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lowrollr
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Commit
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9f38b11
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Parent(s):
63944d7
george app
Browse files- app.py +26 -0
- export.pkl +3 -0
- george1.jpeg +0 -0
- george2.jpg +0 -0
- george3.jpeg +0 -0
- not_george1.jpg +0 -0
- not_george2.jpg +0 -0
- not_george3.jpg +0 -0
app.py
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import gradio as gr
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from fastai.vision.all import load_learner
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model = load_learner('export.pkl')
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categories = ('george', 'not_george')
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def classify_bird(img):
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pred, idx, probs = model.predict(img)
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return dict(zip(categories, map(float, probs)))
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image = gr.inputs.Image(shape=(256, 256))
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label = gr.outputs.Label(num_top_classes=5)
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examples = ['george1.jpeg', 'george2.jpg', 'george3.jpeg', 'not_george1.jpg', 'not_george2.jpg', 'not_george3.jpg']
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iface = gr.Interface(
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fn=classify_bird,
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inputs=image,
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outputs=label,
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examples=examples,
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title='George Classifier',
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description='Determines whether an image is of george',
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allow_flagging='never'
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)
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iface.launch()
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export.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:9f9a40c1640c5f84c8e6c616384689eb8a83eaf3b97c8848b053722c70ad11b7
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size 46959083
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george1.jpeg
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george2.jpg
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george3.jpeg
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not_george1.jpg
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not_george2.jpg
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not_george3.jpg
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