An Architecture-Agnostic Integer Linear Programming Approach to CGRA Mapping

S. Alexander Chin, Jason H. Anderson
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引用次数: 53

Abstract

Coarse-grained reconfigurable architectures (CGRAs) have gained traction as a potential solution to implement accelerators for compute-intensive kernels, particularly in domains requiring hardware programmability. Architecture and CAD for CGRAs are tightly intertwined, with many prior works having combined architectures and tools. In this work, we present an architecture-agnostic integer linear programming (ILP) approach for CGRA mapping, integrated within an open-source CGRA architecture evaluation framework. The mapper accepts an application and an architecture description as input and can generate an optimal mapping, if indeed mapping is feasible. An experimental study demonstrates its effectiveness over a range of CGRA architectures.
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CGRA映射的体系结构不可知整数线性规划方法
粗粒度可重构架构(CGRAs)作为实现计算密集型内核加速器的潜在解决方案已经获得了关注,特别是在需要硬件可编程性的领域。CGRAs的架构和CAD紧密地交织在一起,许多先前的作品将架构和工具结合在一起。在这项工作中,我们提出了一种架构无关的整数线性规划(ILP)方法,用于CGRA映射,集成在一个开源的CGRA架构评估框架中。映射器接受应用程序和体系结构描述作为输入,如果映射确实可行,则可以生成最优映射。实验研究证明了该方法在多种CGRA结构上的有效性。
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