Contribution to a conference proceedings/Contribution to a book FZJ-2017-00520

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Packet-Oriented Streamline Tracing on Modern SIMD Architectures

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2015
The Eurographics Association

EGPGV15: Eurographics Symposium on Parallel Graphics and Visualization
Eurographics Symposium on Parallel Graphics and Visualization 2015, EGPGV15, Cagliari, SardiniaCagliari, Sardinia, Italy, 25 May 2015 - 26 May 20152015-05-252015-05-26
The Eurographics Association 43-52 () [10.2312/pgv.20151154]

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Abstract: The advection of integral lines is an important computational kernel in vector field visualization. We investigate how this kernel can profit from vector (SIMD) extensions in modern CPUs. As a baseline, we formulate a streamline tracing algorithm that facilitates auto-vectorization by an optimizing compiler. We analyze this algorithm and propose two different optimizations. Our results show that particle tracing does not per se benefit from SIMD computation. Based on a careful analysis of the auto-vectorized code, we propose an optimized data access routine and a re-packing scheme which increases average SIMD efficiency. We evaluate our approach on three different, turbulent flow fields. Our optimized approaches increase integration performance up to 5:6 over our baseline measurement. We conclude with a discussion of current limitations and aspects for future work.


Contributing Institute(s):
  1. Jülich Supercomputing Center (JSC)
  2. JARA - HPC (JARA-HPC)
Research Program(s):
  1. 511 - Computational Science and Mathematical Methods (POF3-511) (POF3-511)

Appears in the scientific report 2016
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 Record created 2017-01-17, last modified 2021-01-29


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