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Search space definition and exploration for nonuniform data reuse opportunities in data-dominant applications

机译:搜索空间定义和探索以数据为主的应用程序中的非均匀数据重用机会

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Efficient exploitation of temporal locality in the memory accesses on array signals can have a very large impact on the power consumption in embedded data dominated applications. The effective use of an optimized custom memory hierarchy or a customized software controlled mapping on a predefined hierarchy is crucial for this. Only recently have effective systematic techniques to deal with this specific design step begun to appear. They are still limited in their exploration scope. In this paper we construct the design space by introducing three parameters which determine how and when copies are made between different levels in a hierarchy, and determine their impact on the total memory size, storage-related power consumption, and code complexity. Strategies are then established for an efficient exploration, such that cost-effective solutions for the memory size/power trade-off can be achieved. The effectiveness of the techniques is demonstrated for several real-life image processing algorithms.
机译:有效利用阵列信号的存储器访问中的时间局部性可能会对嵌入式数据为主的应用程序的功耗产生非常大的影响。为此,有效使用优化的自定义内存层次结构或预定义层次结构上的自定义软件控制的映射至关重要。直到最近才出现有效的系统技术来应对这一特定的设计步骤。他们的勘探范围仍然有限。在本文中,我们通过引入三个参数来构建设计空间,这些参数确定在层次结构中不同级别之间如何以及何时进行复制,并确定它们对总内存大小,与存储相关的功耗和代码复杂性的影响。然后建立有效探索的策略,从而可以实现存储器大小/功率折衷的经济有效的解决方案。几种现实生活中的图像处理算法都证明了该技术的有效性。

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