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function-evaluation.cpp
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function-evaluation.cpp
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//==================================================================================
// BSD 2-Clause License
//
// Copyright (c) 2014-2022, NJIT, Duality Technologies Inc. and other contributors
//
// All rights reserved.
//
// Author TPOC: contact@openfhe.org
//
// Redistribution and use in source and binary forms, with or without
// modification, are permitted provided that the following conditions are met:
//
// 1. Redistributions of source code must retain the above copyright notice, this
// list of conditions and the following disclaimer.
//
// 2. Redistributions in binary form must reproduce the above copyright notice,
// this list of conditions and the following disclaimer in the documentation
// and/or other materials provided with the distribution.
//
// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
// DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
// FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
// DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
// SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
// CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
// OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
// OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
//==================================================================================
/*
Example of evaluating arbitrary smooth functions with the Chebyshev approximation using CKKS.
*/
#include "openfhe.h"
using namespace lbcrypto;
void EvalLogisticExample();
void EvalFunctionExample();
int main(int argc, char* argv[]) {
EvalLogisticExample();
EvalFunctionExample();
return 0;
}
// In this example, we evaluate the logistic function 1 / (1 + exp(-x)) on an input of doubles
void EvalLogisticExample() {
std::cout << "--------------------------------- EVAL LOGISTIC FUNCTION ---------------------------------"
<< std::endl;
CCParams<CryptoContextCKKSRNS> parameters;
// We set a smaller ring dimension to improve performance for this example.
// In production environments, the security level should be set to
// HEStd_128_classic, HEStd_192_classic, or HEStd_256_classic for 128-bit, 192-bit,
// or 256-bit security, respectively.
parameters.SetSecurityLevel(HEStd_NotSet);
parameters.SetRingDim(1 << 10);
#if NATIVEINT == 128
usint scalingModSize = 78;
usint firstModSize = 89;
#else
usint scalingModSize = 50;
usint firstModSize = 60;
#endif
parameters.SetScalingModSize(scalingModSize);
parameters.SetFirstModSize(firstModSize);
// Choosing a higher degree yields better precision, but a longer runtime.
uint32_t polyDegree = 16;
// The multiplicative depth depends on the polynomial degree.
// See the FUNCTION_EVALUATION.md file for a table mapping polynomial degrees to multiplicative depths.
uint32_t multDepth = 6;
parameters.SetMultiplicativeDepth(multDepth);
CryptoContext<DCRTPoly> cc = GenCryptoContext(parameters);
cc->Enable(PKE);
cc->Enable(KEYSWITCH);
cc->Enable(LEVELEDSHE);
// We need to enable Advanced SHE to use the Chebyshev approximation.
cc->Enable(ADVANCEDSHE);
auto keyPair = cc->KeyGen();
// We need to generate mult keys to run Chebyshev approximations.
cc->EvalMultKeyGen(keyPair.secretKey);
std::vector<std::complex<double>> input{-4.0, -3.0, -2.0, -1.0, 0.0, 1.0, 2.0, 3.0, 4.0};
size_t encodedLength = input.size();
Plaintext plaintext = cc->MakeCKKSPackedPlaintext(input);
auto ciphertext = cc->Encrypt(keyPair.publicKey, plaintext);
double lowerBound = -5;
double upperBound = 5;
auto result = cc->EvalLogistic(ciphertext, lowerBound, upperBound, polyDegree);
Plaintext plaintextDec;
cc->Decrypt(keyPair.secretKey, result, &plaintextDec);
plaintextDec->SetLength(encodedLength);
std::vector<std::complex<double>> expectedOutput(
{0.0179885, 0.0474289, 0.119205, 0.268936, 0.5, 0.731064, 0.880795, 0.952571, 0.982011});
std::cout << "Expected output\n\t" << expectedOutput << std::endl;
std::vector<std::complex<double>> finalResult = plaintextDec->GetCKKSPackedValue();
std::cout << "Actual output\n\t" << finalResult << std::endl << std::endl;
}
void EvalFunctionExample() {
std::cout << "--------------------------------- EVAL SQUARE ROOT FUNCTION ---------------------------------"
<< std::endl;
CCParams<CryptoContextCKKSRNS> parameters;
// We set a smaller ring dimension to improve performance for this example.
// In production environments, the security level should be set to
// HEStd_128_classic, HEStd_192_classic, or HEStd_256_classic for 128-bit, 192-bit,
// or 256-bit security, respectively.
parameters.SetSecurityLevel(HEStd_NotSet);
parameters.SetRingDim(1 << 10);
#if NATIVEINT == 128
usint scalingModSize = 78;
usint firstModSize = 89;
#else
usint scalingModSize = 50;
usint firstModSize = 60;
#endif
parameters.SetScalingModSize(scalingModSize);
parameters.SetFirstModSize(firstModSize);
// Choosing a higher degree yields better precision, but a longer runtime.
uint32_t polyDegree = 50;
// The multiplicative depth depends on the polynomial degree.
// See the FUNCTION_EVALUATION.md file for a table mapping polynomial degrees to multiplicative depths.
uint32_t multDepth = 7;
parameters.SetMultiplicativeDepth(multDepth);
CryptoContext<DCRTPoly> cc = GenCryptoContext(parameters);
cc->Enable(PKE);
cc->Enable(KEYSWITCH);
cc->Enable(LEVELEDSHE);
// We need to enable Advanced SHE to use the Chebyshev approximation.
cc->Enable(ADVANCEDSHE);
auto keyPair = cc->KeyGen();
// We need to generate mult keys to run Chebyshev approximations.
cc->EvalMultKeyGen(keyPair.secretKey);
std::vector<std::complex<double>> input{1, 2, 3, 4, 5, 6, 7, 8, 9};
size_t encodedLength = input.size();
Plaintext plaintext = cc->MakeCKKSPackedPlaintext(input);
auto ciphertext = cc->Encrypt(keyPair.publicKey, plaintext);
double lowerBound = 0;
double upperBound = 10;
// We can input any lambda function, which inputs a double and returns a double.
auto result = cc->EvalChebyshevFunction([](double x) -> double { return std::sqrt(x); }, ciphertext, lowerBound,
upperBound, polyDegree);
Plaintext plaintextDec;
cc->Decrypt(keyPair.secretKey, result, &plaintextDec);
plaintextDec->SetLength(encodedLength);
std::vector<std::complex<double>> expectedOutput(
{1, 1.414213, 1.732050, 2, 2.236067, 2.449489, 2.645751, 2.828427, 3});
std::cout << "Expected output\n\t" << expectedOutput << std::endl;
std::vector<std::complex<double>> finalResult = plaintextDec->GetCKKSPackedValue();
std::cout << "Actual output\n\t" << finalResult << std::endl << std::endl;
}