marufc36 commited on
Commit
f29142c
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1 Parent(s): 844a92f

update app.py

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  1. app.py +27 -0
app.py CHANGED
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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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+
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+ cap_labels=(
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+ 'baseball cap',
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+ 'beanie cap',
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+ 'cow boy hat',
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+ 'fedora cap',
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+ 'flat cap',
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+ 'kepi cap',
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+ 'newsboy cap',
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+ 'trucker cap'
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+
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+ )
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+ model=load_learner(f'models/cap-classifier-v2.pkl')
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+
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+ def recognize_image(image):
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+ pred, idx, probs=model.predict(image)
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+ print(pred)
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+ return dict(zip(cap_labels, map(float, probs)))
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+
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+ image = gr.Image(image_mode="RGB")
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+ label=gr.Label()
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+ example=['test_images/th (1).jpeg']
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+ iface = gr.Interface(fn=recognize_image, inputs=image, outputs=label,examples=example )
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+ iface.launch(inline=False, share=True)