Index

A

ace() (in module uqmodels.evaluation.base_metrics) Add_query_to_Z_Processing_with_state (class in uqmodels.modelization.DL_estimator.metalayers) add_random_state() (in module uqmodels.utils) add_row() (in module uqmodels.preprocessing.preprocessing) agg_func() (in module uqmodels.utils) agg_list() (in module uqmodels.utils) anom_score() (in module uqmodels.evaluation.metrics) Anomscore_processor (class in uqmodels.postprocessing.UQKPI_Processor) apply_cmap() (in module uqmodels.visualization.visualization_mutisource) apply_conv() (in module uqmodels.utils) apply_mask() (in module uqmodels.utils)

apply_middledim_reduction() (in module uqmodels.utils) auto_corr_reduce() (in module uqmodels.preprocessing.preprocessing) autocorr() (in module uqmodels.utils) automatic_periods_detection() (in module uqmodels.preprocessing.features_processing) aux_fill_area() (in module uqmodels.visualization.visualization) aux_plot_anom() (in module uqmodels.visualization.visualization) aux_plot_conf_score() (in module uqmodels.visualization.visualization) aux_plot_confiance() (in module uqmodels.visualization.visualization) aux_plot_PIs() (in module uqmodels.visualization.visualization) aux_plot_pred() (in module uqmodels.visualization.visualization) aux_tuning() (in module uqmodels.utils) average_coverage() (in module uqmodels.evaluation.base_metrics)

B

base_cos_freq() (in module uqmodels.utils) basic_fit() (uqmodels.modelization.DL_estimator.neural_network_UQ.NN_UQ method) basic_predict() (uqmodels.modelization.DL_estimator.neural_network_UQ.NN_UQ method) BNN_loss_edl() (in module uqmodels.modelization.DL_estimator.loss) BNN_loss_gaussian() (in module uqmodels.modelization.DL_estimator.loss) BNN_metric_edl() (in module uqmodels.modelization.DL_estimator.loss) BNN_metric_gaussian() (in module uqmodels.modelization.DL_estimator.loss) build() (uqmodels.modelization.DL_estimator.metalayers.Double_Moving_slice_layer method) (uqmodels.modelization.DL_estimator.metalayers.LSTMCellMidsize method) (uqmodels.modelization.DL_estimator.metalayers.Moving_slice_layer method) build_BNN_loss() (in module uqmodels.modelization.DL_estimator.loss) build_CCE_loss() (in module uqmodels.modelization.DL_estimator.loss)

build_ctx_mask() (in module uqmodels.evaluation.metrics) build_EDL_loss() (in module uqmodels.modelization.DL_estimator.loss) Build_generator() (uqmodels.modelization.DL_estimator.lstm_ed.Lstm_ED_UQ method) (uqmodels.modelization.DL_estimator.Lstm_WS_ED.Lstm method) (uqmodels.modelization.DL_estimator.neural_network_UQ.NN_UQ method) (uqmodels.modelization.DL_estimator.transformer_ed.Transformer_ED_UQ method) build_loss() (uqmodels.modelization.DL_estimator.neural_network_UQ.NN_UQ method) build_lstm_stacked() (in module uqmodels.modelization.DL_estimator.lstm_ed) build_metrics() (uqmodels.modelization.DL_estimator.neural_network_UQ.NN_UQ method) build_MSE_loss() (in module uqmodels.modelization.DL_estimator.loss) build_transformer() (in module uqmodels.modelization.DL_estimator.transformer_ed) build_window_representation() (in module uqmodels.preprocessing.features_processing)

