Implemented the secure comparison idea from the paper Efficient Homomorphic Comparison Methods with Optimal Complexity. Also included under papers/.
HEAAN allows single instruction multiple data (SIMD) operations, so we can put 2^16 values in one cipher, which allows us to perform 2^16 comparisons simultaneously. Examples of how the API works are in the pdte.py files. The server generates keys and a ciphertext, and saves them all to files. The files then can be send to the client (not included in the code) and the comparison can be performed. Finally, we can decrypt the values back on the server and view the results of the comparison.
To use the library, include import seccomp in the python file, where seccomp.cpython-310-x86_64-linux-gnu.so is present and in the same directory of the python file. You can then call the functions provided by <retval => seccomp.<function>(<parameters>).
NOTE: The binary included with the repository is for python 3.10 only currently. If using another version of python, you will have to recompile with a different version of python specified in setup.py
NOTE: seccomp.cpython-310-x86_64-linux-gnu.so relies on libntl.so.44 to be imported. To solve the error of libntl.so.44 not being found, add /path/to/seccomp/ntl/libto the environment variableLD_LIBRARY_PATH`.
List of functions:
void compare(list featureValues, string inCipherPath, string outCipherPath, string encKeyPath, string multKeyPath)- given a list of numbers between [0,1], and a ciphertext of encrypted values
inCipherPath, output a file with the result of the comparisonoutCipherPath
- given a list of numbers between [0,1], and a ciphertext of encrypted values
void keygen(string secretKeyPath, string multKeyPath, string encKeyPath)- Generates and saves the secret, multiplication, and encryption keys to files
void encryptValue(double value, string encKeyPath, string ciphertextPath)- Encrypts a single value into all the slots of the ciphertext and saves it to
ciphertextPath
- Encrypts a single value into all the slots of the ciphertext and saves it to
void encryptMany(list values, string encKeyPath, string ciphertextPath)- Encrypts a list of values, where each value is one slot in the ciphertext (there are 2^16 slots).
- For encrypting less that 2^16 numbers, leave the unused values as 0.
list decrypt(string cipherPath, string secretKeyPath)- Decrypts the given ciphertext file with the secret key and returns the list of decrypted values
void pdte(list featureValues, string treeCipherPath, string outCipherPath, string encKeyPath, string multKeyPath, string rotKeyPath)- Performs a private decision tree evaluation on a list of features. The
treeCipherPathis the encrypted tree to evaluate the data on. - Requires and encryption key, multiplication, and rotation keys, which can be generated with
keygen() - Outputs the evaluation results in
outCipherPathwhich need to be multiplied to the labels to get the correct result.
- Performs a private decision tree evaluation on a list of features. The