XeHE: an Intel GPU Accelerated Fully Homomorphic Encryption Library: A SYCL Sparkler: Making the Most of C++ and SYCL

XeHE: an Intel GPU Accelerated Fully Homomorphic Encryption Library: A SYCL Sparkler: Making the Most of C++ and SYCL

Author
Alexander Lyashevsky, Alexey Titov, Yiqin Qiu, and Yujia Zhai
Publisher
Alexander Lyashevsky, Alexey Titov, Yiqin Qiu, and Yujia Zhai
Language
English
Year
2023
Page
84
ISBN
9798886380002,9798886380019
File Type
epub
File Size
3.0 MiB

This installment of a "SYCL Sparkler" explores in depth a way to implement a reasonably efficient implementation for Homomorphic Encryption using modern C++ with SYCL. As a result of their work, the authors learned some valuable optimization techniques and insights that the they have taken time to share in this very interesting and detailed piece.
A key value of using C++ with SYCL, is the ability to be portable while supporting the ability to optimize at a lower level when it is deemed worth the effort. This work helps illustrate how the authors isolated that optimization work, and their thought process on how to pick what to optimize. The code for this implementation is available open source online. None of the performance numbers shown are intended to provide guidance on hardware selection. The authors offer their results and observations to illustrate the magnitude of changes that may correspond to the optimizations being discussed. Readers will find the information valuable to motivate their own optimization work on their applications using some of the techniques highlighted by these authors.

Key Insights shared include: pros/cons of a hand-tuned vISA, memory allocation overheads, multi-tile scaling, event-based profiling, algorithm tuning, measuring of device throughput, developing with 'dualities' to increase portability and performance portability.

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