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Create app.py
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app.py
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from fastbook import *
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import gradio as gr
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#def get_y(o):
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# return [parent_label(o)]
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## lets load the model
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learn_inf = load_learner('single_label_maize_disease_classifier.pkl')
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def maize_disease_classifier(image):
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pred,pred_idx,probs = learn_inf.predict(image)
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pred_name = f"Prediction: {pred}"
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pred_prob = f"Probability: {probs[pred_idx]}"
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pred_array = pred_idx
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return pred_name, pred_prob, pred_array
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iface = gr.Interface(fn=maize_disease_classifier, inputs=gr.inputs.Image(shape=(224, 224)), \
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outputs=["text", "number", "text"])
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iface.launch(inline=False)
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