Index

_

__all__ (in module model.environment) (in module model.environment.solar_geometry) (in module model.environment.surface_exchange) (in module model.parameterization) (in module model.runtime) (in module model.runtime.builders) (in module model.runtime.configs) (in module model.runtime.loaders) (in module model.runtime.loaders.base_data_loader) (in module model.runtime.loaders.grid_data_loader) (in module model.runtime.loaders.site_data_loader) (in module model.runtime.runners) (in module model.runtime.runners.base_runner) (in module model.runtime.runners.grid_simulation_runner) (in module model.runtime.runners.site_learning_runner) (in module model.runtime.runners.site_simulation_runner) (in module model.runtime.workflows) (in module model.utils) (in module model.utils.tensor) (in module model.utils.time) (in module model.variables)

__call__() (model.parameterization.pft_lookup.PFTBasedParams method) __iter__() (model.utils.cross_validation.CrossValidation method) __len__() (model.utils.cross_validation.CrossValidation method)

A

active_registry_derived_params() (model.runtime.configs.runtime_config.RuntimeConfig method) ADELMSystem (class in model.runtime.builders.system_builder) AERODYNAMIC_EXCHANGE_FUNCTION (in module model.variables.relations) all_vars() (model.runtime.loaders.grid_data_loader.GridDataLoader class method) append_evaluation_summary() (model.runtime.runners.base_runner.BaseRunner method) append_forward_run_summary() (model.runtime.runners.base_runner.BaseRunner method) append_runtime_summary_section() (model.runtime.runners.base_runner.BaseRunner method)

apply_layer_selection() (model.runtime.configs.site_learning_config.TargetVariableConfig method) apply_layered_mapping() (model.runtime.loaders.base_data_loader.BaseDataLoader class method) apply_mapping() (model.runtime.loaders.base_data_loader.BaseDataLoader static method) apply_overrides() (model.runtime.configs.runtime_config.RuntimeConfig method) attri_features (model.runtime.configs.parameter_config.NNParameterizationConfig attribute) attris_path (model.runtime.configs.data_config.GridDataConfig attribute) (model.runtime.configs.data_config.SiteDataConfig attribute) avoid_zero_denominator() (in module model.utils.math)

B

BaseBuilder (class in model.runtime.builders.base_builder) BaseConfig (class in model.runtime.configs.base_config) BaseDataLoader (class in model.runtime.loaders.base_data_loader) BaseRunner (class in model.runtime.runners.base_runner) BaseWorkflow (class in model.runtime.workflows.base_workflow) bind_grid_static_inputs() (model.runtime.runners.grid_simulation_runner.GridSimulationRunner method) bind_static_inputs() (model.runtime.builders.system_builder.ADELMSystem method) (model.runtime.runners.base_runner.BaseRunner method) bounds (model.runtime.configs.parameter_config.ParameterSourceConfig attribute) broadcast_scalar_params() (in module model.utils.tensor)

build() (model.runtime.builders.base_builder.BaseBuilder method) (model.runtime.builders.initialization_builder.InitializationBuilder method) (model.runtime.builders.parameter_builder.ParameterBuilder method) (model.runtime.builders.process_builder.ProcessBuilder method) (model.runtime.builders.system_builder.ADELMSystem method) build_cross_validation() (model.runtime.workflows.base_workflow.BaseWorkflow method) build_runner() (model.runtime.workflows.base_workflow.BaseWorkflow method) build_sequence_runner() (model.runtime.builders.process_builder.ProcessBuilder method) build_step() (model.runtime.builders.process_builder.ProcessBuilder method) build_valid_pixel_mask() (model.runtime.loaders.grid_data_loader.GridDataLoader class method)

C

calculate_aerodynamic_exchange() (in module model.environment.surface_exchange) calculate_canopy_liquid_hydrology() (in module model.processes.hydrology) calculate_canopy_solid_hydrology() (in module model.processes.hydrology) calculate_gpp() (in module model.processes.photosynthesis) calculate_jarvis_gs() (in module model.processes.photosynthesis) calculate_latent_heat_flux() (in module model.processes.evapotranspiration) calculate_longwave_balance() (in module model.processes.radiative_transfer) calculate_optical_properties() (in module model.environment.optical_properties) calculate_potential_canopy_liquid_evaporation() (in module model.processes.evapotranspiration) calculate_potential_canopy_sublimation() (in module model.processes.evapotranspiration) calculate_potential_canopy_transpiration() (in module model.processes.evapotranspiration) calculate_potential_snow_sublimation() (in module model.processes.evapotranspiration) calculate_potential_surface_evaporation() (in module model.processes.evapotranspiration) calculate_precipitation_phase() (in module model.processes.hydrology) calculate_root_fraction_profile() (in module model.processes.hydraulics) calculate_shortwave_balance() (in module model.processes.radiative_transfer) calculate_snow_hydrology() (in module model.processes.hydrology) calculate_soil_conductivity() (in module model.processes.hydraulics) calculate_soil_derived_parameters_pedotransfer() (in module model.environment.pedotransfer) calculate_soil_hydrology() (in module model.processes.hydrology) calculate_soil_parameters_pedotransfer() (in module model.environment.pedotransfer) calculate_soil_plant_water_supply() (in module model.processes.hydraulics) calculate_soil_primary_parameters_pedotransfer() (in module model.environment.pedotransfer) calculate_soil_surface_resistance() (in module model.processes.evapotranspiration) calculate_soil_surface_vapour_gradient() (in module model.processes.evapotranspiration) calculate_soil_water_potential() (in module model.processes.hydraulics)

