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Create app.py

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  1. app.py +23 -0
app.py ADDED
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+ import gradio as gr
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+ from transformers import pipeline
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+
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+ # Load a pre-trained text classification model
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+ classifier = pipeline("text-classification", model="mohit-thakur/phishing-email-detection")
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+
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+ def detect_phishing(email_text):
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+ result = classifier(email_text)[0]
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+ label = result['label']
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+ score = result['score']
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+ return f"Prediction: {label} (Confidence: {score:.2f})"
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+
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+ # Gradio interface
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+ interface = gr.Interface(
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+ fn=detect_phishing,
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+ inputs=gr.Textbox(lines=15, placeholder="Paste the email content here..."),
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+ outputs="text",
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+ title="Phishing Email Detector",
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+ description="This app detects whether an email is a phishing attempt."
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+ )
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+
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+ if __name__ == "__main__":
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+ interface.launch()