Index

A

ar_teacher_forcing (hy2dl.utils.config.Config property)

AsymmetricLaplaceMixture (class in hy2dl.utils.distributions)

B

backtransform_parameters() (hy2dl.utils.distributions.AsymmetricLaplaceMixture method) (hy2dl.utils.distributions.BaseDistribution method) (hy2dl.utils.distributions.GaussianMixture method) BaseDataset (class in hy2dl.datasetzoo.basedataset) BaseDistribution (class in hy2dl.utils.distributions) BaseLoss (class in hy2dl.training.loss)

BaseTester (class in hy2dl.evaluation.basetester) BaseTrainer (class in hy2dl.training.basetrainer) batch_size_evaluation (hy2dl.utils.config.Config property) batch_size_training (hy2dl.utils.config.Config property) build_embedding() (hy2dl.modelzoo.inputlayer.InputLayer static method) build_ffnn() (hy2dl.modelzoo.inputlayer.InputLayer static method)

C

calc_cdf() (hy2dl.utils.distributions.AsymmetricLaplaceMixture method) (hy2dl.utils.distributions.BaseDistribution method) (hy2dl.utils.distributions.GaussianMixture method) calc_logpdf() (hy2dl.utils.distributions.AsymmetricLaplaceMixture method) (hy2dl.utils.distributions.BaseDistribution method) (hy2dl.utils.distributions.GaussianMixture method) calculate_metrics() (in module hy2dl.evaluation) (in module hy2dl.evaluation.evaluator) CAMELS_CH (class in hy2dl.datasetzoo.camelsch) CAMELS_DE (class in hy2dl.datasetzoo.camelsde) CAMELS_GB (class in hy2dl.datasetzoo.camelsgb)

CAMELS_PL (class in hy2dl.datasetzoo.camelspl) CAMELS_US (class in hy2dl.datasetzoo.camelsus) CARAVAN (class in hy2dl.datasetzoo.caravan) clip_grad_and_step() (hy2dl.training.optimizer.Optimizer method) collate_fn() (hy2dl.datasetzoo.basedataset.BaseDataset static method) conceptual_model (hy2dl.utils.config.Config property) Config (class in hy2dl.utils.config) CudaLSTM (class in hy2dl.modelzoo.cudalstm) custom_scaler (hy2dl.utils.config.Config property) custom_seq_processing (hy2dl.utils.config.Config property) custom_seq_processing_flag (hy2dl.utils.config.Config property)

D

dask_worker_init_fn() (hy2dl.datasetzoo.basedataset.BaseDataset static method) dataset (hy2dl.utils.config.Config property) dataset_in_ram (hy2dl.utils.config.Config property) device (hy2dl.utils.config.Config property) distribution (hy2dl.utils.config.Config property)

dropout_rate (hy2dl.utils.config.Config property) dump() (hy2dl.utils.config.Config method) dynamic_embedding (hy2dl.utils.config.Config property) dynamic_input (hy2dl.utils.config.Config property) dynamic_input_conceptual_model (hy2dl.utils.config.Config property) dynamic_parameterization_conceptual_model (hy2dl.utils.config.Config property)

E

emit() (hy2dl.utils.logging.TqdmHandler method) epochs (hy2dl.utils.config.Config property)

evaluate_model() (hy2dl.evaluation.basetester.BaseTester method) experiment_name (hy2dl.utils.config.Config property)

F

flatten_dict_values() (hy2dl.datasetzoo.basedataset.BaseDataset static method) forcings (hy2dl.utils.config.Config property) forecast_counter (hy2dl.utils.config.Config property) forecast_dataset_in_ram (hy2dl.utils.config.Config property) forecast_input (hy2dl.utils.config.Config property) ForecastTester (class in hy2dl.evaluation.forecast_tester) ForecastTesterMDN (class in hy2dl.evaluation.forecast_tester_mdn) forward() (hy2dl.modelzoo.cudalstm.CudaLSTM method) (hy2dl.modelzoo.hybrid.Hybrid method) (hy2dl.modelzoo.inputlayer.InputLayer method) (hy2dl.modelzoo.lstmmdn.LSTMMDN method) (hy2dl.training.loss.BaseLoss method) (hy2dl.training.loss.NLL method) (hy2dl.training.loss.NSEBasinAveraged method) (hy2dl.training.loss.WeightedMSE method)

func (hy2dl.evaluation.registry.MetricMeta attribute)

