Abhinav928 commited on
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Upload app.py

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app.py ADDED
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+ import gradio as gr
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+ from fastai.text.all import *
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+
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+ # Load the trained model
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+ learn = load_learner("vehicle_classifier.pkl")
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+
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+ # Define prediction function
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+ def classify_vehicle(text):
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+ pred, _, probs = learn.predict(text)
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+ return f"Prediction: {pred} (Confidence: {max(probs):.2f})"
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+
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+ # Gradio interface
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+ demo = gr.Interface(
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+ fn=classify_vehicle,
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+ inputs=gr.Textbox(lines=2, placeholder="Enter vehicle description here..."),
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+ outputs="text",
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+ title="Vehicle Type Classifier",
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+ description="Enter a vehicle name or description to classify its type (e.g., car, truck, van, etc.)"
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+ )
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+
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+ # Launch the app
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+ demo.launch()