C

Cache_manager (class in uqmodels.processing) calibrate() (uqmodels.utils.GenericCalibrator method) calibrate_var() (in module uqmodels.evaluation.metrics) call() (uqmodels.modelization.DL_estimator.data_embedding.Data_embedding_TS method) (uqmodels.modelization.DL_estimator.data_embedding.DataEmbedding_ITS method) (uqmodels.modelization.DL_estimator.data_embedding.Factice_Time_Extension method) (uqmodels.modelization.DL_estimator.data_embedding.FixedEmbedding method) (uqmodels.modelization.DL_estimator.data_embedding.Mouving_conv_Embedding method) (uqmodels.modelization.DL_estimator.data_embedding.Mouving_Window_Embedding method) (uqmodels.modelization.DL_estimator.data_embedding.Mouving_Windows_Embedding method) (uqmodels.modelization.DL_estimator.data_embedding.PositionalEmbedding method) (uqmodels.modelization.DL_estimator.data_embedding.TemporalEmbedding method) (uqmodels.modelization.DL_estimator.data_embedding.ValuesEmbedding method) (uqmodels.modelization.DL_estimator.metalayers.Add_query_to_Z_Processing_with_state method) (uqmodels.modelization.DL_estimator.metalayers.Double_Moving_slice_layer method) (uqmodels.modelization.DL_estimator.metalayers.EDLProcessing method) (uqmodels.modelization.DL_estimator.metalayers.LSTMCellReturnCellState method) (uqmodels.modelization.DL_estimator.metalayers.Moving_slice_layer method) (uqmodels.modelization.DL_estimator.metalayers.ProbabilisticProcessing method) (uqmodels.modelization.DL_estimator.metalayers.RNN_states_in_inputs method) (uqmodels.modelization.DL_estimator.transformer_ed.TransformerDecoder method) (uqmodels.modelization.DL_estimator.transformer_ed.TransformerEncoder method) causal_attention_mask() (uqmodels.modelization.DL_estimator.transformer_ed.TransformerDecoder method) check_date() (in module uqmodels.preprocessing.structure) check_delta() (in module uqmodels.preprocessing.structure) check_is_pd_date() (in module uqmodels.preprocessing.preprocessing) check_transform_input_to_panda() (in module uqmodels.preprocessing.features_processing) check_type_UQ() (in module uqmodels.modelization.UQEstimator) check_UQ() (in module uqmodels.postprocessing.UQ_processing) check_y_vs_pred_and_UQ_shape() (in module uqmodels.postprocessing.UQ_processing) cnn_dec() (in module uqmodels.modelization.DL_estimator.metalayers) cnn_dec_1D() (in module uqmodels.modelization.DL_estimator.metalayers) cnn_dec_bis() (in module uqmodels.modelization.DL_estimator.metalayers) cnn_enc() (in module uqmodels.modelization.DL_estimator.metalayers) cnn_enc_1D() (in module uqmodels.modelization.DL_estimator.metalayers) cnn_enc_bis() (in module uqmodels.modelization.DL_estimator.metalayers)

cnn_mlp() (in module uqmodels.modelization.DL_estimator.baseline_models) coefficients_spreaded() (in module uqmodels.utils) compile() (uqmodels.modelization.DL_estimator.neural_network_UQ.NN_UQ method) compute() (uqmodels.evaluation.metrics.Encapsulated_metrics method) (uqmodels.evaluation.metrics.Generic_metric method) compute_anom_score() (in module uqmodels.postprocessing.anomaly_processing) compute_born() (in module uqmodels.utils) compute_born_calibrated() (in module uqmodels.postprocessing.anomaly_processing) compute_calibrate() (in module uqmodels.postprocessing.anomaly_processing) compute_corr_and_filter() (in module uqmodels.preprocessing.preprocessing) compute_ctx_features() (in module uqmodels.preprocessing.features_processing) compute_dev_score() (in module uqmodels.visualization.visualization_mutisource) compute_Epistemic_score() (in module uqmodels.postprocessing.UQ_processing) compute_FE_by_estimator() (in module uqmodels.preprocessing.features_processing) compute_feature_engeenering() (in module uqmodels.preprocessing.features_processing) compute_MV_features() (in module uqmodels.preprocessing.features_processing) compute_output_shape() (uqmodels.modelization.DL_estimator.metalayers.Add_query_to_Z_Processing_with_state method) (uqmodels.modelization.DL_estimator.metalayers.Double_Moving_slice_layer method) (uqmodels.modelization.DL_estimator.metalayers.EDLProcessing method) (uqmodels.modelization.DL_estimator.metalayers.Moving_slice_layer method) (uqmodels.modelization.DL_estimator.metalayers.ProbabilisticProcessing method) compute_pca() (in module uqmodels.preprocessing.features_processing) compute_perf() (in module uqmodels.evaluation.evaluation) compute_PI() (in module uqmodels.postprocessing.UQ_processing) compute_score_fusion() (in module uqmodels.postprocessing.anomaly_processing) compute_tsfresh_feature_engeenering() (in module uqmodels.preprocessing.features_processing) confidence_score() (in module uqmodels.evaluation.metrics) Conv1D (class in uqmodels.modelization.DL_estimator.data_embedding) Conv2D (class in uqmodels.modelization.DL_estimator.data_embedding) conv_block_1D() (in module uqmodels.modelization.DL_estimator.metalayers) conv_block_2D() (in module uqmodels.modelization.DL_estimator.metalayers) convolute_1D() (in module uqmodels.utils) corr_matrix_array() (in module uqmodels.utils) corrcoef_reduce() (in module uqmodels.preprocessing.preprocessing) cov_metrics() (in module uqmodels.evaluation.metrics) cum_sum_consecutive_zero() (in module uqmodels.utils) cut() (in module uqmodels.utils)

