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}
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.