高级综合调度过程中公共子表达式的动态消除

A. Nicolau, N. Dutt, Rajesh K. Gupta, N. Savoiu, Mehrdad Reshadi, S. Gupta
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引用次数: 21

摘要

本文提出了一种新的方法“动态公共子表达式消除(CSE)”,该方法基于控制密集型设计调度过程中产生的新机会动态地消除公共子表达式。由于控制流和数据流的复杂混合存在,传统的CSE技术无法消除控制密集型设计中的一些常见子表达式。用于调度控制密集型设计的激进的推测代码运动经常重新排序、推测和重复操作,因此改变了具有公共子表达式的操作之间的控制流。这为动态应用CSE带来了新的机会。我们在名为Spark的高级综合框架中实现了动态CSE,并展示了使用CSE和动态CSE的各种组合进行的实验结果。所使用的基准包括四个功能块,这些功能块来自两个中等复杂的工业强度应用程序,即MPEG-1和GIMP图像处理工具。我们的动态CSE技术使控制器尺寸提高了22%,性能提高了31%;很容易超越传统CSE方法所获得的改进。我们还观察到,使用我们的方法,寄存器的数量出现了意想不到的(显著的)减少。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Dynamic common sub-expression elimination during scheduling in high-level synthesis
We introduce a new approach, "Dynamic Common Sub-expression Elimination (CSE)", that dynamically eliminates common sub-expressions based on new opportunities created during scheduling of control-intensive designs. Classical CSE techniques fail to eliminate several common sub-expressions in control-intensive designs due to the presence of a complex mix of control and data-flow. Aggressive speculative code motions employed to schedule control-intensive designs often re-order, speculate and duplicate operations, hence changing the control flow between the operations with common sub-expressions. This leads to new opportunities for applying CSE dynamically. We have implemented dynamic CSE in a high-level synthesis framework called Spark and present results for experiments performed using various combinations of CSE and dynamic CSE. The benchmarks used consist of four functional blocks derived from two moderately complex industrial-strength applications, namely, MPEG-1 and the GIMP image processing tool. Our dynamic CSE techniques result in improvements of up to 22% in the controller size and up to 31% in performance; easily surpassing the improvements obtained by the traditional CSE approach. We also observe an unexpected (and significant) reduction in the number of registers using our approach.
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