D

Data_embedding_TS (class in uqmodels.modelization.DL_estimator.data_embedding) Data_loader (class in uqmodels.processing) DataEmbedding_ITS (class in uqmodels.modelization.DL_estimator.data_embedding) dataset_generator() (uqmodels.modelization.DL_estimator.neural_network_UQ.NN_UQ method) dataset_generator_from_array() (in module uqmodels.preprocessing.preprocessing) date_to_step() (in module uqmodels.preprocessing.structure) default() (uqmodels.processing.MyEncoder method) default_callbacks() (in module uqmodels.modelization.DL_estimator.loss) default_Generator (class in uqmodels.modelization.DL_estimator.neural_network_UQ) default_query_to_cache_query() (uqmodels.processing.Cache_manager method) default_update_query() (uqmodels.preprocessing.Preprocessor.Preprocessor method) (uqmodels.processing.Processor method) dEI() (in module uqmodels.evaluation.metrics) delete() (uqmodels.modelization.DL_estimator.Lstm_WS_ED.Lstm method)

Dense (class in uqmodels.modelization.DL_estimator.transformer_ed) dense2D_enc_dec() (in module uqmodels.modelization.DL_estimator.metalayers) Deterministic_prediction() (in module uqmodels.modelization.DL_estimator.neural_network_UQ) df_interpolation_and_fusion() (in module uqmodels.preprocessing.preprocessing) df_selection() (in module uqmodels.preprocessing.preprocessing) dict_to_TS_Dataset (class in uqmodels.preprocessing.Custom_Preprocessor) dim_1d_check() (in module uqmodels.visualization.visualization) dimensional_reduction() (in module uqmodels.utils) Double_Moving_slice_layer (class in uqmodels.modelization.DL_estimator.metalayers) double_roll() (in module uqmodels.modelization.DL_estimator.Lstm_WS_ED) downscale_series() (in module uqmodels.preprocessing.preprocessing) Drawn_based_prediction() (in module uqmodels.modelization.DL_estimator.neural_network_UQ) Dropout (class in uqmodels.modelization.DL_estimator.data_embedding) (class in uqmodels.modelization.DL_estimator.transformer_ed)

E

EDLProcessing (class in uqmodels.modelization.DL_estimator.metalayers) Encapsulated_metrics (class in uqmodels.evaluation.metrics) Ensemble_based_prediction() (in module uqmodels.modelization.DL_estimator.neural_network_UQ) entropy() (in module uqmodels.preprocessing.preprocessing) Epistemicscorelvl_processor (class in uqmodels.postprocessing.UQKPI_Processor)

estimate() (uqmodels.utils.GenericCalibrator method) EstimatorNotFitted evaluate() (in module uqmodels.evaluation.evaluation) expand_flag() (in module uqmodels.utils) Extract_dict() (in module uqmodels.utils) extract_sensors_errors() (in module uqmodels.preprocessing.preprocessing)

F

Factice_Time_Extension (class in uqmodels.modelization.DL_estimator.data_embedding) factory() (uqmodels.modelization.DL_estimator.lstm_ed.Lstm_ED_UQ method) (uqmodels.modelization.DL_estimator.Lstm_WS_ED.Lstm method) (uqmodels.modelization.DL_estimator.neural_network_UQ.NN_UQ method) (uqmodels.modelization.DL_estimator.transformer_ed.Transformer_ED_UQ method) (uqmodels.modelization.UQEstimator.UQEstimator method) fft_reduce() (in module uqmodels.preprocessing.preprocessing) find_conv_kernel() (in module uqmodels.modelization.DL_estimator.utils) fit() (uqmodels.custom_UQModel.MultiDEEPUQModel method) (uqmodels.custom_UQModel.MultiUQModel method) (uqmodels.modelization.DL_estimator.Lstm_WS_ED.Lstm method) (uqmodels.modelization.DL_estimator.neural_network_UQ.NN_UQ method) (uqmodels.modelization.ML_estimator.baseline.GBRQ_UQEstimator method) (uqmodels.modelization.ML_estimator.baseline.GPR_UQEstimator method) (uqmodels.modelization.ML_estimator.baseline.REGML_UQEstimator method) (uqmodels.modelization.ML_estimator.random_forest_UQ.RF_UQEstimator method) (uqmodels.modelization.UQEstimator.MeanVarUQEstimator method) (uqmodels.modelization.UQEstimator.QuantileUQEstimator method) (uqmodels.modelization.UQEstimator.UQEstimator method) (uqmodels.postprocessing.custom_UQKPI_Processor.Multiscale_Anomscore_processor method) (uqmodels.postprocessing.UQKPI_Processor.Anomscore_processor method) (uqmodels.postprocessing.UQKPI_Processor.Epistemicscorelvl_processor method) (uqmodels.postprocessing.UQKPI_Processor.NormalPIs_processor method) (uqmodels.postprocessing.UQKPI_Processor.UQKPI_Processor method) (uqmodels.preprocessing.Custom_Preprocessor.dict_to_TS_Dataset method) (uqmodels.preprocessing.Custom_Preprocessor.Generic_Features_processor method) (uqmodels.preprocessing.Preprocessor.Generic_Preprocessor method) (uqmodels.preprocessing.Preprocessor.Preprocessor method) (uqmodels.processing.Pipeline method) (uqmodels.processing.Processor method) (uqmodels.UQModel.UQModel method)

