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Understanding HPC Benchmark Performance on Intel Broadwell and Cascade Lake Processors

Hardware platforms in high performance computing are constantly getting more complex to handle even when considering multicore CPUs alone. Numerous features and configuration options in the hardware and the software environment that are relevant for performance are not even known to most application...

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Autores principales: Alappat, Christie L., Hofmann, Johannes, Hager, Georg, Fehske, Holger, Bishop, Alan R., Wellein, Gerhard
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7295341/
http://dx.doi.org/10.1007/978-3-030-50743-5_21
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author Alappat, Christie L.
Hofmann, Johannes
Hager, Georg
Fehske, Holger
Bishop, Alan R.
Wellein, Gerhard
author_facet Alappat, Christie L.
Hofmann, Johannes
Hager, Georg
Fehske, Holger
Bishop, Alan R.
Wellein, Gerhard
author_sort Alappat, Christie L.
collection PubMed
description Hardware platforms in high performance computing are constantly getting more complex to handle even when considering multicore CPUs alone. Numerous features and configuration options in the hardware and the software environment that are relevant for performance are not even known to most application users or developers. Microbenchmarks, i.e., simple codes that fathom a particular aspect of the hardware, can help to shed light on such issues, but only if they are well understood and if the results can be reconciled with known facts or performance models. The insight gained from microbenchmarks may then be applied to real applications for performance analysis or optimization. In this paper we investigate two modern Intel x86 server CPU architectures in depth: Broadwell EP and Cascade Lake SP. We highlight relevant hardware configuration settings that can have a decisive impact on code performance and show how to properly measure on-chip and off-chip data transfer bandwidths. The new victim L3 cache of Cascade Lake and its advanced replacement policy receive due attention. Finally we use DGEMM, sparse matrix-vector multiplication, and the HPCG benchmark to make a connection to relevant application scenarios.
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spelling pubmed-72953412020-06-16 Understanding HPC Benchmark Performance on Intel Broadwell and Cascade Lake Processors Alappat, Christie L. Hofmann, Johannes Hager, Georg Fehske, Holger Bishop, Alan R. Wellein, Gerhard High Performance Computing Article Hardware platforms in high performance computing are constantly getting more complex to handle even when considering multicore CPUs alone. Numerous features and configuration options in the hardware and the software environment that are relevant for performance are not even known to most application users or developers. Microbenchmarks, i.e., simple codes that fathom a particular aspect of the hardware, can help to shed light on such issues, but only if they are well understood and if the results can be reconciled with known facts or performance models. The insight gained from microbenchmarks may then be applied to real applications for performance analysis or optimization. In this paper we investigate two modern Intel x86 server CPU architectures in depth: Broadwell EP and Cascade Lake SP. We highlight relevant hardware configuration settings that can have a decisive impact on code performance and show how to properly measure on-chip and off-chip data transfer bandwidths. The new victim L3 cache of Cascade Lake and its advanced replacement policy receive due attention. Finally we use DGEMM, sparse matrix-vector multiplication, and the HPCG benchmark to make a connection to relevant application scenarios. 2020-05-22 /pmc/articles/PMC7295341/ http://dx.doi.org/10.1007/978-3-030-50743-5_21 Text en © The Author(s) 2020 Open Access This chapter is licensed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made. The images or other third party material in this chapter are included in the chapter's Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the chapter's Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder.
spellingShingle Article
Alappat, Christie L.
Hofmann, Johannes
Hager, Georg
Fehske, Holger
Bishop, Alan R.
Wellein, Gerhard
Understanding HPC Benchmark Performance on Intel Broadwell and Cascade Lake Processors
title Understanding HPC Benchmark Performance on Intel Broadwell and Cascade Lake Processors
title_full Understanding HPC Benchmark Performance on Intel Broadwell and Cascade Lake Processors
title_fullStr Understanding HPC Benchmark Performance on Intel Broadwell and Cascade Lake Processors
title_full_unstemmed Understanding HPC Benchmark Performance on Intel Broadwell and Cascade Lake Processors
title_short Understanding HPC Benchmark Performance on Intel Broadwell and Cascade Lake Processors
title_sort understanding hpc benchmark performance on intel broadwell and cascade lake processors
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7295341/
http://dx.doi.org/10.1007/978-3-030-50743-5_21
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