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Create app.py
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app.py
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import gradio as gr
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from huggingface_hub import from_pretrained_fastai
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# Load the model from Hugging Face Hub
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learn = from_pretrained_fastai("hugginglearners/brain-tumor-detection-mri")
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# Define the prediction function
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def predict(img):
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# Assuming input is an image, convert it into the format required by the model
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pred_class, _, probs = learn.predict(img)
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return {str(pred_class): float(probs.max())}
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# Create the Gradio interface
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iface = gr.Interface(fn=predict, inputs="image", outputs="label",
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title="Brain Tumor Detection",
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description="Upload an MRI scan to detect brain tumors")
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# Launch the interface
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iface.launch()
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