fit_anom_score() (in module uqmodels.postprocessing.anomaly_processing) fit_born_calibrated() (in module uqmodels.postprocessing.anomaly_processing) fit_calibrate() (in module uqmodels.postprocessing.anomaly_processing) fit_compute_lag() (in module uqmodels.preprocessing.features_processing) (in module uqmodels.utils) fit_compute_lag_values() (in module uqmodels.preprocessing.features_processing) fit_compute_MA_derivate() (in module uqmodels.preprocessing.features_processing) fit_compute_periods() (in module uqmodels.preprocessing.features_processing) fit_ctx_features() (in module uqmodels.preprocessing.features_processing) fit_default() (in module uqmodels.preprocessing.Preprocessor) fit_Epistemic_score() (in module uqmodels.postprocessing.UQ_processing) fit_FE_by_estimator() (in module uqmodels.preprocessing.features_processing) fit_feature_engeenering() (in module uqmodels.preprocessing.features_processing) fit_MV_features() (in module uqmodels.preprocessing.features_processing) fit_pca() (in module uqmodels.preprocessing.features_processing) fit_PI() (in module uqmodels.postprocessing.UQ_processing) fit_score_fusion() (in module uqmodels.postprocessing.anomaly_processing) fit_transform() (uqmodels.preprocessing.Custom_Preprocessor.Generic_Features_processor method) (uqmodels.preprocessing.Preprocessor.Preprocessor method) (uqmodels.processing.Pipeline method) (uqmodels.processing.Processor method) fit_tsfresh_feature_engeenering() (in module uqmodels.preprocessing.features_processing) fit_with_generator() (uqmodels.custom_UQModel.MultiUQModel method) (uqmodels.UQModel.UQModel method) FixedEmbedding (class in uqmodels.modelization.DL_estimator.data_embedding) flatten() (in module uqmodels.utils) Folder_Generator (class in uqmodels.modelization.DL_estimator.utils) format_data() (in module uqmodels.utils) from_config() (uqmodels.modelization.DL_estimator.data_embedding.Mouving_conv_Embedding class method) (uqmodels.modelization.DL_estimator.transformer_ed.TransformerDecoder class method) (uqmodels.modelization.DL_estimator.transformer_ed.TransformerEncoder class method)

G

GBRQ_UQEstimator (class in uqmodels.modelization.ML_estimator.baseline) generate_K_fold_removing_index() (in module uqmodels.modelization.DL_estimator.neural_network_UQ) generate_random_state() (in module uqmodels.utils) generate_train_test() (in module uqmodels.modelization.DL_estimator.neural_network_UQ) Generator (class in uqmodels.modelization.DL_estimator.utils) Generic_Features_processor (class in uqmodels.preprocessing.Custom_Preprocessor) Generic_metric (class in uqmodels.evaluation.metrics) Generic_Preprocessor (class in uqmodels.preprocessing.Preprocessor) GenericCalibrator (class in uqmodels.utils) get() (uqmodels.preprocessing.Preprocessor.Preprocessor method) (uqmodels.preprocessing.structure.Multi_source method) (uqmodels.preprocessing.structure.Structure method) get_cnn_dec_params() (in module uqmodels.modelization.DL_estimator.metalayers) get_cnn_enc_params() (in module uqmodels.modelization.DL_estimator.metalayers) get_coeff() (in module uqmodels.utils) get_config() (uqmodels.modelization.DL_estimator.data_embedding.Factice_Time_Extension method) (uqmodels.modelization.DL_estimator.data_embedding.Mouving_conv_Embedding method) (uqmodels.modelization.DL_estimator.metalayers.EDLProcessing method) (uqmodels.modelization.DL_estimator.metalayers.ProbabilisticProcessing method) (uqmodels.modelization.DL_estimator.transformer_ed.TransformerDecoder method) (uqmodels.modelization.DL_estimator.transformer_ed.TransformerEncoder method) get_date() (uqmodels.preprocessing.structure.Irregular_time method) (uqmodels.preprocessing.structure.Regular_time method) get_date_mask() (in module uqmodels.preprocessing.structure) get_event_into_series() (in module uqmodels.preprocessing.preprocessing)