calculate_timestep_and_thermodynamics() (in module model.environment.surface_exchange) CANOPY_LIQUID_HYDROLOGY_FUNCTION (in module model.variables.relations) CANOPY_SOLID_HYDROLOGY_FUNCTION (in module model.variables.relations) CATEGORIES (in module model.variables.base) category (model.variables.base.Variable attribute) CATEGORY_NOTES (in module model.variables.base) checkpoint_parameter_names() (model.parameterization.neural_parameterization.NNBasedParams static method) clip_coords_to_bbox() (model.runtime.loaders.grid_data_loader.GridDataLoader static method) clip_drivers() (model.runtime.loaders.grid_data_loader.GridDataLoader static method) clip_static() (model.runtime.loaders.grid_data_loader.GridDataLoader static method) clone_mapping() (in module model.utils.tensor) collect_mapped_nc_vars() (model.runtime.loaders.base_data_loader.BaseDataLoader static method) compatible_checkpoint_parameter_names() (model.parameterization.neural_parameterization.NNBasedParams method) compute_cosine_solar_zenith() (in module model.environment.solar_geometry) compute_cosine_solar_zenith_series() (in module model.environment.solar_geometry) CONSTS (in module model.variables.consts) create_optimizer() (model.runtime.workflows.base_workflow.BaseWorkflow method) create_scheduler() (model.runtime.workflows.base_workflow.BaseWorkflow method) cross_validation (model.runtime.configs.runtime_config.RuntimeConfig property) (model.runtime.configs.site_learning_config.SiteLearningConfig attribute) CrossValidation (class in model.utils.cross_validation) CrossValidationConfig (class in model.runtime.configs.site_learning_config) cv_seed (model.runtime.configs.site_learning_config.CrossValidationConfig attribute) CVFold (class in model.utils.cross_validation) cycles (model.runtime.configs.grid_simulation_config.GridSimulationSpinupConfig attribute) (model.runtime.configs.site_simulation_config.SiteSpinupConfig attribute)

D

data (model.runtime.configs.runtime_config.RuntimeConfig attribute) DataConfig (class in model.runtime.configs.data_config) DataResourcesConfig (class in model.runtime.configs.data_config) debug (model.runtime.configs.site_learning_config.TrainingConfig attribute) decode_netcdf_time_values() (in module model.utils.time) decode_time_values() (model.runtime.runners.base_runner.BaseRunner method) default (model.variables.base.Variable attribute) DEFAULT_CONFIG_PATH (in module model.runtime.configs.runtime_config) DEFAULT_SOIL_LAYER_THICKNESSES (in module model.runtime.configs.model_config) description (model.variables.base.Variable attribute) detach_mapping() (in module model.utils.tensor)

device (model.runtime.runners.base_runner.BaseRunner property) device_id (model.runtime.configs.model_config.ModelConfig attribute) DIAGNOS (in module model.variables.diagnos) domain (model.runtime.configs.grid_simulation_config.GridSimulationConfig attribute) (model.runtime.configs.site_learning_config.SiteLearningConfig attribute) (model.runtime.configs.site_simulation_config.SiteSimulationConfig attribute) DomainConfig (class in model.runtime.configs.site_simulation_config) DRIVERS (in module model.variables.drivers) drivers_path (model.runtime.configs.data_config.GridDataConfig attribute) (model.runtime.configs.data_config.SiteDataConfig attribute) drop_invalid_sites (model.runtime.configs.site_simulation_config.DomainConfig attribute) dropout_rate (model.runtime.configs.parameter_config.NNParameterizationConfig attribute)

E

early_stopping_enabled (model.runtime.configs.site_learning_config.TrainingConfig attribute) early_stopping_min_delta (model.runtime.configs.site_learning_config.TrainingConfig attribute) early_stopping_patience (model.runtime.configs.site_learning_config.TrainingConfig attribute) enabled (model.runtime.configs.site_learning_config.CrossValidationConfig attribute)

end (model.runtime.configs.site_simulation_config.SiteSpinupConfig attribute) (model.runtime.configs.site_simulation_config.SiteTimeConfig attribute) ensure_positive_threshold() (in module model.utils.math) ERRORS (in module model.variables.errors) evaluate() (model.runtime.runners.site_learning_runner.SiteLearningRunner method)

