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* changes to add threshold number of parties as cryptocontext params and adjust the cushion in findlevelstodrop for noise estimation * changes to add threshold number of parties as cryptocontext params and adjust the cushion in findlevelstodrop for noise estimation * cleaned up and added comment in findlevelstodrop * typos and comments * fixed review comments * Use the CKKSRNS_SCHEME schemeId in CKKSPackedencoding constructors (openfheorg#291) Co-authored-by: Dmitriy Suponitskiy <dsuponitskiy@dualitytech.com> * fixed thresholdparties *1 in two other lines * changes to add threshold number of parties as cryptocontext params and adjust the cushion in findlevelstodrop for noise estimation * cleaned up and added comment in findlevelstodrop * typos and comments * fixed review comments * fixed thresholdparties *1 in two other lines --------- Co-authored-by: dsuponitskiy <dmitriy.suponitskiy@gmail.com> Co-authored-by: Dmitriy Suponitskiy <dsuponitskiy@dualitytech.com>
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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. | ||
//================================================================================== | ||
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/* | ||
Examples of threshold FHE for BGVrns, BFVrns and CKKS | ||
*/ | ||
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#include "openfhe.h" | ||
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using namespace lbcrypto; | ||
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void RunBFVrns(); | ||
void EvalNoiseBFV(PrivateKey<DCRTPoly> privateKey, ConstCiphertext<DCRTPoly> ciphertext, Plaintext ptxt, usint ptm, | ||
double& noise, double& logQ, EncryptionTechnique encMethod); | ||
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int main(int argc, char* argv[]) { | ||
std::cout << "\n=================RUNNING FOR BFVrns=====================" << std::endl; | ||
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RunBFVrns(); | ||
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return 0; | ||
} | ||
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void RunBFVrns() { | ||
int plaintextModulus = 65537; | ||
double sigma = 3.2; | ||
lbcrypto::SecurityLevel securityLevel = lbcrypto::SecurityLevel::HEStd_128_classic; | ||
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usint batchSize = 16; | ||
usint multDepth = 4; | ||
usint digitSize = 30; | ||
usint dcrtBits = 60; | ||
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lbcrypto::CCParams<lbcrypto::CryptoContextBFVRNS> parameters; | ||
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parameters.SetPlaintextModulus(plaintextModulus); | ||
parameters.SetSecurityLevel(securityLevel); | ||
parameters.SetStandardDeviation(sigma); | ||
parameters.SetSecretKeyDist(UNIFORM_TERNARY); | ||
parameters.SetMultiplicativeDepth(multDepth); | ||
parameters.SetBatchSize(batchSize); | ||
parameters.SetDigitSize(digitSize); | ||
parameters.SetScalingModSize(dcrtBits); | ||
parameters.SetThresholdNumOfParties(5); | ||
parameters.SetMultiplicationTechnique(HPSPOVERQLEVELED); | ||
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CryptoContext<DCRTPoly> cc = GenCryptoContext(parameters); | ||
// enable features that you wish to use | ||
cc->Enable(PKE); | ||
cc->Enable(KEYSWITCH); | ||
cc->Enable(LEVELEDSHE); | ||
cc->Enable(ADVANCEDSHE); | ||
cc->Enable(MULTIPARTY); | ||
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//////////////////////////////////////////////////////////// | ||
// Set-up of parameters | ||
//////////////////////////////////////////////////////////// | ||
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// Output the generated parameters | ||
std::cout << "p = " << cc->GetCryptoParameters()->GetPlaintextModulus() << std::endl; | ||
std::cout << "n = " << cc->GetCryptoParameters()->GetElementParams()->GetCyclotomicOrder() / 2 << std::endl; | ||
std::cout << "log2 q = " << log2(cc->GetCryptoParameters()->GetElementParams()->GetModulus().ConvertToDouble()) | ||
<< std::endl; | ||
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// Initialize Public Key Containers for two parties A and B | ||
KeyPair<DCRTPoly> kp1; | ||
KeyPair<DCRTPoly> kp2; | ||
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KeyPair<DCRTPoly> kpMultiparty; | ||
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//////////////////////////////////////////////////////////// | ||
// Perform Key Generation Operation | ||
//////////////////////////////////////////////////////////// | ||
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std::cout << "Running key generation (used for source data)..." << std::endl; | ||
