To Exascale and Beyond—The Simple Cloud-Resolving E3SM Atmosphere Model (SCREAM), a Performance Portable Global Atmosphere Model for Cloud-Resolving Scales

IF 4.4 2区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Journal of Advances in Modeling Earth Systems Pub Date : 2024-07-07 DOI:10.1029/2024MS004314
A. S. Donahue, P. M. Caldwell, L. Bertagna, H. Beydoun, P. A. Bogenschutz, A. M. Bradley, T. C. Clevenger, J. Foucar, C. Golaz, O. Guba, W. Hannah, B. R. Hillman, J. N. Johnson, N. Keen, W. Lin, B. Singh, S. Sreepathi, M. A. Taylor, J. Tian, C. R. Terai, P. A. Ullrich, X. Yuan, Y. Zhang
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Abstract

The new generation of heterogeneous CPU/GPU computer systems offer much greater computational performance but are not yet widely used for climate modeling. One reason for this is that traditional climate models were written before GPUs were available and would require an extensive overhaul to run on these new machines. In addition, even conventional “high–resolution” simulations don't currently provide enough parallel work to keep GPUs busy, so the benefits of such overhaul would be limited for the types of simulations climate scientists are accustomed to. The vision of the Simple Cloud-Resolving Energy Exascale Earth System (E3SM) Atmosphere Model (SCREAM) project is to create a global atmospheric model with the architecture to efficiently use GPUs and horizontal resolution sufficient to fully take advantage of GPU parallelism. After 5 years of model development, SCREAM is finally ready for use. In this paper, we describe the design of this new code, its performance on both CPU and heterogeneous machines, and its ability to simulate real-world climate via a set of four 40 day simulations covering all 4 seasons of the year.

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向超大规模和更大规模迈进--简单云解析 E3SM 大气模型 (SCREAM),一种用于云解析尺度的高性能便携式全球大气模型
新一代异构 CPU/GPU 计算机系统具有更高的计算性能,但尚未广泛用于气候建模。其中一个原因是,传统的气候模型是在 GPU 出现之前编写的,要在这些新机器上运行,需要进行大修。此外,即使是传统的 "高分辨率 "模拟,目前也无法提供足够的并行工作来让 GPU 忙碌,因此对于气候科学家习惯的模拟类型来说,这种大修的好处是有限的。简单云解析能量超大规模地球系统(E3SM)大气模型(SCREAM)项目的愿景是创建一个全球大气模型,其架构能够有效利用 GPU,水平分辨率足以充分利用 GPU 的并行性。经过 5 年的模型开发,SCREAM 终于可以投入使用了。在本文中,我们将介绍这一新代码的设计、它在 CPU 和异构机器上的性能,以及它通过一组涵盖一年四季的 40 天模拟来模拟真实世界气候的能力。
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来源期刊
Journal of Advances in Modeling Earth Systems
Journal of Advances in Modeling Earth Systems METEOROLOGY & ATMOSPHERIC SCIENCES-
CiteScore
11.40
自引率
11.80%
发文量
241
审稿时长
>12 weeks
期刊介绍: The Journal of Advances in Modeling Earth Systems (JAMES) is committed to advancing the science of Earth systems modeling by offering high-quality scientific research through online availability and open access licensing. JAMES invites authors and readers from the international Earth systems modeling community. Open access. Articles are available free of charge for everyone with Internet access to view and download. Formal peer review. Supplemental material, such as code samples, images, and visualizations, is published at no additional charge. No additional charge for color figures. Modest page charges to cover production costs. Articles published in high-quality full text PDF, HTML, and XML. Internal and external reference linking, DOI registration, and forward linking via CrossRef.
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