get_extremum_var() (in module uqmodels.postprocessing.UQ_processing) get_extremum_var_TOT_and_ndUQ_ratio() (in module uqmodels.postprocessing.UQ_processing) get_FE_params() (in module uqmodels.preprocessing.features_processing) get_fold_nstep() (in module uqmodels.utils) get_k_composants() (in module uqmodels.preprocessing.preprocessing) get_model() (uqmodels.custom_UQModel.MultiUQModel method) get_nominal_disentangled_UQ_ratio() (in module uqmodels.postprocessing.UQ_processing) get_params() (uqmodels.modelization.DL_estimator.Lstm_WS_ED.Lstm method) (uqmodels.modelization.ML_estimator.baseline.REGML_UQEstimator method) (uqmodels.modelization.UQEstimator.UQEstimator method) get_params_dict() (in module uqmodels.modelization.DL_estimator.lstm_ed) (in module uqmodels.modelization.DL_estimator.neural_network_UQ) (in module uqmodels.modelization.DL_estimator.transformer_ed) (in module uqmodels.modelization.ML_estimator.random_forest_UQ) get_regular_step_scale() (in module uqmodels.preprocessing.structure) get_step() (uqmodels.preprocessing.structure.Irregular_time method) (uqmodels.preprocessing.structure.Regular_time method) get_step_mask() (in module uqmodels.preprocessing.structure) get_step_scale() (uqmodels.preprocessing.structure.Regular_time method) get_structure() (uqmodels.preprocessing.structure.Multi_source method) (uqmodels.preprocessing.structure.Structure method) get_training_parameters() (in module uqmodels.modelization.DL_estimator.neural_network_UQ) get_unit() (in module uqmodels.preprocessing.structure) get_UQEstimator_parameters() (in module uqmodels.modelization.UQEstimator) GPR_UQEstimator (class in uqmodels.modelization.ML_estimator.baseline)

H

handle_nan() (in module uqmodels.preprocessing.preprocessing)

I

identity() (in module uqmodels.modelization.DL_estimator.utils) (in module uqmodels.preprocessing.preprocessing) Identity_factory() (in module uqmodels.modelization.DL_estimator.neural_network_UQ) identity_split() (in module uqmodels.preprocessing.preprocessing)

init_Features_processor() (in module uqmodels.preprocessing.Custom_Preprocessor) init_neural_network() (uqmodels.modelization.DL_estimator.neural_network_UQ.NN_UQ method) interpolate() (in module uqmodels.preprocessing.preprocessing) interval_score() (in module uqmodels.evaluation.base_metrics) Irregular_time (class in uqmodels.preprocessing.structure)

K

kfold_random_split() (in module uqmodels.preprocessing.preprocessing)

L

last_reduce() (in module uqmodels.preprocessing.preprocessing) LayerNormalization (class in uqmodels.modelization.DL_estimator.transformer_ed) load() (uqmodels.modelization.DL_estimator.Lstm_WS_ED.Lstm method) (uqmodels.modelization.DL_estimator.Lstm_WS_ED.LSTM_ED_Generator method) (uqmodels.modelization.DL_estimator.neural_network_UQ.default_Generator method) (uqmodels.modelization.DL_estimator.neural_network_UQ.NN_UQ method) (uqmodels.modelization.DL_estimator.utils.Folder_Generator method) (uqmodels.modelization.DL_estimator.utils.Generator method) (uqmodels.preprocessing.data_loader.TS_csv_Data_loader method) (uqmodels.preprocessing.Preprocessor.Preprocessor method) (uqmodels.processing.Cache_manager method) (uqmodels.processing.Data_loader method) (uqmodels.processing.Processor method) (uqmodels.UQModel.UQModel method)

load_and_select() (in module uqmodels.visualization.visualization_mutisource) load_from_metadata() (in module uqmodels.visualization.visualization_mutisource) locate_near_index_values() (in module uqmodels.preprocessing.preprocessing) Lstm (class in uqmodels.modelization.DL_estimator.Lstm_WS_ED) LSTM_DProcessing() (in module uqmodels.modelization.DL_estimator.metalayers) LSTM_ED_Generator (class in uqmodels.modelization.DL_estimator.Lstm_WS_ED) Lstm_ED_UQ (class in uqmodels.modelization.DL_estimator.lstm_ed) LSTM_EProcessing() (in module uqmodels.modelization.DL_estimator.metalayers) LSTMCellMidsize (class in uqmodels.modelization.DL_estimator.metalayers) LSTMCellReturnCellState (class in uqmodels.modelization.DL_estimator.metalayers)

