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A LIGHTWEIGHT RUN-TIME SUPPORT FOR FAST DENSE LINEAR ALGEBRA ON MULTI-CORE

机译:多核快速稠密线性代数的轻量级运行时支持

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The work proposes ffMDF, a lightweight dynamic run-time support able to achieve high performance in the execution of dense linear algebra kernels on shared-cache multi-core. ffMDF implements a dynamic macro-dataflow interpreter processing DAG graphs generated on-the-fly out of standard numeric kernel code. The experimental results demonstrate that the performance obtained using ffMDF on both fine-grain and coarse-grain problems is comparable with or even better than that achieved by de-facto standard solutions (notably PLASMA library), which use separate run-time supports specifically optimised for different computational grains on modern multi-core.
机译:这项工作提出了ffMDF,这是一种轻量级的动态运行时支持,能够在共享缓存多核上执行密集的线性代数内核时实现高性能。 ffMDF实现了动态宏数据流解释器,用于处理从标准数字内核代码中即时生成的DAG图。实验结果表明,使用ffMDF在细粒度和粗粒度问题上获得的性能均与事实上的标准解决方案(尤其是PLASMA库)相媲美甚至更好,后者使用单独的运行时支持进行了专门优化适用于现代多核上的不同计算粒度。

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