Toqi Tahamid
commited on
Commit
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7fd0d00
1
Parent(s):
2c44690
update app.py
Browse files
app.py
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import gradio as gr
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# AUTOGENERATED! DO NOT EDIT! File to edit: ../Deploy to HF Space.ipynb.
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# %% auto 0
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__all__ = ['learn', 'bear_types', 'image', 'label', 'examples', 'intf', 'classify_image']
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# %% ../Deploy to HF Space.ipynb 1
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from fastai.vision.all import *
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import gradio as gr
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# %% ../Deploy to HF Space.ipynb 3
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learn = load_learner('model.pkl')
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# %% ../Deploy to HF Space.ipynb 7
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bear_types = ('grizzly', 'black', 'teddy')
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bear_types = sorted(bear_types)
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# bear_types
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# %% ../Deploy to HF Space.ipynb 9
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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(bear_types, map(float, probs)))
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# %% ../Deploy to HF Space.ipynb 12
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image = gr.inputs.Image(shape=(224, 224))
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label = gr.outputs.Label()
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examples = ['black-bear.jpg', 'grizzly-bear.jpg', 'teddy-bear.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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