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app.py
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import gradio as gr
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from fastai.vision.ai import *
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def is_cat(x): returnx[0].isupper()
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learn = load_learner('model.pk1')
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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 = ['dog.jpg', 'cat.jpg', 'bear.jpg', 'bird.jpg', 'forest.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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bear.jpg
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bird.jpg
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cat.jpg
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dog.jpg
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