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add app file
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app.py
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from fastai.vision.all import *
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import gradio as gr
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learn = load_learner("model/what_brew_machine_v1.pkl")
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categories = tuple(learn.dls.vocab)
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def what_machine(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 = ['sample_imgs/aeropress_go.jpg',
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'sample_imgs/delonghi_espresso.jpg',
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'sample_imgs/moka_pot_red.jpeg']
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intf = gr.Interface(fn=what_machine, inputs=image, outputs=label, examples=examples)
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intf.launch(inline=False)
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