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Update app.py
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app.py
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import gradio as gr
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from transformers import pipeline
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# Load the pre-trained model
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code_analyzer = pipeline("text-classification", model="huggingface/codebert-base-vulnerability-detection")
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# Function to analyze code snippets
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def analyze_code(code_snippet):
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result = code_analyzer(code_snippet)
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if result[0]["label"] == "VULNERABLE":
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return (
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f"⚠️ Potential Issue Detected: {result[0]['label']} "
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f"(Confidence: {result[0]['score']:.2f})\n"
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"💡 Suggestion: Avoid using unsafe practices like 'eval'. Replace it with safer alternatives."
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)
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else:
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return "✅ Code appears secure!"
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# Gradio interface setup
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interface = gr.Interface(
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fn=analyze_code,
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inputs="text",
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outputs="text",
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title="Secure Code Reviewer",
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description="Paste a code snippet to analyze for vulnerabilities."
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)
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# Launch the interface
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if __name__ == "__main__":
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interface.launch()
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