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Software Architecture

This codebase utilises external codebases for downloading source data, pre-processing and forecast delivery. The high-level software architecture diagram is as follows:

CANARI-ML Software ArchitectureCANARI-ML Software Architecture«boundary»Environmental Forecasting«boundary»ML Codebase«boundary»Environmental Forecasting«external_system»  download-toolbox Download data from varioussources«external_system»  preprocess-toolbox Preprocess downloadeddata, reproject, normaliseand prepare data formodelling«system»  canari-ml Main ML codebase,including netCDFgeneration, visualisation«system»   canari-ml-experiments Experiment yamlconfigurations«external_system»  environmental-stac Process netCDF outputs fordelivery of forecastsJSON ConfigurationJSON ConfigurationConvert netCDF toCOGs & display ondashboardDrives experiments
CANARI-ML Software ArchitectureCANARI-ML Software Architecture«boundary»Environmental Forecasting«boundary»ML Codebase«boundary»Environmental Forecasting«external_system»  download-toolbox Download data from varioussources«external_system»  preprocess-toolbox Preprocess downloadeddata, reproject, normaliseand prepare data formodelling«system»  canari-ml Main ML codebase,including netCDFgeneration, visualisation«system»   canari-ml-experiments Experiment yamlconfigurations«external_system»  environmental-stac Process netCDF outputs fordelivery of forecastsJSON ConfigurationJSON ConfigurationConvert netCDF toCOGs & display ondashboardDrives experiments