GPU Solver for Systems of Linear Equations with Infinite Precision

Jiri Khun, I. Šimeček, R. Lórencz
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引用次数: 1

Abstract

In this paper, we would like to introduce a GPU accelerated solver for systems of linear equations with an infinite precision. The infinite precision means that the system can provide a precise solution without any rounding error. These errors usually come from limited precision of floating point values within their natural computer representation. In a simplified description, the system is using modular arithmetic for transforming an original SLE into dozens of integer SLEs that are solved in parallel via GPU. In the final step, partial results are used for a calculation of the final solution. The usage of GPU plays a key role in terms of performance because the whole process is computationally very intensive. The GPU solver can provide about one magnitude higher performance than a multithreaded one.
无限精度线性方程组的GPU求解器
在本文中,我们将介绍一个GPU加速求解器,用于求解具有无限精度的线性方程组。无限精度意味着系统可以在没有舍入误差的情况下提供精确的解。这些错误通常来自浮点值在其自然计算机表示中的有限精度。在简化的描述中,该系统使用模块化算法将原始SLE转换为数十个整数SLE,并通过GPU并行求解。在最后一步,部分结果用于计算最终解。GPU的使用在性能方面起着关键作用,因为整个过程的计算非常密集。GPU解算器可以提供比多线程解算器高一个数量级的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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