M

mae() (in module uqmodels.evaluation.base_metrics) (in module uqmodels.evaluation.metrics) map_reduce() (in module uqmodels.preprocessing.preprocessing) mask_corr_feature_target() (in module uqmodels.preprocessing.features_processing) mean_reduce() (in module uqmodels.preprocessing.preprocessing) MeanVarUQEstimator (class in uqmodels.modelization.UQEstimator) mixture_quantile() (in module uqmodels.utils) mlp() (in module uqmodels.modelization.DL_estimator.metalayers) model_initializer() (uqmodels.modelization.DL_estimator.Lstm_WS_ED.Lstm method) modify_dropout() (uqmodels.modelization.DL_estimator.Lstm_WS_ED.Lstm method) (uqmodels.modelization.DL_estimator.neural_network_UQ.NN_UQ method) module uqmodels uqmodels.custom_UQModel uqmodels.evaluation uqmodels.evaluation.base_metrics uqmodels.evaluation.evaluation uqmodels.evaluation.metrics uqmodels.modelization uqmodels.modelization.DL_estimator uqmodels.modelization.DL_estimator.baseline_models uqmodels.modelization.DL_estimator.data_embedding uqmodels.modelization.DL_estimator.loss uqmodels.modelization.DL_estimator.lstm_ed uqmodels.modelization.DL_estimator.Lstm_WS_ED uqmodels.modelization.DL_estimator.metalayers uqmodels.modelization.DL_estimator.neural_network_UQ uqmodels.modelization.DL_estimator.transformer_ed uqmodels.modelization.DL_estimator.utils uqmodels.modelization.ML_estimator uqmodels.modelization.ML_estimator.baseline uqmodels.modelization.ML_estimator.random_forest_UQ uqmodels.modelization.UQEstimator uqmodels.postprocessing uqmodels.postprocessing.anomaly_processing uqmodels.postprocessing.custom_UQKPI_Processor uqmodels.postprocessing.UQ_processing uqmodels.postprocessing.UQKPI_Processor uqmodels.preprocessing uqmodels.preprocessing.Custom_Preprocessor uqmodels.preprocessing.data_loader uqmodels.preprocessing.features_processing uqmodels.preprocessing.preprocessing uqmodels.preprocessing.Preprocessor uqmodels.preprocessing.structure uqmodels.processing uqmodels.UQModel uqmodels.utils uqmodels.visualization uqmodels.visualization.visualization uqmodels.visualization.visualization_mutisource

Mouving_conv_Embedding (class in uqmodels.modelization.DL_estimator.data_embedding) Mouving_Window_Embedding (class in uqmodels.modelization.DL_estimator.data_embedding) Mouving_Windows_Embedding (class in uqmodels.modelization.DL_estimator.data_embedding) Moving_slice_layer (class in uqmodels.modelization.DL_estimator.metalayers) moving_slice_map() (in module uqmodels.modelization.DL_estimator.metalayers) multi_score_reshape() (uqmodels.custom_UQModel.MultiDEEPUQModel method) Multi_source (class in uqmodels.preprocessing.structure) MultiDEEPUQModel (class in uqmodels.custom_UQModel) MultiHeadAttention (class in uqmodels.modelization.DL_estimator.transformer_ed) Multiscale_Anomscore_processor (class in uqmodels.postprocessing.custom_UQKPI_Processor) MultiUQModel (class in uqmodels.custom_UQModel) MyEncoder (class in uqmodels.processing)

N

NLL_loss() (in module uqmodels.evaluation.base_metrics) NN_UQ (class in uqmodels.modelization.DL_estimator.neural_network_UQ) norm_signal() (in module uqmodels.utils)

norm_var() (in module uqmodels.postprocessing.UQ_processing) normalise_panda() (in module uqmodels.preprocessing.features_processing) NormalPIs_processor (class in uqmodels.postprocessing.UQKPI_Processor)

O

on_epoch_end() (uqmodels.modelization.DL_estimator.Lstm_WS_ED.LSTM_ED_Generator method) (uqmodels.modelization.DL_estimator.neural_network_UQ.default_Generator method) (uqmodels.modelization.DL_estimator.utils.Folder_Generator method) (uqmodels.modelization.DL_estimator.utils.Generator method)

P

Past_Moving_window_mapping() (in module uqmodels.preprocessing.preprocessing) perf_pred() (in module uqmodels.evaluation.base_metrics) Pipeline (class in uqmodels.processing) plot_analysis() (in module uqmodels.visualization.visualization_mutisource) plot_anom_mat() (in module uqmodels.visualization.visualization_mutisource) plot_anom_matrice() (in module uqmodels.visualization.visualization) plot_channel() (in module uqmodels.visualization.visualization_mutisource) plot_metrics() (uqmodels.modelization.DL_estimator.Lstm_WS_ED.Lstm method) plot_pi() (in module uqmodels.visualization.visualization) plot_prediction_interval() (in module uqmodels.visualization.visualization) plot_row_series() (in module uqmodels.visualization.visualization_mutisource) plot_row_series_statistics() (in module uqmodels.visualization.visualization_mutisource) plot_sorted_pi() (in module uqmodels.visualization.visualization) plot_var() (in module uqmodels.visualization.visualization) PositionalEmbedding (class in uqmodels.modelization.DL_estimator.data_embedding) predict() (uqmodels.custom_UQModel.MultiDEEPUQModel method) (uqmodels.custom_UQModel.MultiUQModel method) (uqmodels.modelization.DL_estimator.Lstm_WS_ED.Lstm method) (uqmodels.modelization.DL_estimator.neural_network_UQ.NN_UQ method) (uqmodels.modelization.ML_estimator.baseline.GBRQ_UQEstimator method) (uqmodels.modelization.ML_estimator.baseline.GPR_UQEstimator method) (uqmodels.modelization.ML_estimator.baseline.REGML_UQEstimator method) (uqmodels.modelization.ML_estimator.random_forest_UQ.RF_UQEstimator method) (uqmodels.modelization.UQEstimator.MeanVarUQEstimator method) (uqmodels.modelization.UQEstimator.QuantileUQEstimator method) (uqmodels.modelization.UQEstimator.UQEstimator method) (uqmodels.UQModel.UQModel method)

