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Create tab4_intrusion_detection.py
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tab/tab4_intrusion_detection.py
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import gradio as gr
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import pennylane as qml
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def quantum_intrusion_detection(data_stream):
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dev = qml.device("default.qubit", wires=2)
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@qml.qnode(dev)
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def classifier(x):
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qml.RY(x[0], wires=0)
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qml.RY(x[1], wires=1)
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qml.CNOT(wires=[0, 1])
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return qml.expval(qml.PauliZ(0))
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try:
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x = [float(i) for i in data_stream.split(',')]
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score = abs(classifier(x))
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return "🚨 Intrusion Detected" if score > 0.7 else "✅ Normal Activity"
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except:
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return "❌ Invalid input. Format: 0.3,0.7"
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def get_tab4_intrusion():
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with gr.Tab("4️⃣ Quantum Intrusion Detection"):
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data_input = gr.Textbox(label="Data Stream (e.g. 0.3,0.7)")
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detect_btn = gr.Button("Analyze")
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detection_output = gr.Textbox(label="Detection Result")
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detect_btn.click(quantum_intrusion_detection,
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inputs=[data_input],
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outputs=[detection_output])
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