDiffusionPipeline
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import gradio as gr
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# Use GPU if available
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device = "cuda" if torch.cuda.is_available() else "cpu"
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# Load Stable Diffusion v1.5 from Hugging Face
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pipe = StableDiffusionPipeline.from_pretrained(
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"stabilityai/stable-diffusion-v1-5",
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torch_dtype=torch.float16 if device == "cuda" else torch.float32,
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revision="fp16" if device == "cuda" else None,
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use_safetensors=True
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)
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pipe = pipe.to(device)
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# Inference function
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def generate(prompt, guidance, steps, width, height):
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image = pipe(prompt=prompt, guidance_scale=guidance, num_inference_steps=steps, height=height, width=width).images[0]
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return image
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# Gradio UI
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title = "🎨 Offline Text-to-Image Generator (Stable Diffusion v1.5)"
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description = "Generate images from text prompts using a fully self-hosted Stable Diffusion model."
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with gr.Blocks() as demo:
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gr.Markdown(f"# {title}")
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gr.Markdown(description)
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with gr.Row():
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with gr.Column():
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prompt = gr.Textbox(label="Enter your prompt", placeholder="A steampunk dragon flying over a futuristic city")
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guidance = gr.Slider(1, 20, value=7.5, step=0.5, label="Guidance Scale")
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steps = gr.Slider(10, 100, value=30, step=5, label="Inference Steps")
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width = gr.Slider(256, 768, value=512, step=64, label="Image Width")
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height = gr.Slider(256, 768, value=512, step=64, label="Image Height")
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submit = gr.Button("Generate Image")
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with gr.Column():
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output = gr.Image(label="Generated Image")
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submit.click(fn=generate, inputs=[prompt, guidance, steps, width, height], outputs=output)
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demo.launch()
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