结构矩阵运算中降低功耗的几何平铺

G. Chen, Liping Xue, Jungsub Kim, K. Sobti, L. Deng, Xiaobai Sun, N. Pitsianis, C. Chakrabarti, M. Kandemir, N. Vijaykrishnan
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引用次数: 9

摘要

这项工作的重点是降低功耗,同时使用算法和架构手段保持矩阵计算的效率和准确性。我们对算法进行了转换,以适应应用的具体情况,通过几何平铺将矩阵结构转化为节能潜力。我们没有使用盲拼接,而是根据底层几何图形对矩阵元素进行索引和划分,从而更好地估计和控制几何图形内部和之间的数值范围,从而可以利用这一点来节省电力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Geometric Tiling for Reducing Power Consumption in Structured Matrix Operations
This work focuses on reducing power consumption while maintaining the efficiency and accuracy of matrix computations using both algorithmic and architectural means. We transform the algorithms, in adaptation to application specifics, to translate the matrix structures into power saving potential via geometric tiling. Instead of using blind tiling, we index and partition matrix elements according to the underlying geometry to claim a better estimate and control of numerical range within and across geometric tiles, which can then be exploited for power saving.
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