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// Round 1 (party A) | ||
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std::cout << "Round 1 (party A) started." << std::endl; | ||
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kp1 = cc->KeyGen(); | ||
kp2 = cc->MultipartyKeyGen(kp1.publicKey); | ||
auto kp3 = cc->MultipartyKeyGen(kp2.publicKey); | ||
auto kp4 = cc->MultipartyKeyGen(kp3.publicKey); | ||
auto kp5 = cc->MultipartyKeyGen(kp4.publicKey); | ||
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// Generate evalmult key part for A | ||
auto evalMultKey = cc->KeySwitchGen(kp1.secretKey, kp1.secretKey); | ||
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auto evalMultKey2 = cc->MultiKeySwitchGen(kp2.secretKey, kp2.secretKey, evalMultKey); | ||
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auto evalMultKey3 = cc->MultiKeySwitchGen(kp3.secretKey, kp3.secretKey, evalMultKey); | ||
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auto evalMultKey4 = cc->MultiKeySwitchGen(kp4.secretKey, kp4.secretKey, evalMultKey); | ||
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auto evalMultKey5 = cc->MultiKeySwitchGen(kp5.secretKey, kp5.secretKey, evalMultKey); | ||
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auto evalMultAB = cc->MultiAddEvalKeys(evalMultKey, evalMultKey2, kp2.publicKey->GetKeyTag()); | ||
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auto evalMultABC = cc->MultiAddEvalKeys(evalMultAB, evalMultKey3, kp3.publicKey->GetKeyTag()); | ||
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auto evalMultABCD = cc->MultiAddEvalKeys(evalMultABC, evalMultKey4, kp4.publicKey->GetKeyTag()); | ||
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auto evalMultABCDE = cc->MultiAddEvalKeys(evalMultABCD, evalMultKey5, kp5.publicKey->GetKeyTag()); | ||
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auto evalMultEABCDE = cc->MultiMultEvalKey(kp5.secretKey, evalMultABCDE, kp5.publicKey->GetKeyTag()); | ||
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auto evalMultDABCDE = cc->MultiMultEvalKey(kp4.secretKey, evalMultABCDE, kp5.publicKey->GetKeyTag()); | ||
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auto evalMultCABCDE = cc->MultiMultEvalKey(kp3.secretKey, evalMultABCDE, kp5.publicKey->GetKeyTag()); | ||
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auto evalMultBABCDE = cc->MultiMultEvalKey(kp2.secretKey, evalMultABCDE, kp5.publicKey->GetKeyTag()); | ||
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auto evalMultAABCDE = cc->MultiMultEvalKey(kp1.secretKey, evalMultABCDE, kp5.publicKey->GetKeyTag()); | ||
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auto evalMultDEABCDE = cc->MultiAddEvalMultKeys(evalMultEABCDE, evalMultDABCDE, evalMultEABCDE->GetKeyTag()); | ||
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auto evalMultCDEABCDE = cc->MultiAddEvalMultKeys(evalMultCABCDE, evalMultDEABCDE, evalMultCABCDE->GetKeyTag()); | ||
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auto evalMultBCDEABCDE = cc->MultiAddEvalMultKeys(evalMultBABCDE, evalMultCDEABCDE, evalMultBABCDE->GetKeyTag()); | ||
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auto evalMultFinal = cc->MultiAddEvalMultKeys(evalMultAABCDE, evalMultBCDEABCDE, kp5.publicKey->GetKeyTag()); | ||
cc->InsertEvalMultKey({evalMultFinal}); | ||
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//--------------------------------------------------- | ||
std::cout << "Running evalsum key generation (used for source data)..." << std::endl; | ||
// Generate evalsum key part for A | ||
cc->EvalSumKeyGen(kp1.secretKey); | ||
auto evalSumKeys = | ||
std::make_shared<std::map<usint, EvalKey<DCRTPoly>>>(cc->GetEvalSumKeyMap(kp1.secretKey->GetKeyTag())); | ||
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auto evalSumKeysB = cc->MultiEvalSumKeyGen(kp2.secretKey, evalSumKeys, kp2.publicKey->GetKeyTag()); | ||
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auto evalSumKeysC = cc->MultiEvalSumKeyGen(kp3.secretKey, evalSumKeys, kp3.publicKey->GetKeyTag()); | ||
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auto evalSumKeysD = cc->MultiEvalSumKeyGen(kp4.secretKey, evalSumKeys, kp4.publicKey->GetKeyTag()); | ||
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auto evalSumKeysE = cc->MultiEvalSumKeyGen(kp5.secretKey, evalSumKeys, kp5.publicKey->GetKeyTag()); | ||
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auto evalSumKeysAB = cc->MultiAddEvalSumKeys(evalSumKeys, evalSumKeysB, kp2.publicKey->GetKeyTag()); | ||
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auto evalSumKeysABC = cc->MultiAddEvalSumKeys(evalSumKeysC, evalSumKeysAB, kp3.publicKey->GetKeyTag()); | ||