F

fcover_path (model.runtime.configs.data_config.GridDataConfig attribute) (model.runtime.configs.data_config.SiteDataConfig attribute) filtered_state_dict() (model.parameterization.neural_parameterization.NNBasedParams method) final_states (model.runtime.runners.site_learning_runner.SiteLearningRunner.EvaluationResult attribute) fixed_param_values (model.runtime.configs.runtime_config.RuntimeConfig property) fixed_params (model.runtime.configs.runtime_config.RuntimeConfig property) flatten_drivers() (model.runtime.loaders.grid_data_loader.GridDataLoader static method) flatten_static() (model.runtime.loaders.grid_data_loader.GridDataLoader static method) FLUXES (in module model.variables.fluxes) fold_output_dir() (model.runtime.workflows.base_workflow.BaseWorkflow method) forward() (model.parameterization.neural_parameterization.NNBasedParams method) (model.parameterization.neural_parameterization.NNFeatureParameter method) (model.parameterization.neural_parameterization.NNGlobalParameter method) (model.runtime.builders.system_builder.ADELMSystem method) freeze_parameters() (model.parameterization.neural_parameterization.NNBasedParams method) from_config() (model.runtime.builders.system_builder.ADELMSystem class method) (model.runtime.runners.base_runner.BaseRunner class method) (model.runtime.runners.grid_simulation_runner.GridSimulationRunner class method) (model.runtime.workflows.base_workflow.BaseWorkflow class method) (model.utils.cross_validation.CrossValidation class method) from_dict() (model.runtime.configs.base_config.BaseConfig class method) (model.runtime.configs.data_config.DataConfig class method) (model.runtime.configs.data_config.DataResourcesConfig class method) (model.runtime.configs.data_config.GridDataConfig class method) (model.runtime.configs.data_config.SiteDataConfig class method) (model.runtime.configs.grid_simulation_config.GridSimulationConfig class method) (model.runtime.configs.grid_simulation_config.GridSimulationSpinupConfig class method) (model.runtime.configs.grid_simulation_config.GridSimulationTimeConfig class method) (model.runtime.configs.model_config.ModelConfig class method) (model.runtime.configs.model_config.ModelSchemeConfig class method) (model.runtime.configs.model_config.ModelStructureConfig class method) (model.runtime.configs.parameter_config.NNParameterizationConfig class method) (model.runtime.configs.parameter_config.ParameterizationConfig class method) (model.runtime.configs.parameter_config.ParameterSourceConfig class method) (model.runtime.configs.runtime_config.RuntimeConfig class method) (model.runtime.configs.site_learning_config.CrossValidationConfig class method) (model.runtime.configs.site_learning_config.SiteLearningConfig class method) (model.runtime.configs.site_learning_config.SiteLearningInitializationConfig class method) (model.runtime.configs.site_learning_config.TargetConfig class method) (model.runtime.configs.site_learning_config.TrainingConfig class method) (model.runtime.configs.site_simulation_config.DomainConfig class method) (model.runtime.configs.site_simulation_config.SiteSimulationConfig class method) (model.runtime.configs.site_simulation_config.SiteSpinupConfig class method) (model.runtime.configs.site_simulation_config.SiteTimeConfig class method)

from_raw() (model.runtime.configs.site_learning_config.TargetVariableConfig class method) from_runtime_config() (model.parameterization.neural_parameterization.NNBasedParams class method) (model.parameterization.pft_lookup.PFTBasedParams class method) from_yaml() (model.runtime.configs.runtime_config.RuntimeConfig class method) frozen_parameters (model.runtime.configs.site_learning_config.SiteLearningInitializationConfig attribute)

G

get_initial_states() (model.runtime.builders.system_builder.ADELMSystem method) (model.runtime.runners.base_runner.BaseRunner method) get_pft_values() (in module model.parameterization.pft_lookup) global_nn_params (model.runtime.configs.runtime_config.RuntimeConfig property) GPP_FUNCTION (in module model.variables.relations) grid (model.runtime.configs.data_config.DataConfig attribute) grid_output_dir (model.runtime.configs.grid_simulation_config.GridSimulationConfig attribute)

grid_simulation (model.runtime.configs.runtime_config.RuntimeConfig attribute) grid_simulation_output_dir (model.runtime.configs.runtime_config.RuntimeConfig property) GridDataConfig (class in model.runtime.configs.data_config) GridDataLoader (class in model.runtime.loaders.grid_data_loader) GridSimulationConfig (class in model.runtime.configs.grid_simulation_config) GridSimulationRunner (class in model.runtime.runners.grid_simulation_runner) GridSimulationSpinupConfig (class in model.runtime.configs.grid_simulation_config) GridSimulationTimeConfig (class in model.runtime.configs.grid_simulation_config)

H

hidden_dims (model.runtime.configs.parameter_config.NNParameterizationConfig attribute)

I

index (model.utils.cross_validation.CVFold attribute) init_nn_weights_path (model.runtime.configs.site_learning_config.SiteLearningInitializationConfig attribute) initialization (model.runtime.configs.site_learning_config.SiteLearningConfig attribute) InitializationBuilder (class in model.runtime.builders.initialization_builder) initialize() (model.parameterization.neural_parameterization.NNFeatureParameter method) initialize_nn_from_config() (model.runtime.runners.base_runner.BaseRunner method)

initialize_nn_from_path() (model.runtime.runners.base_runner.BaseRunner method) initialize_results() (model.runtime.workflows.base_workflow.BaseWorkflow method) initialize_single_run_results() (model.runtime.workflows.base_workflow.BaseWorkflow method) initialize_states() (model.runtime.builders.system_builder.ADELMSystem method) (model.runtime.runners.base_runner.BaseRunner method) inject_nn_params() (model.runtime.builders.parameter_builder.ParameterBuilder class method) inputs (model.runtime.configs.data_config.DataConfig property)

J

JARVIS_GS_FUNCTION (in module model.variables.relations)

