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Performance evaluation of hardware/software codesign of iterative methods of linear systems

机译:线性系统迭代方法的硬件/软件代码符号性能评估

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This paper presents the performance analysis hardware/software co-design of iterative methods for solving linear systems in terms of speed, iteration and toleration. Three iterative methods, Jacobi, Gauss-Seidel (GS) and conjugate gradient (CG), are implemented using Xilink EDK (embedded development kit). For comparison purposes, the same methods are also implemented in pure software using Xilink EDK. Comparisons of the implementations of three methods in software and hardware/software codesign show that the CG method benefits most from the hardware implementation of the matrix multiplication block. These indicators can be used for trade-off of area and speed during the development of reconfigurable hardware accelerator system for large scale circuit and neural simulations.
机译:本文从速度,迭代和公差的角度介绍了用于求解线性系统的迭代方法的性能分析软/硬件协同设计。使用Xilink EDK(嵌入式开发套件)实现了三种迭代方法,即Jacobi,Gauss-Seidel(GS)和共轭梯度(CG)。为了进行比较,使用Xilink EDK在纯软件中也实现了相同的方法。对三种方法在软件和硬件/软件代码符号中的实现方式的比较表明,CG方法从矩阵乘法模块的硬件实现中受益最大。在开发用于大规模电路和神经仿真的可重构硬件加速器系统时,这些指标可用于权衡面积和速度。

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