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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/软件思想绩效评估

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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:本文介绍了在速度,迭代和宽度方面解决线性系统的迭代方法的性能分析硬件/软件共同设计。使用XILINK EDK(嵌入式开发套件)来实现三种迭代方法,Jacobi,Gauss-Seidel(GS)和共轭梯度(CG)。为了比较目的,使用Xilink EDK的纯软件也在纯软件中实现相同的方法。软件和硬件/软件代码中三种方法的实现的比较显示CG方法大多数来自矩阵乘法块的硬件实现。这些指标可用于开发可重新配置硬件加速器系统的区域和速度,用于大规模电路和神经仿真。

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