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Parallel Electronic Structure Calculations Using Multiple Graphics Processing Units (GPUs)

机译:使用多个图形处理单元(GPU)的并行电子结构计算

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摘要

We present an implementation of parallel GPU-accelerated GPAW, a density-functional theory (DFT) code based on grid based projector-augmented wave method. GPAW is suitable for large scale electronic structure calculations and capable of scaling to thousands of cores. We have accelerated the most computationally intensive components of the program with CUDA. We will provide performance and scaling analysis of our multi-GPU-accelerated code staring from small systems up to systems with thousands of atoms running on GPU clusters. We have achieved up to 15 times speed-ups on large systems.
机译:我们提出了并行GPU加速GPAW的实现,这是一种基于网格的基于投影仪的增强波方法的密度泛函理论(DFT)代码。 GPAW适用于大规模电子结构计算,并能够扩展到数千个内核。我们使用CUDA加速了该程序中计算量最大的组件。我们将针对从小型系统到在GPU群集上运行数千个原子的系统提供的多GPU加速代码提供性能和缩放分析。在大型系统上,我们的速度提高了15倍。

著录项

  • 来源
  • 会议地点 Helsinki(FI)
  • 作者单位

    COMP Center of Excellence, Department of Applied Physics, School of Science, Aalto University, P.O. Box 11100, FI-00076 AALTO, Finland;

    COMP Center of Excellence, Department of Applied Physics, School of Science, Aalto University, P.O. Box 11100, FI-00076 AALTO, Finland;

    COMP Center of Excellence, Department of Applied Physics, School of Science, Aalto University, P.O. Box 11100, FI-00076 AALTO, Finland;

    COMP Center of Excellence, Department of Applied Physics, School of Science, Aalto University, P.O. Box 11100, FI-00076 AALTO, Finland;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    electronic structure calculations; density functional theory; graphics processing units;

    机译:电子结构计算;密度泛函理论;图形处理单元;

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