L

LATENT_HEAT_FLUX_FUNCTION (in module model.variables.relations) layer (model.runtime.configs.site_learning_config.TargetVariableConfig attribute) load_attris() (model.runtime.loaders.site_data_loader.SiteDataLoader class method) load_coords() (model.runtime.loaders.grid_data_loader.GridDataLoader class method) load_data() (model.runtime.builders.system_builder.ADELMSystem method) (model.runtime.runners.site_learning_runner.SiteLearningRunner method) (model.runtime.runners.site_simulation_runner.SiteSimulationRunner method) load_dataset() (model.runtime.loaders.site_data_loader.SiteDataLoader class method) load_driver_month() (model.runtime.loaders.grid_data_loader.GridDataLoader class method) load_driver_variable() (model.runtime.loaders.grid_data_loader.GridDataLoader class method) load_drivers() (model.runtime.loaders.site_data_loader.SiteDataLoader class method) load_fcover() (model.runtime.loaders.site_data_loader.SiteDataLoader class method) load_grid_static() (model.runtime.runners.grid_simulation_runner.GridSimulationRunner method) load_grid_static_inputs() (model.runtime.runners.grid_simulation_runner.GridSimulationRunner method)

load_output() (model.runtime.loaders.site_data_loader.SiteDataLoader class method) load_params() (model.runtime.loaders.site_data_loader.SiteDataLoader class method) load_pft_lut() (in module model.parameterization.pft_lookup) load_site_dataset() (model.runtime.loaders.site_data_loader.SiteDataLoader class method) load_static() (model.runtime.runners.grid_simulation_runner.GridSimulationRunner method) load_static_grid() (model.runtime.loaders.grid_data_loader.GridDataLoader class method) load_time_values() (model.runtime.loaders.grid_data_loader.GridDataLoader class method) load_variables() (model.runtime.loaders.base_data_loader.BaseDataLoader class method) loader_mapping (model.runtime.configs.site_learning_config.TargetConfig property) log (in module model.runtime.runners.grid_simulation_runner) log_stage() (model.runtime.workflows.base_workflow.BaseWorkflow static method) LONGWAVE_BALANCE_FUNCTION (in module model.variables.relations) loss (model.runtime.runners.site_learning_runner.SiteLearningRunner.EvaluationResult attribute) lr (model.runtime.configs.site_learning_config.TrainingConfig attribute)

M

make_cross_validation() (model.runtime.runners.base_runner.BaseRunner method) mapping (model.runtime.configs.data_config.DataConfig attribute) (model.runtime.configs.site_learning_config.TargetVariableConfig attribute) mask_targets() (model.utils.cross_validation.CrossValidation method) mask_tensor() (model.utils.cross_validation.CVFold method) max_grad_norm (model.runtime.configs.site_learning_config.TrainingConfig attribute) min_samples_per_site_for_site_loss (model.runtime.configs.site_learning_config.TrainingConfig attribute) min_sites_for_site_loss (model.runtime.configs.site_learning_config.TrainingConfig attribute) MJDAY_TO_WM2 (in module model.utils.driver_sanitization) model module model (model.runtime.configs.runtime_config.RuntimeConfig attribute) model.environment module model.environment.optical_properties module model.environment.pedotransfer module model.environment.solar_geometry module model.environment.surface_exchange module model.parameterization module model.parameterization.neural_parameterization module model.parameterization.pft_lookup module model.processes module model.processes.evapotranspiration module model.processes.hydraulics module model.processes.hydrology module model.processes.photosynthesis module model.processes.radiative_transfer module model.runtime module model.runtime.builders module model.runtime.builders.base_builder module model.runtime.builders.initialization_builder module model.runtime.builders.parameter_builder module model.runtime.builders.process_builder module model.runtime.builders.system_builder module model.runtime.configs module model.runtime.configs.base_config module model.runtime.configs.data_config module model.runtime.configs.grid_simulation_config module model.runtime.configs.model_config module model.runtime.configs.parameter_config module model.runtime.configs.runtime_config module model.runtime.configs.site_learning_config module model.runtime.configs.site_simulation_config module model.runtime.loaders module model.runtime.loaders.base_data_loader module model.runtime.loaders.grid_data_loader module model.runtime.loaders.site_data_loader module model.runtime.runners module model.runtime.runners.base_runner module model.runtime.runners.grid_simulation_runner module model.runtime.runners.site_learning_runner module model.runtime.runners.site_simulation_runner module model.runtime.workflows module model.runtime.workflows.base_workflow module model.runtime.workflows.no_cv_workflow module model.runtime.workflows.spatial_cv_workflow module model.runtime.workflows.temporal_cv_workflow module model.utils module model.utils.cross_validation module