G

GaugeBatchSampler (class in hy2dl.utils.sampler) GaussianMixture (class in hy2dl.utils.distributions) get() (hy2dl.evaluation.registry.MetricRegistry method) get_available() (hy2dl.evaluation.registry.MetricRegistry method) get_dataset() (in module hy2dl.datasetzoo)

get_distribution() (in module hy2dl.utils) get_logger() (in module hy2dl.utils.logging) get_loss() (in module hy2dl.training) get_model() (in module hy2dl.modelzoo) get_tester() (in module hy2dl.evaluation)

H

hidden_size (hy2dl.utils.config.Config property) Hourly_CAMELS_DE (class in hy2dl.datasetzoo.hourlycamelsde) Hourly_CAMELS_US (class in hy2dl.datasetzoo.hourlycamelsus) hy2dl module hy2dl.datasetzoo module hy2dl.datasetzoo.basedataset module hy2dl.datasetzoo.camelsch module hy2dl.datasetzoo.camelsde module hy2dl.datasetzoo.camelsgb module hy2dl.datasetzoo.camelspl module hy2dl.datasetzoo.camelsus module hy2dl.datasetzoo.caravan module hy2dl.datasetzoo.hourlycamelsde module hy2dl.datasetzoo.hourlycamelsus module hy2dl.evaluation module hy2dl.evaluation.basetester module hy2dl.evaluation.evaluator module hy2dl.evaluation.forecast_tester module hy2dl.evaluation.forecast_tester_mdn module hy2dl.evaluation.metrics module

hy2dl.evaluation.registry module hy2dl.evaluation.simulation_tester module hy2dl.evaluation.simulation_tester_mdn module hy2dl.modelzoo module hy2dl.modelzoo.cudalstm module hy2dl.modelzoo.hybrid module hy2dl.modelzoo.inputlayer module hy2dl.modelzoo.lstmmdn module hy2dl.training module hy2dl.training.basetrainer module hy2dl.training.loss module hy2dl.training.optimizer module hy2dl.utils module hy2dl.utils.config module hy2dl.utils.distributions module hy2dl.utils.logging module hy2dl.utils.sampler module hy2dl.utils.utils module Hybrid (class in hy2dl.modelzoo.hybrid)

I

init_experiment() (hy2dl.utils.config.Config method) initial_forget_bias (hy2dl.utils.config.Config property)

InputLayer (class in hy2dl.modelzoo.inputlayer) is_forecast_only (hy2dl.evaluation.registry.MetricMeta attribute) is_probabilistic (hy2dl.evaluation.registry.MetricMeta attribute)

L

lagged_features (hy2dl.utils.config.Config property) learning_rate (hy2dl.utils.config.Config property)

loss (hy2dl.utils.config.Config property) LSTMMDN (class in hy2dl.modelzoo.lstmmdn)

M

map_parameters() (hy2dl.utils.distributions.AsymmetricLaplaceMixture method) (hy2dl.utils.distributions.BaseDistribution method) (hy2dl.utils.distributions.GaussianMixture method) max_updates_per_epoch (hy2dl.utils.config.Config property) mean() (hy2dl.utils.distributions.AsymmetricLaplaceMixture method) (hy2dl.utils.distributions.BaseDistribution method) (hy2dl.utils.distributions.GaussianMixture method) MetricMeta (class in hy2dl.evaluation.registry) MetricRegistry (class in hy2dl.evaluation.registry) model (hy2dl.utils.config.Config property) module hy2dl hy2dl.datasetzoo hy2dl.datasetzoo.basedataset hy2dl.datasetzoo.camelsch hy2dl.datasetzoo.camelsde hy2dl.datasetzoo.camelsgb hy2dl.datasetzoo.camelspl hy2dl.datasetzoo.camelsus hy2dl.datasetzoo.caravan hy2dl.datasetzoo.hourlycamelsde hy2dl.datasetzoo.hourlycamelsus hy2dl.evaluation hy2dl.evaluation.basetester hy2dl.evaluation.evaluator hy2dl.evaluation.forecast_tester hy2dl.evaluation.forecast_tester_mdn hy2dl.evaluation.metrics hy2dl.evaluation.registry hy2dl.evaluation.simulation_tester hy2dl.evaluation.simulation_tester_mdn hy2dl.modelzoo hy2dl.modelzoo.cudalstm hy2dl.modelzoo.hybrid hy2dl.modelzoo.inputlayer hy2dl.modelzoo.lstmmdn hy2dl.training hy2dl.training.basetrainer hy2dl.training.loss hy2dl.training.optimizer hy2dl.utils hy2dl.utils.config hy2dl.utils.distributions hy2dl.utils.logging hy2dl.utils.sampler hy2dl.utils.utils

