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Power Consumption of Mixed Precision in the Iterative Solution of Sparse Linear Systems

机译:稀疏线性系统迭代解中混合精度的功耗

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This paper presents a detailed analysis of a mixed precision iterative refinement solver applied to a linear system obtained from the 2D discretization of a fluid flow problem. The total execution time and energy need of different soft- and hardware implementations are measured and compared with those of a plain GMRES-based solver in double precision. The time and energy consumption of individual parts of the algorithm are monitored as well, enabling a deeper insight and the possibility of optimizing the energy consumption of the code on a general-purpose multi-core architecture and systems accelerated by a graphics processor.
机译:本文对混合精度迭代细化求解器进行了详细分析,该求解器应用于从流体流动问题的二维离散化获得的线性系统中。测量了不同软硬件实现的总执行时间和能源需求,并与双精度基于GMRES的普通求解器进行了比较。还监视算法各个部分的时间和能耗,从而可以更深入地了解并有可能在图形处理器加速的通用多核体系结构和系统上优化代码的能耗。

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