model.utils.driver_sanitization module model.utils.math module model.utils.tensor module model.utils.time module model.utils.training module model.variables module model.variables.base module model.variables.consts module model.variables.diagnos module model.variables.drivers module model.variables.errors module model.variables.fluxes module model.variables.params module model.variables.registry module model.variables.relations module model.variables.states module ModelConfig (class in model.runtime.configs.model_config) ModelSchemeConfig (class in model.runtime.configs.model_config) ModelStructureConfig (class in model.runtime.configs.model_config) module model model.environment model.environment.optical_properties model.environment.pedotransfer model.environment.solar_geometry model.environment.surface_exchange model.parameterization model.parameterization.neural_parameterization model.parameterization.pft_lookup model.processes model.processes.evapotranspiration model.processes.hydraulics model.processes.hydrology model.processes.photosynthesis model.processes.radiative_transfer model.runtime model.runtime.builders model.runtime.builders.base_builder model.runtime.builders.initialization_builder model.runtime.builders.parameter_builder model.runtime.builders.process_builder model.runtime.builders.system_builder model.runtime.configs model.runtime.configs.base_config model.runtime.configs.data_config model.runtime.configs.grid_simulation_config model.runtime.configs.model_config model.runtime.configs.parameter_config model.runtime.configs.runtime_config model.runtime.configs.site_learning_config model.runtime.configs.site_simulation_config model.runtime.loaders model.runtime.loaders.base_data_loader model.runtime.loaders.grid_data_loader model.runtime.loaders.site_data_loader model.runtime.runners model.runtime.runners.base_runner model.runtime.runners.grid_simulation_runner model.runtime.runners.site_learning_runner model.runtime.runners.site_simulation_runner model.runtime.workflows model.runtime.workflows.base_workflow model.runtime.workflows.no_cv_workflow model.runtime.workflows.spatial_cv_workflow model.runtime.workflows.temporal_cv_workflow model.utils model.utils.cross_validation model.utils.driver_sanitization model.utils.math model.utils.tensor model.utils.time model.utils.training model.variables model.variables.base model.variables.consts model.variables.diagnos model.variables.drivers model.variables.errors model.variables.fluxes model.variables.params model.variables.registry model.variables.relations model.variables.states month_end (model.runtime.configs.grid_simulation_config.GridSimulationSpinupConfig attribute) (model.runtime.configs.grid_simulation_config.GridSimulationTimeConfig attribute) month_start (model.runtime.configs.grid_simulation_config.GridSimulationSpinupConfig attribute) (model.runtime.configs.grid_simulation_config.GridSimulationTimeConfig attribute) move_mapping() (in module model.utils.tensor)

N

n_folds (model.runtime.configs.site_learning_config.CrossValidationConfig attribute) name (model.utils.cross_validation.CVFold attribute) (model.variables.base.Variable attribute) nn (model.runtime.configs.parameter_config.ParameterizationConfig attribute) nn_training_config() (model.runtime.runners.base_runner.BaseRunner method) (model.runtime.runners.site_learning_runner.SiteLearningRunner method) nn_weights_path (model.runtime.configs.grid_simulation_config.GridSimulationConfig attribute) (model.runtime.configs.site_simulation_config.SiteSimulationConfig attribute) NNBasedParams (class in model.parameterization.neural_parameterization)

NNFeatureParameter (class in model.parameterization.neural_parameterization) NNGlobalParameter (class in model.parameterization.neural_parameterization) NNParameterizationConfig (class in model.runtime.configs.parameter_config) no_cv_output_dir() (model.runtime.workflows.base_workflow.BaseWorkflow method) NoCVWorkflow (class in model.runtime.workflows.no_cv_workflow) normalized_sample_loss_weights (model.runtime.configs.site_learning_config.TargetConfig property) num_epochs (model.runtime.configs.site_learning_config.TrainingConfig attribute) num_runoff_generation_layers (model.runtime.configs.model_config.ModelStructureConfig attribute) num_soil_layers (model.runtime.configs.model_config.ModelStructureConfig attribute)

O

open_netcdf() (model.runtime.loaders.base_data_loader.BaseDataLoader static method) OPTICAL_PROPERTIES_FUNCTION (in module model.variables.relations) optimize_runner() (model.runtime.workflows.base_workflow.BaseWorkflow method) output_daily_vars (model.runtime.configs.grid_simulation_config.GridSimulationConfig attribute)

output_dir (model.runtime.configs.site_learning_config.SiteLearningConfig attribute) (model.runtime.configs.site_simulation_config.SiteSimulationConfig attribute) output_monthly_vars (model.runtime.configs.grid_simulation_config.GridSimulationConfig attribute) outputs (model.runtime.runners.site_learning_runner.SiteLearningRunner.EvaluationResult attribute)

P

parameter_bounds (model.runtime.configs.runtime_config.RuntimeConfig property) parameter_names() (model.parameterization.neural_parameterization.NNBasedParams method) parameter_source_for() (model.runtime.configs.runtime_config.RuntimeConfig method) parameter_sources (model.runtime.configs.runtime_config.RuntimeConfig property) parameter_tensors() (model.parameterization.neural_parameterization.NNBasedParams method) ParameterBuilder (class in model.runtime.builders.parameter_builder) parameterization (model.runtime.configs.runtime_config.RuntimeConfig attribute) ParameterizationConfig (class in model.runtime.configs.parameter_config) parameters (model.runtime.configs.parameter_config.ParameterizationConfig attribute) (model.runtime.configs.runtime_config.RuntimeConfig property) ParameterSourceConfig (class in model.runtime.configs.parameter_config) PARAMS (in module model.variables.params) params_path (model.runtime.configs.data_config.GridDataConfig attribute) (model.runtime.configs.data_config.SiteDataConfig attribute) PEDOTRANSFER_FUNCTION (in module model.variables.relations) per_target_loss (model.runtime.runners.site_learning_runner.SiteLearningRunner.EvaluationResult attribute)

