使用多输入、多输出形式控制最大化体系结构中的资源效率

Raghavendra Pradyumna Pothukuchi, Amin Ansari, P. Voulgaris, J. Torrellas
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引用次数: 58

摘要

随着处理器寻求更高的资源效率,它们越来越需要同时瞄准多个目标,例如性能水平、功耗和平均利用率。鲁棒控制解决方案不能来自基于启发式的控制器,甚至不能来自组合多个单参数控制器的正式方法。这些控制器最终可能会相互对抗。需要的是控制理论的MIMO(多输入,多输出)控制器,它在多个输入上驱动并以协调的方式控制多个输出。在本文中,我们使用MIMO控制理论技术来开发控制器来动态调整处理器中的结构参数。据我们所知,这是这一领域的首次研究。我们讨论了三种使用MIMO控制器的方法。我们开发了一个MIMO控制器的例子,并表明它比基于启发式或通过组合单参数形式控制器构建的控制器有效得多。随着未来的处理器变得更受资源约束和适应性,这里讨论的一般方法可能会越来越相关。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Using Multiple Input, Multiple Output Formal Control to Maximize Resource Efficiency in Architectures
As processors seek more resource efficiency, they increasingly need to target multiple goals at the same time, such as a level of performance, power consumption, and average utilization. Robust control solutions cannot come from heuristic-based controllers or even from formal approaches that combine multiple single-parameter controllers. Such controllers may end-up working against each other. What is needed is control-theoretical MIMO (multiple input, multiple output) controllers, which actuate on multiple inputs and control multiple outputs in a coordinated manner. In this paper, we use MIMO control-theory techniques to develop controllers to dynamically tune architectural parameters in processors. To our knowledge, this is the first work in this area. We discuss three ways in which a MIMO controller can be used. We develop an example of MIMO controller and show that it is substantially more effective than controllers based on heuristics or built by combining single-parameter formal controllers. The general approach discussed here is likely to be increasingly relevant as future processors become more resource-constrained and adaptive.
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