Architectural Specialization for Inter-Iteration Loop Dependence Patterns

S. Srinath, Berkin Ilbeyi, Mingxing Tan, Gai Liu, Zhiru Zhang, C. Batten
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引用次数: 26

Abstract

Hardware specialization is an increasingly common technique to enable improved performance and energy efficiency in spite of the diminished benefits of technology scaling. This paper proposes a new approach called explicit loop specialization (XLOOPS) based on the idea of elegantly encoding inter-iteration loop dependence patterns in the instruction set. XLOOPS supports a variety of inter-iteration data-and control-dependence patterns for both single and nested loops. The XLOOPS hardware/software abstraction requires only lightweight changes to a general-purpose compiler to generate XLOOPS binaries and enables executing these binaries on: (1) traditional micro architectures with minimal performance impact, (2) specialized micro architectures to improve performance and/or energy efficiency, and (3) adaptive micro architectures that can seamlessly migrate loops between traditional and specialized execution to dynamically trade-off performance vs. Energy efficiency. We evaluate XLOOPS using a vertically integrated research methodology and show compelling performance and energy efficiency improvements compared to both simple and complex general-purpose processors.
迭代间循环依赖模式的体系结构专门化
硬件专门化是一种越来越普遍的技术,可以提高性能和能源效率,尽管技术扩展的好处有所减少。本文提出了一种新的方法——显式循环专门化(XLOOPS),该方法基于对指令集中迭代循环依赖模式进行优雅编码的思想。XLOOPS支持用于单个循环和嵌套循环的各种迭代间数据和控制依赖模式。XLOOPS硬件/软件抽象只需要对通用编译器进行轻量级更改,以生成XLOOPS二进制文件,并允许在以下情况下执行这些二进制文件:(1)对性能影响最小的传统微架构,(2)提高性能和/或能效的专门微架构,以及(3)可以在传统和专门执行之间无缝迁移循环的自适应微架构,以动态权衡性能与能效。我们使用垂直集成的研究方法对XLOOPS进行了评估,与简单和复杂的通用处理器相比,XLOOPS显示出了令人信服的性能和能效改进。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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