并行(可能)无锁散列筛:一种实用的SVP筛分算法

Artur Mariano, C. Bischof, Thijs Laarhoven
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引用次数: 36

摘要

在本文中,我们评估了哈希筛法的实用性,哈希筛法是最近提出的用于格上最短向量问题(SVP)的筛选算法,在多核共享内存系统上。为此,我们设计了一个可伸缩性很好的并行实现,它基于一个可能的无锁系统来处理并发性。可能的无锁系统,由自旋锁实现,再由CAS操作实现,很可能成为无锁机制,因为线程只在严格需要时阻塞,而且很可能不需要它们阻塞。通过我们的实现,我们能够在不到17.5小时的时间内,使用16个物理内核,在96维的任意晶格上求解SVP。我们实现的执行时间的最小二乘拟合(以秒为单位)介于2(0.32n—15)或2(0.33n—16)之间。这些结果对于基于格的密码学中参数的选择至关重要,因为它们表明筛分算法对于解决SVP比以前认为的更实用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Parallel (Probable) Lock-Free Hash Sieve: A Practical Sieving Algorithm for the SVP
In this paper, we assess the practicability of Hash Sieve, a recently proposed sieving algorithm for the Shortest Vector Problem (SVP) on lattices, on multi-core shared memory systems. To this end, we devised a parallel implementation that scales well, and is based on a probable lock-free system to handle concurrency. The probable lock-free system, implemented with spin-locks, in turn implemented with CAS operations, becomes likely a lock-free mechanism, since threads block only when strictly required and chances are that they are not required to block. With our implementation, we were able to solve the SVP on an arbitrary lattice in dimension 96, in less than 17.5 hours, using 16 physical cores. The least squares fit of the execution times of our implementation, in seconds, lies between 2(0.32n -- 15) or 2(0.33n -- 16). These results are of paramount importance for the selection of parameters in lattice-based cryptography, as they indicate that sieving algorithms are way more practical for solving the SVP than previously believed.
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