Chong-U Lim commited on
Commit
7aaf1ee
Β·
1 Parent(s): 8895221
.ipynb_checkpoints/app-checkpoint.py ADDED
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+ __all__ = ['is_cat', 'learn', 'classify_image', 'categories', 'image', 'label', 'examples', 'intf']
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+
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+ from fastai.vision.all import load_learner
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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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+ learn = load_learner('model.pkl')
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+
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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)))
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+
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+ image = gr.components.Image(height=192, width=192)
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+ label = gr.components.Label()
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+
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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)
cat.jpeg β†’ cat.jpg RENAMED
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dog.jpeg β†’ dog.jpg RENAMED
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dunno.jpeg β†’ dunno.jpg RENAMED
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