shravankumar147 commited on
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3db1987
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Upload app.py

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  1. app.py +22 -0
app.py ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:94a95586fc417b6e28c88273f71000f399149454a01254e0755d0741ba973830
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+ size 150
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+ import gradio as gr
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+ from fastai.vision.all import *
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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_img(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.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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+ iface = gr.Interface(fn=classify_img, inputs=image, outputs=label)
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+ iface.launch()