per_target_sample_loss (model.runtime.runners.site_learning_runner.SiteLearningRunner.EvaluationResult attribute) per_target_site_loss (model.runtime.runners.site_learning_runner.SiteLearningRunner.EvaluationResult attribute) pft_lut_path (model.runtime.configs.data_config.DataResourcesConfig attribute) PFTBasedParams (class in model.parameterization.pft_lookup) POTENTIAL_CANOPY_LIQUID_EVAPORATION_FUNCTION (in module model.variables.relations) POTENTIAL_CANOPY_SUBLIMATION_FUNCTION (in module model.variables.relations) POTENTIAL_CANOPY_TRANSPIRATION_FUNCTION (in module model.variables.relations) POTENTIAL_SNOW_SUBLIMATION_FUNCTION (in module model.variables.relations) POTENTIAL_SURFACE_EVAPORATION_FUNCTION (in module model.variables.relations) PRECIPITATION_PHASE_FUNCTION (in module model.variables.relations) predict() (model.runtime.runners.site_simulation_runner.SiteSimulationRunner method) print_dataset_summary() (model.runtime.workflows.base_workflow.BaseWorkflow method) print_driver_diagnostics (model.runtime.configs.data_config.SiteDataConfig attribute) print_parameterization_summary() (model.runtime.runners.base_runner.BaseRunner method) ProcessBuilder (class in model.runtime.builders.process_builder) produced_by (model.variables.base.Variable attribute)

R

read_site_ids() (model.runtime.loaders.base_data_loader.BaseDataLoader static method) read_time_values() (model.runtime.loaders.base_data_loader.BaseDataLoader static method) reduce_lr_enabled (model.runtime.configs.site_learning_config.TrainingConfig attribute) reduce_lr_factor (model.runtime.configs.site_learning_config.TrainingConfig attribute) reduce_lr_min_delta (model.runtime.configs.site_learning_config.TrainingConfig attribute) reduce_lr_min_lr (model.runtime.configs.site_learning_config.TrainingConfig attribute) reduce_lr_patience (model.runtime.configs.site_learning_config.TrainingConfig attribute) refresh_nn_parameter_values() (model.runtime.runners.base_runner.BaseRunner method) reset_runtime_summary() (model.runtime.runners.base_runner.BaseRunner method) resolve_device() (model.runtime.configs.model_config.ModelConfig method) resolve_name() (model.runtime.loaders.grid_data_loader.GridDataLoader static method) resolve_output_dir() (model.runtime.workflows.base_workflow.BaseWorkflow method) resolve_parameter_overrides() (model.runtime.configs.runtime_config.RuntimeConfig method) resolved_selection() (model.runtime.configs.site_simulation_config.DomainConfig method)

resources (model.runtime.configs.data_config.DataConfig attribute) river_routing (model.runtime.configs.model_config.ModelSchemeConfig attribute) ROOT_FRACTION_PROFILE_FUNCTION (in module model.variables.relations) run() (model.runtime.runners.grid_simulation_runner.GridSimulationRunner method) (model.runtime.runners.site_simulation_runner.SiteSimulationRunner method) (model.runtime.workflows.base_workflow.BaseWorkflow method) (model.runtime.workflows.no_cv_workflow.NoCVWorkflow method) (model.runtime.workflows.spatial_cv_workflow.SpatialCVWorkflow method) (model.runtime.workflows.temporal_cv_workflow.TemporalCVWorkflow method) run_forward() (model.runtime.runners.base_runner.BaseRunner method) run_with_spinup() (model.runtime.runners.base_runner.BaseRunner method) runtime_output_dir() (model.runtime.runners.base_runner.BaseRunner method) (model.runtime.runners.site_learning_runner.SiteLearningRunner method) (model.runtime.runners.site_simulation_runner.SiteSimulationRunner method) RuntimeConfig (class in model.runtime.configs.runtime_config)

