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app.py
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import gradio as gr
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from fastai.learner import load_learner
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from fastai.vision.all import *
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learner_inf = load_learner('banana.pkl')
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labels = learner_inf.dls.vocab
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def predict(img):
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img = PILImage.create(img)
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pred, pred_idx, probs = learner_inf.predict(img)
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return {label: float(probs[i]) for i, label in enumerate(labels)}
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gr.Interface(
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fn=predict,
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inputs=gr.inputs.Image(shape=(192,192)),
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outputs=gr.outputs.Label(num_top_classes=3)
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).launch(share=True)
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