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Create app.py

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  1. app.py +28 -0
app.py ADDED
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+ # AUTOGENERATED! DO NOT EDIT! File to edit: ../dino.ipynb.
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+
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+ # %% auto 0
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+ __all__ = ['learn', 'categories', 'image', 'label', 'examples', 'demo', 'classify']
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+
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+ # %% ../dino.ipynb 1
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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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+
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+ # %% ../dino.ipynb 3
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+ learn = load_learner('export.pkl')
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+
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+
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+ # %% ../dino.ipynb 5
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+ categories = ('ankylosaurus', 'brontosaurus', 'pterodactyl', 'trex', 'triceraptops')
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+
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+ def classify(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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+
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+ # %% ../dino.ipynb 7
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+ image = gr.Image(width=512, height=512)
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+ label = gr.Label(num_top_classes=3)
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+ examples = ['ankylosaurus.jpg', 'images.jpeg']
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+
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+ demo = gr.Interface(fn=classify, inputs=image, outputs=label, examples=examples)
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+ demo.launch(inline=False)