S

sample_loss_weight (model.runtime.configs.site_learning_config.TargetVariableConfig attribute) sample_r2_loss() (in module model.utils.training) sample_r2_score() (in module model.utils.training) sanitize_driver_mapping() (in module model.utils.driver_sanitization) save_config_snapshot() (model.runtime.workflows.base_workflow.BaseWorkflow method) save_final_inference (model.runtime.configs.site_learning_config.SiteLearningConfig attribute) save_final_inference() (model.runtime.workflows.base_workflow.BaseWorkflow method) save_full_inference_netcdf() (model.runtime.runners.base_runner.BaseRunner method) (model.runtime.workflows.base_workflow.BaseWorkflow method) save_metrics_csv() (model.runtime.workflows.base_workflow.BaseWorkflow method) save_nn_weights() (model.runtime.workflows.base_workflow.BaseWorkflow static method) save_parameter_value_summary() (model.runtime.runners.base_runner.BaseRunner method) save_target_csvs() (model.runtime.workflows.base_workflow.BaseWorkflow method) save_train_log_csv() (model.runtime.workflows.base_workflow.BaseWorkflow method) scheme (model.runtime.configs.site_learning_config.CrossValidationConfig attribute) schemes (model.runtime.configs.model_config.ModelConfig attribute) SECONDS_PER_DAY (in module model.utils.driver_sanitization) seed (model.runtime.configs.site_learning_config.TrainingConfig attribute) select_folds() (model.runtime.workflows.base_workflow.BaseWorkflow static method) selection (model.runtime.configs.site_simulation_config.DomainConfig attribute) selection_kind() (model.runtime.configs.site_simulation_config.DomainConfig method) set_initial_states() (model.runtime.builders.system_builder.ADELMSystem method) (model.runtime.runners.base_runner.BaseRunner method) set_random_seed() (model.runtime.workflows.base_workflow.BaseWorkflow static method) SHORTWAVE_BALANCE_FUNCTION (in module model.variables.relations) shuffle (model.runtime.configs.site_learning_config.CrossValidationConfig attribute) simulate() (model.runtime.runners.site_simulation_runner.SiteSimulationRunner method) site (model.runtime.configs.data_config.DataConfig attribute) site_learning (model.runtime.configs.runtime_config.RuntimeConfig attribute) site_learning_mapping (model.runtime.configs.runtime_config.RuntimeConfig property) site_learning_output_dir (model.runtime.configs.runtime_config.RuntimeConfig property) site_loss_weight (model.runtime.configs.site_learning_config.TargetVariableConfig attribute) site_mapping() (model.runtime.runners.site_learning_runner.SiteLearningRunner method) (model.runtime.runners.site_simulation_runner.SiteSimulationRunner method) site_nn_params (model.runtime.configs.runtime_config.RuntimeConfig property) site_r2_loss() (in module model.utils.training) site_r2_score() (in module model.utils.training) site_simulation (model.runtime.configs.runtime_config.RuntimeConfig attribute) site_simulation_output_dir (model.runtime.configs.runtime_config.RuntimeConfig property) site_targets_path() (model.runtime.runners.site_learning_runner.SiteLearningRunner method) (model.runtime.runners.site_simulation_runner.SiteSimulationRunner method)

SiteDataConfig (class in model.runtime.configs.data_config) SiteDataLoader (class in model.runtime.loaders.site_data_loader) SiteLearningConfig (class in model.runtime.configs.site_learning_config) SiteLearningInitializationConfig (class in model.runtime.configs.site_learning_config) SiteLearningRunner (class in model.runtime.runners.site_learning_runner) SiteLearningRunner.EvaluationResult (class in model.runtime.runners.site_learning_runner) SiteSimulationConfig (class in model.runtime.configs.site_simulation_config) SiteSimulationRunner (class in model.runtime.runners.site_simulation_runner) SiteSpinupConfig (class in model.runtime.configs.site_simulation_config) SiteTimeConfig (class in model.runtime.configs.site_simulation_config) SNOW_HYDROLOGY_FUNCTION (in module model.variables.relations) SOIL_CONDUCTIVITY_FUNCTION (in module model.variables.relations) SOIL_HYDROLOGY_FUNCTION (in module model.variables.relations) soil_layer_thicknesses (model.runtime.configs.model_config.ModelStructureConfig attribute) SOIL_PLANT_WATER_SUPPLY_FUNCTION (in module model.variables.relations) SOIL_SURFACE_RESISTANCE_FUNCTION (in module model.variables.relations) SOIL_SURFACE_VAPOUR_GRADIENT_FUNCTION (in module model.variables.relations) SOIL_WATER_POTENTIAL_FUNCTION (in module model.variables.relations) SOLAR_GEOMETRY_FUNCTION (in module model.variables.relations) source (model.runtime.configs.parameter_config.ParameterSourceConfig attribute) (model.variables.base.Variable attribute) SOURCE_NOTES (in module model.variables.base) SOURCES (in module model.variables.base) spatial_fold_path (model.runtime.configs.site_learning_config.CrossValidationConfig attribute) spatial_mode (model.runtime.configs.site_learning_config.CrossValidationConfig attribute) spatial_predefined() (model.utils.cross_validation.CrossValidation class method) spatial_random() (model.utils.cross_validation.CrossValidation class method) SpatialCVWorkflow (class in model.runtime.workflows.spatial_cv_workflow) specs (model.runtime.configs.site_learning_config.TargetConfig attribute) spinup (model.runtime.configs.grid_simulation_config.GridSimulationConfig attribute) (model.runtime.configs.site_learning_config.SiteLearningConfig attribute) (model.runtime.configs.site_simulation_config.SiteSimulationConfig attribute) spinup_config() (model.runtime.runners.base_runner.BaseRunner method) split_targets() (model.utils.cross_validation.CrossValidation method) start (model.runtime.configs.site_simulation_config.SiteSpinupConfig attribute) (model.runtime.configs.site_simulation_config.SiteTimeConfig attribute) STATES (in module model.variables.states) stomatal_conductance (model.runtime.configs.model_config.ModelSchemeConfig attribute) structure (model.runtime.configs.model_config.ModelConfig attribute) summarize_evaluation() (model.runtime.workflows.base_workflow.BaseWorkflow method) summarize_history() (model.runtime.workflows.base_workflow.BaseWorkflow static method)