N

nan_handling_method (hy2dl.utils.config.Config property) nan_probabilistic_masking (hy2dl.utils.config.Config property) nan_probability (hy2dl.utils.config.Config property) NLL (class in hy2dl.training.loss) nll() (in module hy2dl.evaluation.metrics)

noise_level (hy2dl.utils.config.Config property) nse() (in module hy2dl.evaluation.metrics) NSEBasinAveraged (class in hy2dl.training.loss) num_conceptual_models (hy2dl.utils.config.Config property) num_mixture_components (hy2dl.utils.config.Config property) num_workers (hy2dl.utils.config.Config property)

O

Optimizer (class in hy2dl.training.optimizer)

optimizer (hy2dl.utils.config.Config property) output_features (hy2dl.utils.config.Config property)

P

parameters (hy2dl.utils.distributions.AsymmetricLaplaceMixture property) (hy2dl.utils.distributions.BaseDistribution property) (hy2dl.utils.distributions.GaussianMixture property) path_additional_features (hy2dl.utils.config.Config property) path_data (hy2dl.utils.config.Config property) path_dataset_testing (hy2dl.utils.config.Config property) path_dataset_training (hy2dl.utils.config.Config property) path_dataset_validation (hy2dl.utils.config.Config property) path_entities (hy2dl.utils.config.Config property) path_entities_testing (hy2dl.utils.config.Config property) path_entities_training (hy2dl.utils.config.Config property)

path_entities_validation (hy2dl.utils.config.Config property) path_forecast_dataset (hy2dl.utils.config.Config property) path_save_folder (hy2dl.utils.config.Config property) path_save_zarr (hy2dl.utils.config.Config property) path_valid_samples_testing (hy2dl.utils.config.Config property) path_valid_samples_training (hy2dl.utils.config.Config property) path_valid_samples_validation (hy2dl.utils.config.Config property) pit() (hy2dl.utils.distributions.BaseDistribution method) pnse() (in module hy2dl.evaluation.metrics) predict_last_n (hy2dl.utils.config.Config property) pseudo_forecast_ar_input (hy2dl.utils.config.Config property) pseudo_forecast_input (hy2dl.utils.config.Config property)

Q

quantile() (hy2dl.utils.distributions.BaseDistribution method)

R

ram_safety_factor (hy2dl.utils.config.Config property) random_seed (hy2dl.utils.config.Config property)

register() (hy2dl.evaluation.registry.MetricRegistry method) rmse() (in module hy2dl.evaluation.metrics) routing_model (hy2dl.utils.config.Config property)

S

sample() (hy2dl.utils.distributions.AsymmetricLaplaceMixture method) (hy2dl.utils.distributions.BaseDistribution method) (hy2dl.utils.distributions.GaussianMixture method) seq_length (hy2dl.utils.config.Config property) seq_length_forecast (hy2dl.utils.config.Config property) seq_length_hindcast (hy2dl.utils.config.Config property) set_random_seed() (in module hy2dl.utils.utils)

setup_dataset() (hy2dl.datasetzoo.basedataset.BaseDataset method) SimulationTester (class in hy2dl.evaluation.simulation_tester) SimulationTesterMDN (class in hy2dl.evaluation.simulation_tester_mdn) static_embedding (hy2dl.utils.config.Config property) static_input (hy2dl.utils.config.Config property) steplr_gamma (hy2dl.utils.config.Config property) steplr_step_size (hy2dl.utils.config.Config property)

T

target (hy2dl.utils.config.Config property) target_weights (hy2dl.utils.config.Config property) teacher_forcing_scheduler (hy2dl.utils.config.Config property) testing_metrics (hy2dl.utils.config.Config property)

testing_period (hy2dl.utils.config.Config property) TqdmHandler (class in hy2dl.utils.logging) train_model() (hy2dl.training.basetrainer.BaseTrainer method) training_period (hy2dl.utils.config.Config property)

U

unique_prediction_blocks (hy2dl.utils.config.Config property) unique_values() (hy2dl.datasetzoo.basedataset.BaseDataset static method)

update_optimizer_lr() (hy2dl.training.optimizer.Optimizer method) upload_to_device() (in module hy2dl.utils.utils)

V

validate_every (hy2dl.utils.config.Config property) validate_model() (hy2dl.evaluation.basetester.BaseTester method)

validation_metric (hy2dl.utils.config.Config property) validation_period (hy2dl.utils.config.Config property)

W

WeightedMSE (class in hy2dl.training.loss)