Create app.py
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app.py
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import gradio as gr
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from fastai.learner import load_learner
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from fastai.vision.core import PILImage
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from huggingface_hub import hf_hub_download
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learner = load_learner(hf_hub_download("majonator/isitabird","model.pkl"))
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def classify_image(image):
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img = PILImage.create(image)
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pred_class, pred_idx, outputs = learner.predict(img)
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return(f"Predicted class: {pred_class}")
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gr.Interface(fn=classify_image,
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inputs=gr.Image(width=224, height=224),
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outputs="textbox").launch()
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