predict_with_generator() (uqmodels.custom_UQModel.MultiUQModel method) (uqmodels.UQModel.UQModel method) Preprocessor (class in uqmodels.preprocessing.Preprocessor) print_real_metrics_meta() (in module uqmodels.evaluation.base_metrics) ProbabilisticProcessing (class in uqmodels.modelization.DL_estimator.metalayers) process_irregular_data() (in module uqmodels.preprocessing.preprocessing) process_label() (in module uqmodels.preprocessing.preprocessing) process_raw_source() (in module uqmodels.preprocessing.preprocessing) process_UQmeasure_to_Epistemicscore() (in module uqmodels.postprocessing.UQ_processing) process_UQmeasure_to_quantile() (in module uqmodels.postprocessing.UQ_processing) process_UQmeasure_to_residu() (in module uqmodels.postprocessing.UQ_processing) process_UQmeasure_to_sigma() (in module uqmodels.postprocessing.UQ_processing) process_UQmeasure_to_TOT_and_E_sigma() (in module uqmodels.postprocessing.UQ_processing) Processor (class in uqmodels.processing) propagate() (in module uqmodels.utils) provide_cmap() (in module uqmodels.visualization.visualization)

Q

q_loss() (in module uqmodels.evaluation.base_metrics)

quantile_loss() (in module uqmodels.evaluation.base_metrics) QuantileUQEstimator (class in uqmodels.modelization.UQEstimator)

R

random_split() (in module uqmodels.preprocessing.preprocessing) raw_analysis() (in module uqmodels.preprocessing.preprocessing) read() (in module uqmodels.processing) read_function() (in module uqmodels.processing) real_metrics() (in module uqmodels.evaluation.base_metrics) REGML_UQEstimator (class in uqmodels.modelization.ML_estimator.baseline) regular_date_scale() (in module uqmodels.preprocessing.structure) Regular_Moving_window_mapping() (in module uqmodels.preprocessing.preprocessing) regular_representation() (in module uqmodels.preprocessing.structure) Regular_time (class in uqmodels.preprocessing.structure)

remove_rows() (in module uqmodels.preprocessing.preprocessing) renormalise_UQ() (in module uqmodels.postprocessing.UQ_processing) reset() (uqmodels.modelization.DL_estimator.Lstm_WS_ED.Lstm method) (uqmodels.modelization.DL_estimator.neural_network_UQ.NN_UQ method) RF_extraction() (uqmodels.modelization.ML_estimator.random_forest_UQ.RF_UQEstimator method) RF_UQEstimator (class in uqmodels.modelization.ML_estimator.random_forest_UQ) rmse() (in module uqmodels.evaluation.base_metrics) (in module uqmodels.evaluation.metrics) RNN_states_in_inputs (class in uqmodels.modelization.DL_estimator.metalayers) rolling_statistics() (in module uqmodels.preprocessing.preprocessing)

S

save() (uqmodels.modelization.DL_estimator.Lstm_WS_ED.Lstm method) (uqmodels.modelization.DL_estimator.neural_network_UQ.NN_UQ method) (uqmodels.preprocessing.Preprocessor.Preprocessor method) (uqmodels.processing.Cache_manager method) (uqmodels.processing.Processor method) (uqmodels.UQModel.UQModel method) score() (uqmodels.custom_UQModel.MultiDEEPUQModel method) (uqmodels.custom_UQModel.MultiUQModel method) (uqmodels.UQModel.UQModel method) score_seuil() (in module uqmodels.postprocessing.anomaly_processing) score_with_generator() (uqmodels.custom_UQModel.MultiUQModel method) (uqmodels.UQModel.UQModel method) select_best_representant() (in module uqmodels.preprocessing.preprocessing) select_data() (in module uqmodels.preprocessing.features_processing) select_data_and_context() (in module uqmodels.preprocessing.features_processing) select_features_from_FI() (in module uqmodels.preprocessing.features_processing) select_signal() (in module uqmodels.preprocessing.preprocessing) select_tsfresh_params() (in module uqmodels.preprocessing.features_processing) set() (uqmodels.preprocessing.Preprocessor.Preprocessor method) (uqmodels.preprocessing.structure.Structure method) set_fit_request() (uqmodels.custom_UQModel.MultiDEEPUQModel method) (uqmodels.custom_UQModel.MultiUQModel method) (uqmodels.custom_UQModel.TADKIT_UQModel method) (uqmodels.custom_UQModel.UQModel_KPI method) (uqmodels.modelization.DL_estimator.lstm_ed.Lstm_ED_UQ method) (uqmodels.modelization.DL_estimator.Lstm_WS_ED.Lstm method) (uqmodels.modelization.DL_estimator.neural_network_UQ.NN_UQ method) (uqmodels.modelization.DL_estimator.transformer_ed.Transformer_ED_UQ method) (uqmodels.modelization.ML_estimator.baseline.GBRQ_UQEstimator method) (uqmodels.modelization.ML_estimator.baseline.GPR_UQEstimator method) (uqmodels.modelization.ML_estimator.baseline.REGML_UQEstimator method) (uqmodels.modelization.ML_estimator.random_forest_UQ.RF_UQEstimator method) (uqmodels.modelization.UQEstimator.MeanVarUQEstimator method) (uqmodels.modelization.UQEstimator.QuantileUQEstimator method) (uqmodels.modelization.UQEstimator.UQEstimator method) (uqmodels.processing.Pipeline method) (uqmodels.UQModel.UQModel method) set_global_determinism() (in module uqmodels.modelization.DL_estimator.utils)

