Architecture-aware classical Taylor shift by 1

Jeremy R. Johnson, W. Krandick, A. Ruslanov
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引用次数: 22

Abstract

We present algorithms that outperform straightforward implementations of classical Taylor shift by 1. For input poly-nomials of low degrees a method of the SACLIB library is faster than straightforward implementations by a factor of at least 2; for higher degrees we develop a method that is faster than straightforward implementations by a factor of up to 7. Our Taylor shift algorithm requires more word additions than straightforward methods but it reduces the number of cycles per word addition by reducing memory traffic and the number of carry computations. The introduction of signed digits, suspended normalization, radix reduction, and delayed carry propagation enables our algorithm to take advantage of the technique of register tiling which is commonly used by optimizing compilers. While our algorithm is written in a high-level language, it depends on several parameters that can be tuned to the underlying architecture.
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具有建筑意识的经典泰勒位移为1
我们提出的算法比经典泰勒移位的直接实现要好1。对于低阶的输入多项式,SACLIB库的方法比直接实现的方法至少快2倍;对于更高的学位,我们开发了一种比直接实现快7倍的方法。我们的泰勒移位算法比直接的方法需要更多的单词添加,但它通过减少内存流量和进位计算次数来减少每个单词添加的循环次数。引入有符号数字、挂起归一化、基数约简和延迟进位传播,使我们的算法能够利用寄存器平铺技术,这是优化编译器常用的技术。虽然我们的算法是用高级语言编写的,但它依赖于几个可以调优到底层体系结构的参数。
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