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Add application file
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app.py
ADDED
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__all__ = ["label_func", "learn", "classify_image", "categories", "image", "label", "examples", "intf"]
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from fastai.vision.all import *
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import gradio as gr
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def label_func(x): return x.parent.name
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learn = load_learner("model.pkl")
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categories = ("Dog", "Cat")
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def classify_image(img):
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pred, idx, probs = learn.predict(img)
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return dict(zip(categories, map(float,probs)))
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image = gr.inputs.Image(shape=(192, 192))
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label = gr.outputs.Label()
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examples = ["cowslip.jpg", "daffodil.jpg", "snowdrop.jpg", "buttercup.jpg"]
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intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
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intf.launch(inline=False)
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