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Create app.py
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app.py
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import torch
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import gradio as gr
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from diffusers import StableDiffusion3Pipeline
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def image_generation(prompt):
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# is_cuda = False
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pipeline = StableDiffusion3Pipeline.from_pretrained("stabilityai/stable-diffusion-3-medium-diffusers",
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torch_dtype=torch.float32,
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text_encoder_3=None,
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tokenizer_3=None)
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# pipeline.enable_model_cpu_offload()
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pipeline.to('cpu')
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image = pipeline(
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prompt=prompt,
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negative_prompt="blurred, ugly, watermark, low resolution, blurry",
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num_inference_steps=10,
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height=192,
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width=192,
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guidance_scale=7.0
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).images[0]
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return image
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# image_generation("A magicion cat doing spell")
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gr.close_all()
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interface = gr.Interface(fn=image_generation,
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inputs=[gr.Textbox(label="Enter your prompt", lines=2)],
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outputs=[gr.Image(type="pil", label="Generated Image")],
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title="@GenAILearniverse Project 8: Image creation using Stable Diffusion 3 Model",
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description="THIS APPLICATION WILL BE USED TO GENERATE AWESOME IMAGES USING SD3 MODEL.")
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interface.launch()
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