bhulston commited on
Commit
eb72371
1 Parent(s): b1af3af
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  1. app.py +28 -0
app.py ADDED
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+ # AUTOGENERATED! DO NOT EDIT! File to edit: ../app.ipynb.
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+
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+ # %% auto 0
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+ __all__ = ['learn', 'categories', 'image', 'label', 'examples', 'intf', 'is_cat', 'classify_image']
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+
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+ # %% ../app.ipynb 2
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+ from fastai.vision.all import *
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+ import gradio as gr
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+
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+ def is_cat(x): return x[0].isupper()
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+
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+ # %% ../app.ipynb 4
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+ learn = load_learner('model.pkl')
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+
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+ # %% ../app.ipynb 6
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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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+ return dict(zip(categories, map(float,probs))) #map changes them all to floats
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+
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+ # %% ../app.ipynb 9
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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', 'dunno.jpg']
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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)