nh.utils

• config
  • Config
    • Config.additional_feature_files
    • Config.allow_subsequent_nan_losses
    • Config.as_dict()
    • Config.autoregressive_inputs
    • Config.base_run_dir
    • Config.batch_size
    • Config.bidirectional_stacked_forecast_lstm
    • Config.cache_validation_data
    • Config.checkpoint_path
    • Config.clip_gradient_norm
    • Config.clip_targets_to_zero
    • Config.conceptual_model
    • Config.continue_from_epoch
    • Config.custom_normalization
    • Config.data_dir
    • Config.dataset
    • Config.device
    • Config.dump_config()
    • Config.duplicate_features
    • Config.dynamic_conceptual_inputs
    • Config.dynamic_inputs
    • Config.dynamic_inputs_flattened
    • Config.dynamic_learning_rate
    • Config.dynamics_embedding
    • Config.early_stopping
    • Config.epochs
    • Config.evolving_attributes
    • Config.experiment_name
    • Config.factor_dynamic_learning_rate
    • Config.finetune_modules
    • Config.forcings
    • Config.forecast_hidden_size
    • Config.forecast_inputs
    • Config.forecast_inputs_flattened
    • Config.forecast_network
    • Config.forecast_overlap
    • Config.forecast_seq_length
    • Config.head
    • Config.hidden_size
    • Config.hindcast_hidden_size
    • Config.hindcast_inputs
    • Config.hindcast_inputs_flattened
    • Config.hydroatlas_attributes
    • Config.img_log_dir
    • Config.initial_forget_bias
    • Config.is_continue_training
    • Config.is_finetuning
    • Config.lagged_features
    • Config.learning_rate
    • Config.log_interval
    • Config.log_n_figures
    • Config.log_tensorboard
    • Config.loss
    • Config.mamba_d_conv
    • Config.mamba_d_state
    • Config.mamba_expand
    • Config.mass_inputs
    • Config.max_updates_per_epoch
    • Config.mc_dropout
    • Config.metrics
    • Config.minimum_epochs_before_early_stopping
    • Config.model
    • Config.n_distributions
    • Config.n_samples
    • Config.n_taus
    • Config.nan_handling_method
    • Config.nan_handling_pos_encoding_size
    • Config.nan_sequence_probability
    • Config.nan_step_probability
    • Config.negative_sample_handling
    • Config.negative_sample_max_retries
    • Config.no_loss_frequencies
    • Config.num_workers
    • Config.number_of_basins
    • Config.ode_method
    • Config.ode_num_unfolds
    • Config.ode_random_freq_lower_bound
    • Config.optimizer
    • Config.output_activation
    • Config.output_dropout
    • Config.patience_dynamic_learning_rate
    • Config.patience_early_stopping
    • Config.per_basin_test_periods_file
    • Config.per_basin_train_periods_file
    • Config.per_basin_validation_periods_file
    • Config.predict_last_n
    • Config.random_holdout_from_dynamic_features
    • Config.rating_curve_file
    • Config.regularization
    • Config.run_dir
    • Config.save_all_output
    • Config.save_git_diff
    • Config.save_train_data
    • Config.save_validation_results
    • Config.save_weights_every
    • Config.seed
    • Config.seq_length
    • Config.shared_mtslstm
    • Config.state_handoff_network
    • Config.static_attributes
    • Config.statics_embedding
    • Config.target_loss_weights
    • Config.target_noise_std
    • Config.target_variables
    • Config.tau_down
    • Config.tau_up
    • Config.test_basin_file
    • Config.test_end_date
    • Config.test_start_date
    • Config.timestep_counter
    • Config.train_basin_file
    • Config.train_data_file
    • Config.train_dir
    • Config.train_end_date
    • Config.train_start_date
    • Config.transfer_mtslstm_states
    • Config.transformer_dim_feedforward
    • Config.transformer_dropout
    • Config.transformer_nheads
    • Config.transformer_nlayers
    • Config.transformer_positional_dropout
    • Config.transformer_positional_encoding_type
    • Config.umal_extend_batch
    • Config.update_config()
    • Config.use_basin_id_encoding
    • Config.use_frequencies
    • Config.validate_every
    • Config.validate_n_random_basins
    • Config.validation_basin_file
    • Config.validation_end_date
    • Config.validation_start_date
    • Config.verbose
    • Config.warmup_period
    • Config.xlstm_heads
    • Config.xlstm_kernel_size
    • Config.xlstm_num_blocks
    • Config.xlstm_proj_factor
    • Config.xlstm_slstm_at
  • create_random_name()
• configutils
  • create_config_files()
• errors
  • AllNaNError
  • NoEvaluationDataError
  • NoTrainDataError
• samplingutils
  • bernoulli_subseries_sampler()
  • sample_cmal()
  • sample_gmm()
  • sample_mcd()
  • sample_pointpredictions()
  • sample_umal()
  • umal_extend_batch()