ise documentation

Subpackages

• ise.data
  • ise.data.dataclasses
    • EmulatorDataset
    • PyTorchDataset
    • ScenarioDataset
    • TSDataset
  • ise.data.feature_engineer
    • FeatureEngineer
    • add_lag_variables()
    • add_model_characteristics()
    • backfill_outliers()
    • drop_outliers()
    • fill_mrro_nans()
    • scale_data()
    • split_training_data()
  • ise.data.process
    • DatasetMerger
    • ProjectionProcessor
    • combine_gris_forcings()
    • convert_and_subset_times()
    • get_model_densities()
    • get_xarray_data()
    • interpolate_values()
    • merge_datasets()
    • process_AIS_atmospheric_sectors()
    • process_AIS_oceanic_sectors()
    • process_AIS_outputs()
    • process_GrIS_atmospheric_sectors()
    • process_GrIS_oceanic_sectors()
    • process_GrIS_outputs()
    • process_sectors()
  • ise.data.scaler
    • LogScaler
    • RobustScaler
    • StandardScaler
• ise.evaluation
  • ise.evaluation.metrics
    • calculate_ece()
    • crps()
    • js_divergence()
    • kl_divergence()
    • kolmogorov_smirnov()
    • mape()
    • mean_absolute_error()
    • mean_squared_error()
    • mean_squared_error_sector()
    • r2_score()
    • relative_squared_error()
    • sum_by_sector()
    • t_test()
• ise.models
  • Subpackages
    • ise.models.ISEFlow
    • ise.models.density_estimators
    • ise.models.predictors
    • ise.models.pretrained
  • ise.models.loss
    • GridCriterion
    • MSEDeviationLoss
    • WeightedGridLoss
    • WeightedMSELoss
    • WeightedMSELossWithSignPenalty
    • WeightedMSEPCALoss
    • WeightedPCALoss
  • ise.models.scenario
    • ScenarioPredictor
  • ise.models.variational_lstm_emulator
    • VariationalLSTMEmulator
• ise.utils
  • ise.utils.functions
    • add_variable_to_nc()
    • calculate_distribution_metrics()
    • check_input()
    • combine_testing_results()
    • create_distribution()
    • get_X_y()
    • get_all_filepaths()
    • get_data()
    • get_uncertainty_bands()
    • group_by_run()
    • load_ml_data()
    • load_model()
    • to_tensor()
    • undummify()
    • unscale()
    • unscale_column()
  • ise.utils.training
    • CheckpointSaver
    • EarlyStoppingCheckpointer