CLAW DSL:性能便携式天气和气候模型的抽象

Valentin Clement, S. Ferrachat, O. Fuhrer, X. Lapillonne, C. Osuna, R. Pincus, Jonathan S. Rood, W. Sawyer
{"title":"CLAW DSL:性能便携式天气和气候模型的抽象","authors":"Valentin Clement, S. Ferrachat, O. Fuhrer, X. Lapillonne, C. Osuna, R. Pincus, Jonathan S. Rood, W. Sawyer","doi":"10.1145/3218176.3218226","DOIUrl":null,"url":null,"abstract":"In order to profit from emerging high-performance computing systems, weather and climate models need to be adapted to run efficiently on different hardware architectures such as accelerators. This is a major challenge for existing community models that represent very large code bases written in Fortran. We introduce the CLAW domain-specific language (CLAW DSL) and the CLAW Compiler that allows the retention of a single code written in Fortran and achieve a high degree of performance portability. Specifically, we present the Single Column Abstraction (SCA) of the CLAW DSL that is targeted at the column-based algorithmic motifs typically encountered in the physical parameterizations of weather and climate models. Starting from a serial and non-optimized source code, the CLAW Compiler applies transformations and optimizations for a specific target hardware architecture and generates parallel optimized Fortran code annotated with OpenMP or OpenACC directives. Results from a state-of-the-art radiative transfer code, indicate that using CLAW, the amount of source code can be significantly reduced while achieving efficient code for x86 multi-core CPUs and GPU accelerators. The CLAW DSL is a significant step towards performance portable climate and weather model and could be adopted incrementally in existing code with limited effort.","PeriodicalId":174137,"journal":{"name":"Proceedings of the Platform for Advanced Scientific Computing Conference","volume":"129 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"30","resultStr":"{\"title\":\"The CLAW DSL: Abstractions for Performance Portable Weather and Climate Models\",\"authors\":\"Valentin Clement, S. Ferrachat, O. Fuhrer, X. Lapillonne, C. Osuna, R. Pincus, Jonathan S. Rood, W. Sawyer\",\"doi\":\"10.1145/3218176.3218226\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In order to profit from emerging high-performance computing systems, weather and climate models need to be adapted to run efficiently on different hardware architectures such as accelerators. This is a major challenge for existing community models that represent very large code bases written in Fortran. We introduce the CLAW domain-specific language (CLAW DSL) and the CLAW Compiler that allows the retention of a single code written in Fortran and achieve a high degree of performance portability. Specifically, we present the Single Column Abstraction (SCA) of the CLAW DSL that is targeted at the column-based algorithmic motifs typically encountered in the physical parameterizations of weather and climate models. Starting from a serial and non-optimized source code, the CLAW Compiler applies transformations and optimizations for a specific target hardware architecture and generates parallel optimized Fortran code annotated with OpenMP or OpenACC directives. Results from a state-of-the-art radiative transfer code, indicate that using CLAW, the amount of source code can be significantly reduced while achieving efficient code for x86 multi-core CPUs and GPU accelerators. The CLAW DSL is a significant step towards performance portable climate and weather model and could be adopted incrementally in existing code with limited effort.\",\"PeriodicalId\":174137,\"journal\":{\"name\":\"Proceedings of the Platform for Advanced Scientific Computing Conference\",\"volume\":\"129 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-07-02\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"30\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the Platform for Advanced Scientific Computing Conference\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3218176.3218226\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the Platform for Advanced Scientific Computing Conference","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3218176.3218226","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 30

摘要

为了从新兴的高性能计算系统中获利,天气和气候模型需要适应在不同的硬件架构(如加速器)上高效运行。对于表示用Fortran编写的非常大的代码库的现有社区模型来说,这是一个主要挑战。我们介绍了CLAW领域特定语言(CLAW DSL)和CLAW编译器,它允许保留用Fortran编写的单个代码,并实现了高度的性能可移植性。具体来说,我们提出了CLAW DSL的单列抽象(SCA),它针对的是在天气和气候模型的物理参数化中通常遇到的基于列的算法主题。CLAW编译器从串行和非优化的源代码开始,针对特定的目标硬件架构应用转换和优化,并生成带有OpenMP或OpenACC指令注释的并行优化Fortran代码。来自最先进的辐射传输代码的结果表明,使用CLAW,可以显着减少源代码的数量,同时实现x86多核cpu和GPU加速器的高效代码。CLAW DSL是向性能便携式气候和天气模型迈出的重要一步,可以在现有代码中以有限的努力逐步采用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The CLAW DSL: Abstractions for Performance Portable Weather and Climate Models
In order to profit from emerging high-performance computing systems, weather and climate models need to be adapted to run efficiently on different hardware architectures such as accelerators. This is a major challenge for existing community models that represent very large code bases written in Fortran. We introduce the CLAW domain-specific language (CLAW DSL) and the CLAW Compiler that allows the retention of a single code written in Fortran and achieve a high degree of performance portability. Specifically, we present the Single Column Abstraction (SCA) of the CLAW DSL that is targeted at the column-based algorithmic motifs typically encountered in the physical parameterizations of weather and climate models. Starting from a serial and non-optimized source code, the CLAW Compiler applies transformations and optimizations for a specific target hardware architecture and generates parallel optimized Fortran code annotated with OpenMP or OpenACC directives. Results from a state-of-the-art radiative transfer code, indicate that using CLAW, the amount of source code can be significantly reduced while achieving efficient code for x86 multi-core CPUs and GPU accelerators. The CLAW DSL is a significant step towards performance portable climate and weather model and could be adopted incrementally in existing code with limited effort.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信