ryanleeme17 commited on
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c0de0b3
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1 Parent(s): 1d4f9d0

app.py in correct folder

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  1. app.py +24 -0
app.py ADDED
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+ # AUTOGENERATED! DO NOT EDIT! File to edit: ../dogvcat_test.ipynb.
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+
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+ # %% auto 0
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+ __all__ = ['learn', 'categories', 'image', 'label', 'examples', 'intf', 'classify_image']
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+
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+ # %% ../dogvcat_test.ipynb 2
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+ learn = load_learner('model.pkl')
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+
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+ # %% ../dogvcat_test.ipynb 4
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+ categories = ('Dog', 'Cat')
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+
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+ def classify_image(img):
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+ pred,idx,probs = learn.predict(img)
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+ #format the output of learn.predict. dict creates dictionary, zip associates the labels with the probabilities and map converts the tensor into a float
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+ return dict(zip(categories, map(float,probs)))
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+
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+ # %% ../dogvcat_test.ipynb 6
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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.jpeg', 'cat.jpg', 'dunno.jpeg']
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+
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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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+