向量微积分运算的计算位宽分配

A. Kinsman, N. Nicolici
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引用次数: 5

摘要

位宽自动分配是硬件加速器设计的关键步骤。利用基于sat模理论的计算方法来解决有限精度位宽分配问题最近被证明可以克服已知技术所面临的挑战,特别是在科学计算领域。然而,许多这样的实际应用都是用向量和矩阵来表示的,它们通过展开成标量方程而变得不可行的。本文提出了一个包含向量微积分运算的框架,从而能够处理实际相关复杂性的应用。
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Computational bit-width allocation for operations in vector calculus
Automated bit-width allocation is a key step required for the design of hardware accelerators. The use of computational methods based on SAT-Modulo Theory to the problem of finite-precision bit-width allocation has recently been shown to overcome challenges faced by the known-art, particularly in the scientific computing domain. However, many such real-life applications are specified in terms of vectors and matrices and they are rendered infeasible by expansion into scalar equations. This paper proposes a framework to include operations from vector calculus and thus it enables tackling applications of practically relevant complexity.
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