T

target_mask() (model.utils.cross_validation.CVFold method) target_metrics() (model.runtime.workflows.base_workflow.BaseWorkflow method) TargetConfig (class in model.runtime.configs.site_learning_config) targets (model.runtime.configs.site_learning_config.SiteLearningConfig attribute) targets_path (model.runtime.configs.site_learning_config.SiteLearningConfig attribute) TargetVariableConfig (class in model.runtime.configs.site_learning_config) temporal_block() (model.utils.cross_validation.CrossValidation class method) TemporalCVWorkflow (class in model.runtime.workflows.temporal_cv_workflow) THERMODYNAMICS_FUNCTION (in module model.variables.relations) time (model.runtime.configs.grid_simulation_config.GridSimulationConfig attribute) (model.runtime.configs.site_learning_config.SiteLearningConfig attribute) (model.runtime.configs.site_simulation_config.SiteSimulationConfig attribute)

time_values_to_dates() (in module model.utils.time) to() (model.runtime.runners.base_runner.BaseRunner method) to_tensor() (model.runtime.loaders.base_data_loader.BaseDataLoader static method) train() (model.runtime.runners.site_learning_runner.SiteLearningRunner method) train_chunk_size (model.runtime.configs.site_learning_config.TrainingConfig attribute) train_site_mask (model.utils.cross_validation.CVFold attribute) train_time_mask (model.utils.cross_validation.CVFold attribute) training (model.runtime.configs.site_learning_config.SiteLearningConfig attribute) TrainingConfig (class in model.runtime.configs.site_learning_config)

U

unflatten_layered() (model.runtime.loaders.grid_data_loader.GridDataLoader static method) unflatten_static() (model.runtime.loaders.grid_data_loader.GridDataLoader static method)

units (model.variables.base.Variable attribute) used_by (model.variables.base.Variable attribute)

V

val_fraction (model.runtime.configs.site_learning_config.TrainingConfig attribute) val_within_train_enabled (model.runtime.configs.site_learning_config.TrainingConfig attribute) valid_site_mask (model.utils.cross_validation.CVFold attribute) valid_sites (model.utils.cross_validation.CVFold attribute) valid_time_mask (model.utils.cross_validation.CVFold attribute) valid_time_range (model.utils.cross_validation.CVFold attribute) validate() (model.runtime.configs.base_config.BaseConfig method) (model.runtime.configs.data_config.DataConfig method) (model.runtime.configs.data_config.DataResourcesConfig method) (model.runtime.configs.data_config.GridDataConfig method) (model.runtime.configs.data_config.SiteDataConfig method) (model.runtime.configs.grid_simulation_config.GridSimulationConfig method) (model.runtime.configs.grid_simulation_config.GridSimulationSpinupConfig method) (model.runtime.configs.model_config.ModelConfig method) (model.runtime.configs.model_config.ModelSchemeConfig method) (model.runtime.configs.model_config.ModelStructureConfig method) (model.runtime.configs.parameter_config.NNParameterizationConfig method) (model.runtime.configs.parameter_config.ParameterizationConfig method) (model.runtime.configs.parameter_config.ParameterSourceConfig method) (model.runtime.configs.runtime_config.RuntimeConfig method) (model.runtime.configs.site_learning_config.CrossValidationConfig method) (model.runtime.configs.site_learning_config.SiteLearningConfig method) (model.runtime.configs.site_learning_config.SiteLearningInitializationConfig method) (model.runtime.configs.site_learning_config.TargetConfig method) (model.runtime.configs.site_learning_config.TargetVariableConfig method) (model.runtime.configs.site_learning_config.TrainingConfig method) (model.runtime.configs.site_simulation_config.DomainConfig method) (model.runtime.configs.site_simulation_config.SiteSimulationConfig method) (model.runtime.configs.site_simulation_config.SiteSpinupConfig method) (model.runtime.configs.site_simulation_config.SiteTimeConfig method)

validate_registry() (in module model.variables.registry) value (model.runtime.configs.parameter_config.ParameterSourceConfig attribute) Variable (class in model.variables.base) variable_names (model.runtime.configs.site_learning_config.TargetConfig property) VARIABLES (in module model.variables.registry) variables (model.runtime.configs.site_learning_config.TargetConfig property)

W

warn_on_suspicious_drivers (model.runtime.configs.data_config.SiteDataConfig attribute) weight_decay (model.runtime.configs.site_learning_config.TrainingConfig attribute) workflow_config (model.runtime.runners.site_learning_runner.SiteLearningRunner property) (model.runtime.runners.site_simulation_runner.SiteSimulationRunner property)

workflow_name (model.runtime.workflows.base_workflow.BaseWorkflow attribute) (model.runtime.workflows.no_cv_workflow.NoCVWorkflow attribute) (model.runtime.workflows.spatial_cv_workflow.SpatialCVWorkflow attribute) (model.runtime.workflows.temporal_cv_workflow.TemporalCVWorkflow attribute)

Y

year_end (model.runtime.configs.grid_simulation_config.GridSimulationSpinupConfig attribute) (model.runtime.configs.grid_simulation_config.GridSimulationTimeConfig attribute)

year_start (model.runtime.configs.grid_simulation_config.GridSimulationSpinupConfig attribute) (model.runtime.configs.grid_simulation_config.GridSimulationTimeConfig attribute)

Z

ZERO_TOL (in module model.utils.driver_sanitization)