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auto evalSumKeysABCD = cc->MultiAddEvalSumKeys(evalSumKeysABC, evalSumKeysD, kp4.publicKey->GetKeyTag()); | ||
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auto evalSumKeysJoin = cc->MultiAddEvalSumKeys(evalSumKeysE, evalSumKeysABCD, kp5.publicKey->GetKeyTag()); | ||
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cc->InsertEvalSumKey(evalSumKeysJoin); | ||
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//////////////////////////////////////////////////////////// | ||
// Encode source data | ||
//////////////////////////////////////////////////////////// | ||
std::vector<int64_t> vectorOfInts1 = {1, 2, 3, 4, 5, 6, 5, 4, 3, 2, 1, 0}; | ||
std::vector<int64_t> vectorOfInts2 = {1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0}; | ||
std::vector<int64_t> vectorOfInts3 = {2, 2, 3, 4, 5, 6, 7, 8, 9, 10, 0, 0}; | ||
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Plaintext plaintext1 = cc->MakePackedPlaintext(vectorOfInts1); | ||
Plaintext plaintext2 = cc->MakePackedPlaintext(vectorOfInts2); | ||
Plaintext plaintext3 = cc->MakePackedPlaintext(vectorOfInts3); | ||
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//////////////////////////////////////////////////////////// | ||
// Encryption | ||
//////////////////////////////////////////////////////////// | ||
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Ciphertext<DCRTPoly> ciphertext1; | ||
Ciphertext<DCRTPoly> ciphertext2; | ||
Ciphertext<DCRTPoly> ciphertext3; | ||
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ciphertext1 = cc->Encrypt(kp5.publicKey, plaintext1); | ||
ciphertext2 = cc->Encrypt(kp5.publicKey, plaintext2); | ||
ciphertext3 = cc->Encrypt(kp5.publicKey, plaintext3); | ||
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//////////////////////////////////////////////////////////// | ||
// Homomorphic Operations | ||
//////////////////////////////////////////////////////////// | ||
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Ciphertext<DCRTPoly> ciphertextAdd12; | ||
Ciphertext<DCRTPoly> ciphertextAdd123; | ||
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ciphertextAdd12 = cc->EvalAdd(ciphertext1, ciphertext2); | ||
ciphertextAdd123 = cc->EvalAdd(ciphertextAdd12, ciphertext3); | ||
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auto ciphertextMult1 = cc->EvalMult(ciphertext1, ciphertext1); | ||
auto ciphertextMult2 = cc->EvalMult(ciphertextMult1, ciphertext1); | ||
auto ciphertextMult3 = cc->EvalMult(ciphertextMult2, ciphertext1); | ||
auto ciphertextMult = cc->EvalMult(ciphertextMult3, ciphertext1); | ||
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auto ciphertextEvalSum = cc->EvalSum(ciphertext3, batchSize); | ||
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//////////////////////////////////////////////////////////// | ||
// Decryption after Accumulation Operation on Encrypted Data with Multiparty | ||
//////////////////////////////////////////////////////////// | ||
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Plaintext plaintextAddNew1; | ||
Plaintext plaintextAddNew2; | ||
Plaintext plaintextAddNew3; | ||
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DCRTPoly partialPlaintext1; | ||
DCRTPoly partialPlaintext2; | ||
DCRTPoly partialPlaintext3; | ||
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Plaintext plaintextMultipartyNew; | ||
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const std::shared_ptr<CryptoParametersBase<DCRTPoly>> cryptoParams = kp1.secretKey->GetCryptoParameters(); | ||
const std::shared_ptr<typename DCRTPoly::Params> elementParams = cryptoParams->GetElementParams(); | ||
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// Distributed decryption | ||
// partial decryption by party A | ||
auto ciphertextPartial1 = cc->MultipartyDecryptLead({ciphertextAdd123}, kp1.secretKey); | ||
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// partial decryption by party B | ||
auto ciphertextPartial2 = cc->MultipartyDecryptMain({ciphertextAdd123}, kp2.secretKey); | ||
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// partial decryption by party C | ||
auto ciphertextPartial3 = cc->MultipartyDecryptMain({ciphertextAdd123}, kp3.secretKey); | ||
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// partial decryption by party D | ||
auto ciphertextPartial4 = cc->MultipartyDecryptMain({ciphertextAdd123}, kp4.secretKey); | ||
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// partial decryption by party E | ||
auto ciphertextPartial5 = cc->MultipartyDecryptMain({ciphertextAdd123}, kp5.secretKey); | ||
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std::vector<Ciphertext<DCRTPoly>> partialCiphertextVec; | ||
partialCiphertextVec.push_back(ciphertextPartial1[0]); | ||
