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Automatically Tuned Linear Algebra Software

机译:自动调整的线性代数软件

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This paper describes an approach for the automatic generation and optimization of numerical software for processors with deep memory hierarchies and pipelined functional units. The production of such software for machines ranging from desktop workstations to embedded processors can be a tedious and time consuming process. The work described here can help in automating much of this process. We will concentrate our efforts on the widely used linear algebra kernels called the Basic Linear Algebra Subroutines (BLAS). In particular, the work presented here is for general matrix multiply, DGEMM. However much of the technology and approach developed here can be applied to the other Level 3 BLAS and the general strategy can have an impact on basic linear algebra operations in general and may be extended to other important kernel operations.
机译:本文介绍了一种自动生成和优化具有深内存层次结构和流水线功能单元的处理器的数值软件的方法。用于从台式工作站到嵌入式处理器的机器的此类软件的生产可能是繁琐且耗时的过程。此处描述的工作可以帮助自动完成此过程。我们将把精力集中在广泛使用的称为基本线性代数子例程(BLAS)的线性代数核上。特别是,此处介绍的工作是针对通用矩阵乘法DGEMM的。但是,此处开发的许多技术和方法都可以应用于其他3级BLAS,并且一般策略通常会对基本线性代数运算产生影响,并且可以扩展到其他重要的内核运算。

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