DESIGN AND ACCELERATION OF FULLY HOMOMORPHIC ENCRYPTION IN THE RNS- CKKS SCHEME USING GPU PARALLELIZATION

Homomorphic encryption is an encryption scheme that allows computation to be performed on ciphertext. One of the most widely used homomorphic encryption schemes is CKKS. The ciphertext of the CKKS scheme is representated in polynomial form. For good security, the degree and coefficients of said p...

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Main Author: Jedidia Augustine, Jevant
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/81792
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:81792
spelling id-itb.:817922024-07-04T08:50:57ZDESIGN AND ACCELERATION OF FULLY HOMOMORPHIC ENCRYPTION IN THE RNS- CKKS SCHEME USING GPU PARALLELIZATION Jedidia Augustine, Jevant Indonesia Final Project Homomorphic Encryption, RNS-CKKS, GPU, acceleration INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/81792 Homomorphic encryption is an encryption scheme that allows computation to be performed on ciphertext. One of the most widely used homomorphic encryption schemes is CKKS. The ciphertext of the CKKS scheme is representated in polynomial form. For good security, the degree and coefficients of said polynomial need to have high values. For this reason, CKKS was further developed into RNS-CKKS in order to increase the efficiency of operations and data storage. However, some operations, such as ciphertext multiplication, still require high execution time, especially for higher polynomial degree. In order to solve this issue, parallelization of the RNS-CKKS scheme is used to accelerate the process. The serial implementation of the scheme is done using C++, while the parallel implementation is done using CUDA. Two main techniques used to optimize the parallel implementation are array flattening and kernel fusion. Testing is done by comparing the execution time of serial and parallel implementation and then calculating the speedup or slowdown of each operation. As a result, the NTT, iNTT, encryption, decryption, and multiplication processes experienced accelerations of 3.7x, 3.7x, 3.26x, 3.96x, and 4.68x, respectively. Meanwhile, the decoding and addition processes experienced a slowdowns of 0.57x dan 0.86x, respectively. No significant acceleration was observed during the encoding process. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description Homomorphic encryption is an encryption scheme that allows computation to be performed on ciphertext. One of the most widely used homomorphic encryption schemes is CKKS. The ciphertext of the CKKS scheme is representated in polynomial form. For good security, the degree and coefficients of said polynomial need to have high values. For this reason, CKKS was further developed into RNS-CKKS in order to increase the efficiency of operations and data storage. However, some operations, such as ciphertext multiplication, still require high execution time, especially for higher polynomial degree. In order to solve this issue, parallelization of the RNS-CKKS scheme is used to accelerate the process. The serial implementation of the scheme is done using C++, while the parallel implementation is done using CUDA. Two main techniques used to optimize the parallel implementation are array flattening and kernel fusion. Testing is done by comparing the execution time of serial and parallel implementation and then calculating the speedup or slowdown of each operation. As a result, the NTT, iNTT, encryption, decryption, and multiplication processes experienced accelerations of 3.7x, 3.7x, 3.26x, 3.96x, and 4.68x, respectively. Meanwhile, the decoding and addition processes experienced a slowdowns of 0.57x dan 0.86x, respectively. No significant acceleration was observed during the encoding process.
format Final Project
author Jedidia Augustine, Jevant
spellingShingle Jedidia Augustine, Jevant
DESIGN AND ACCELERATION OF FULLY HOMOMORPHIC ENCRYPTION IN THE RNS- CKKS SCHEME USING GPU PARALLELIZATION
author_facet Jedidia Augustine, Jevant
author_sort Jedidia Augustine, Jevant
title DESIGN AND ACCELERATION OF FULLY HOMOMORPHIC ENCRYPTION IN THE RNS- CKKS SCHEME USING GPU PARALLELIZATION
title_short DESIGN AND ACCELERATION OF FULLY HOMOMORPHIC ENCRYPTION IN THE RNS- CKKS SCHEME USING GPU PARALLELIZATION
title_full DESIGN AND ACCELERATION OF FULLY HOMOMORPHIC ENCRYPTION IN THE RNS- CKKS SCHEME USING GPU PARALLELIZATION
title_fullStr DESIGN AND ACCELERATION OF FULLY HOMOMORPHIC ENCRYPTION IN THE RNS- CKKS SCHEME USING GPU PARALLELIZATION
title_full_unstemmed DESIGN AND ACCELERATION OF FULLY HOMOMORPHIC ENCRYPTION IN THE RNS- CKKS SCHEME USING GPU PARALLELIZATION
title_sort design and acceleration of fully homomorphic encryption in the rns- ckks scheme using gpu parallelization
url https://digilib.itb.ac.id/gdl/view/81792
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