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Upload app.py

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  1. app.py +18 -0
app.py ADDED
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+ import gradio
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+ from fastai.vision.all import *
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+
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+ lern = load_learner('model.pkl')
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+
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+ labels = learn.dls.vocab
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+
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+ def predict(img):
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+ pred,idx,probs = learn.predict(img)
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+ return {labels[i]: float(probs[i]) for i,_ in enumarate(labels))}
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+
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+ image = gr.inputs.Image(shape(256,256))
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+ label = gr.outputs.Label()
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+ examples = ['house1.jpg','house2.jpg','house3.jpg','house4.jpg','house5.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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+
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+ intf.launch()