Design space exploration for optimal memory mapping of data and instructions in multimedia applications to Scratch-Pad Memories

A. Iranpour, K. Kuchcinski
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引用次数: 3

Abstract

In this paper, we propose a new methodology for optimal memory mapping of data and instructions to Scratch-Pad Memories (SPM). In the mapping process, we optimize, as the main priority, the number of memory accesses to minimize power consumption. Minimization of external memory accesses lowers switching activity and therefore power consumption. The optimization is done by finding Pareto-points, using multi-objective optimization that combines different cost functions. Our methodology is intended to be used in real-life situations in industry where there is often a need for mapping third party applications to a specific architecture. For evaluating our methodology, we also use commercial video H.264 and audio eAAC+ applications. Our experiments show that SPM is well suited for these applications for reducing external accesses to reduce power consumption but has limited significance on overall performance improvements. The proposed methodology provides a way to combine SPMs with caches to optimally use this memory architecture. Our experiments indicate high accuracy of our methodology for predicting SPM and external memory accesses. We have obtained 90% accuracy between results of our methodology and results for executing applications on a given architecture.
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设计空间探索的最佳存储器映射的数据和指令在多媒体应用的刮擦板存储器
在本文中,我们提出了一种新的方法,用于将数据和指令映射到刮擦板存储器(SPM)。在映射过程中,我们以优化内存访问次数为主要优先级,以最小化功耗。外部存储器访问的最小化降低了开关活动,从而降低了功耗。通过结合不同代价函数的多目标优化,寻找帕累托点来实现优化。我们的方法旨在用于经常需要将第三方应用程序映射到特定体系结构的行业中的实际情况。为了评估我们的方法,我们还使用商业视频H.264和音频eAAC+应用程序。我们的实验表明,SPM非常适合这些减少外部访问以降低功耗的应用,但对整体性能改进的意义有限。所提出的方法提供了一种将spm与缓存结合起来以最佳地使用这种内存体系结构的方法。我们的实验表明,我们的方法预测SPM和外部存储器访问的准确性很高。我们的方法的结果与在给定体系结构上执行应用程序的结果之间的准确率达到了90%。
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