The Pangeo Ecosystem: Interactive Computing Tools for the Geosciences: Benchmarking on HPC
Type | Proceedings paper | ||||||||||||||||
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Date | 2019 | ||||||||||||||||
Language | English | ||||||||||||||||
Other localization | https://sc19.supercomputing.org/ | ||||||||||||||||
Author(s) | Odaka Tina![]() ![]() ![]() |
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Affiliation(s) | 1 : Laboratory for Ocean Physics and Satellite Remote Sensing UMR LOPS, Ifremer, Univ. Brest, CNRS, IRD, IUEM Brest, France 2 : National Center for Atmospheric Research, Boulder, CO, USA 3 : CNES Computing Center team Centre National d'Etudes Spatiales Toulouse, France 4 : Lamont Doherty Earth Observatory, Columbia University, New York, USA |
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Meeting | SC ’19 workshops - The International Conference for High Performance Computing, Networking, Storage, and Analysis. 17-22 Novembrer 2019, Denver | ||||||||||||||||
Source | Juckeland G., Chandrasekaran S. (eds) Tools and Techniques for High Performance Computing. HUST 2019, SE-HER 2019, WIHPC 2019. Communications in Computer and Information Science, vol 1190. Springer, Cham. Print ISBN 978-3-030-44727-4 Online ISBN 978-3-030-44728-1. https://doi.org/10.1007/978-3-030-44728-1_12. pp.190-204 . | ||||||||||||||||
DOI | 10.1007/978-3-030-44728-1_12 | ||||||||||||||||
Keyword(s) | Pangeo, interactive computing, HPC, cloud, benchmarking, Dask, Xarray | ||||||||||||||||
Abstract | The Pangeo ecosystem is an interactive computing software stack for HPC and public cloud infrastructures. In this paper, we show benchmarking results of the Pangeo platform on two di erent HPC sys- tems. Four di erent geoscience operations were considered in this bench- marking study with varying chunk sizes and chunking schemes. Both strong and weak scaling analyses were performed. Chunk sizes between 64MB to 512MB were considered, with the best scalability obtained for 512MB. Compared to certain manual chunking schemes, the auto chunk- ing scheme scaled well. |
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