partialCiphertextVec.push_back(ciphertextPartial2[0]); | ||
partialCiphertextVec.push_back(ciphertextPartial3[0]); | ||
partialCiphertextVec.push_back(ciphertextPartial4[0]); | ||
partialCiphertextVec.push_back(ciphertextPartial5[0]); | ||
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// Two partial decryptions are combined | ||
cc->MultipartyDecryptFusion(partialCiphertextVec, &plaintextMultipartyNew); | ||
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std::cout << "\n Original Plaintext: \n" << std::endl; | ||
std::cout << plaintext1 << std::endl; | ||
std::cout << plaintext2 << std::endl; | ||
std::cout << plaintext3 << std::endl; | ||
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plaintextMultipartyNew->SetLength(plaintext1->GetLength()); | ||
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std::cout << "\n Resulting Fused Plaintext: \n" << std::endl; | ||
std::cout << plaintextMultipartyNew << std::endl; | ||
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std::cout << "\n"; | ||
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Plaintext plaintextMultipartyMult; | ||
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ciphertextPartial1 = cc->MultipartyDecryptLead({ciphertextMult}, kp1.secretKey); | ||
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ciphertextPartial2 = cc->MultipartyDecryptMain({ciphertextMult}, kp2.secretKey); | ||
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// partial decryption by party C | ||
ciphertextPartial3 = cc->MultipartyDecryptMain({ciphertextMult}, kp3.secretKey); | ||
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// partial decryption by party D | ||
ciphertextPartial4 = cc->MultipartyDecryptMain({ciphertextMult}, kp4.secretKey); | ||
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// partial decryption by party E | ||
ciphertextPartial5 = cc->MultipartyDecryptMain({ciphertextMult}, kp5.secretKey); | ||
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std::vector<Ciphertext<DCRTPoly>> partialCiphertextVecMult; | ||
partialCiphertextVecMult.push_back(ciphertextPartial1[0]); | ||
partialCiphertextVecMult.push_back(ciphertextPartial2[0]); | ||
partialCiphertextVecMult.push_back(ciphertextPartial3[0]); | ||
partialCiphertextVecMult.push_back(ciphertextPartial4[0]); | ||
partialCiphertextVecMult.push_back(ciphertextPartial5[0]); | ||
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cc->MultipartyDecryptFusion(partialCiphertextVecMult, &plaintextMultipartyMult); | ||
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plaintextMultipartyMult->SetLength(plaintext1->GetLength()); | ||
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std::cout << "\n Resulting Fused Plaintext after Multiplication of plaintexts 1 " | ||
"and 3: \n" | ||
<< std::endl; | ||
std::cout << plaintextMultipartyMult << std::endl; | ||
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std::cout << "\n"; | ||
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Plaintext plaintextMultipartyEvalSum; | ||
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ciphertextPartial1 = cc->MultipartyDecryptLead({ciphertextEvalSum}, kp1.secretKey); | ||
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ciphertextPartial2 = cc->MultipartyDecryptMain({ciphertextEvalSum}, kp2.secretKey); | ||
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ciphertextPartial3 = cc->MultipartyDecryptMain({ciphertextEvalSum}, kp3.secretKey); | ||
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ciphertextPartial4 = cc->MultipartyDecryptMain({ciphertextEvalSum}, kp4.secretKey); | ||
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ciphertextPartial5 = cc->MultipartyDecryptMain({ciphertextEvalSum}, kp5.secretKey); | ||
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std::vector<Ciphertext<DCRTPoly>> partialCiphertextVecEvalSum; | ||
partialCiphertextVecEvalSum.push_back(ciphertextPartial1[0]); | ||
partialCiphertextVecEvalSum.push_back(ciphertextPartial2[0]); | ||
partialCiphertextVecEvalSum.push_back(ciphertextPartial3[0]); | ||
partialCiphertextVecEvalSum.push_back(ciphertextPartial4[0]); | ||
partialCiphertextVecEvalSum.push_back(ciphertextPartial5[0]); | ||
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cc->MultipartyDecryptFusion(partialCiphertextVecEvalSum, &plaintextMultipartyEvalSum); | ||
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plaintextMultipartyEvalSum->SetLength(plaintext1->GetLength()); | ||
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std::cout << "\n Fused result after summation of ciphertext 3: \n" << std::endl; | ||
std::cout << plaintextMultipartyEvalSum << std::endl; | ||
} |
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