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Update app.py
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app.py
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@@ -285,11 +285,7 @@ if __name__ == "__main__":
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gr.Markdown(
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"""
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- **Encryption Method**: Fully Homomorphic Encryption using the TFHE (Fast Fully Homomorphic Encryption over the Torus) library
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- **Machine Learning Model**:
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- **Performance Metrics**:
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- Encrypted file scanning: ~30 seconds per MB
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- Plaintext file scanning: ~0.5 seconds per MB
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- Estimated time to scan 1GB: ~8.5 hours (encrypted) vs. ~8.5 minutes (plaintext)
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*Note: These are preliminary figures based on our proof-of-concept. We aim to significantly improve performance in future iterations.*
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"""
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)
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gr.Markdown(
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"""
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- **Encryption Method**: Fully Homomorphic Encryption using the TFHE (Fast Fully Homomorphic Encryption over the Torus) library
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- **Machine Learning Model**: Random Forest classifier optimized for FHE computations using ConcreteML
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*Note: These are preliminary figures based on our proof-of-concept. We aim to significantly improve performance in future iterations.*
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"""
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)
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