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Decomposition method for fast computation of gigapixel-sized Fresnel holograms on a graphics processing unit cluster

机译:在图形处理单元群集中快速计算的分解方法,用于快速计算图形处理单元群集中的浮萍

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摘要

A parallel computation method for large-size Fresnel computer-generated hologram (CGH) is reported. The method was introduced by us in an earlier report as a technique for calculating Fourier CGH from 2D object data. In this paper we extend the method to compute Fresnel CGH from 3D object data. The scale of the computation problem is also expanded to 2 gigapixels, making it closer to real application requirements. The significant feature of the reported method is its ability to avoid communication overhead and thereby fully utilize the computing power of parallel devices. The method exhibits three layers of parallelism that favor small to large scale parallel computing machines. Simulation and optical experiments were conducted to demonstrate the workability and to evaluate the efficiency of the proposed technique. A two-times improvement in computation speed has been achieved compared to the conventional method, on a 16-node cluster (one GPU per node) utilizing only one layer of parallelism. A 20-times improvement in computation speed has been estimated utilizing two layers of parallelism on a very large-scale parallel machine with 16 nodes, where each node has 16 GPUs. (C) 2018 Optical Society of America.
机译:报道了大尺寸菲涅耳计算机生成全息图(CGH)的并行计算方法。通过我们在早期的报告中引入该方法作为计算来自2D对象数据的傅立叶CGH的技术。在本文中,我们扩展了从3D对象数据计算菲涅耳CGH的方法。计算问题的规模也扩展到2个简带像素,使其更接近实际应用要求。报告方法的重要特征是其避免通信开销的能力,从而充分利用并行设备的计算能力。该方法展示了三层平行,对大规模的平行计算机器有利于小。进行了仿真和光学实验以证明可加工性并评估所提出的技术的效率。与传统方法相比,在使用仅一层并行性的16节点集群(每个节点)上的传统方法相比,已经实现了计算速度的两倍改善。在具有16个节点的非常大规模的并行机器上利用两层并行机来估计计算速度的20倍,其中每个节点具有16个GPU。 (c)2018年光学学会。

著录项

  • 来源
    《Applied optics》 |2018年第12期|共12页
  • 作者单位

    Natl Inst Informat &

    Commun Technol Tokyo 1848795 Japan;

    Utsunomiya Univ Dept Informat Syst Sci 7-1-2 Yoto Utsunomiya Tochigi Japan;

    Utsunomiya Univ Dept Informat Syst Sci 7-1-2 Yoto Utsunomiya Tochigi Japan;

    Utsunomiya Univ Dept Informat Syst Sci 7-1-2 Yoto Utsunomiya Tochigi Japan;

    Utsunomiya Univ Dept Informat Syst Sci 7-1-2 Yoto Utsunomiya Tochigi Japan;

    Utsunomiya Univ Ctr Opt Res &

    Educ 7-1-2 Yoto Utsunomiya Tochigi Japan;

    Utsunomiya Univ Ctr Opt Res &

    Educ 7-1-2 Yoto Utsunomiya Tochigi Japan;

    Utsunomiya Univ Dept Informat Syst Sci 7-1-2 Yoto Utsunomiya Tochigi Japan;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 应用;
  • 关键词

  • 入库时间 2022-08-20 16:46:38
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