set_model() (uqmodels.custom_UQModel.MultiUQModel method) set_predict_request() (uqmodels.custom_UQModel.MultiDEEPUQModel method) (uqmodels.custom_UQModel.MultiUQModel method) (uqmodels.custom_UQModel.TADKIT_UQModel method) (uqmodels.custom_UQModel.UQModel_KPI method) (uqmodels.modelization.DL_estimator.lstm_ed.Lstm_ED_UQ method) (uqmodels.modelization.DL_estimator.Lstm_WS_ED.Lstm method) (uqmodels.modelization.DL_estimator.neural_network_UQ.NN_UQ method) (uqmodels.modelization.DL_estimator.transformer_ed.Transformer_ED_UQ method) (uqmodels.modelization.ML_estimator.baseline.GBRQ_UQEstimator method) (uqmodels.modelization.ML_estimator.baseline.GPR_UQEstimator method) (uqmodels.modelization.ML_estimator.baseline.REGML_UQEstimator method) (uqmodels.modelization.ML_estimator.random_forest_UQ.RF_UQEstimator method) (uqmodels.modelization.UQEstimator.MeanVarUQEstimator method) (uqmodels.modelization.UQEstimator.QuantileUQEstimator method) (uqmodels.modelization.UQEstimator.UQEstimator method) (uqmodels.UQModel.UQModel method) set_query_to_cache_query() (in module uqmodels.processing) set_score_request() (uqmodels.custom_UQModel.TADKIT_UQModel method) (uqmodels.custom_UQModel.UQModel_KPI method) (uqmodels.UQModel.UQModel method) set_seeds() (in module uqmodels.modelization.DL_estimator.utils) set_transform_request() (uqmodels.processing.Pipeline method) sharpness() (in module uqmodels.evaluation.base_metrics) sharpness2() (in module uqmodels.evaluation.base_metrics) show_dUQ_refinement() (in module uqmodels.visualization.visualization) size_post_conv() (in module uqmodels.modelization.DL_estimator.utils) sizeof_fmt() (in module uqmodels.utils) split() (uqmodels.preprocessing.preprocessing.splitter method) split_path() (in module uqmodels.processing) split_var_dUQ() (in module uqmodels.postprocessing.UQ_processing) splitter (class in uqmodels.preprocessing.preprocessing) stack_and_roll() (in module uqmodels.utils) stack_and_roll_layer() (in module uqmodels.modelization.DL_estimator.metalayers) (in module uqmodels.utils) step_to_date() (in module uqmodels.preprocessing.structure) str_to_date() (in module uqmodels.preprocessing.structure) Structure (class in uqmodels.preprocessing.structure) sum_part_prod() (in module uqmodels.modelization.DL_estimator.utils)

T

TADKIT_UQModel (class in uqmodels.custom_UQModel) Tconv_block_1D() (in module uqmodels.modelization.DL_estimator.metalayers) Tconv_block_2D() (in module uqmodels.modelization.DL_estimator.metalayers) TemporalEmbedding (class in uqmodels.modelization.DL_estimator.data_embedding) threshold() (in module uqmodels.utils) time_selection() (in module uqmodels.preprocessing.structure) to_list() (in module uqmodels.processing) toJSON() (uqmodels.preprocessing.structure.Structure method) track_memory() (in module uqmodels.utils) transform() (uqmodels.postprocessing.custom_UQKPI_Processor.Multiscale_Anomscore_processor method) (uqmodels.postprocessing.UQKPI_Processor.Anomscore_processor method) (uqmodels.postprocessing.UQKPI_Processor.Epistemicscorelvl_processor method) (uqmodels.postprocessing.UQKPI_Processor.NormalPIs_processor method) (uqmodels.postprocessing.UQKPI_Processor.UQKPI_Processor method) (uqmodels.preprocessing.Custom_Preprocessor.dict_to_TS_Dataset method) (uqmodels.preprocessing.Custom_Preprocessor.Generic_Features_processor method) (uqmodels.preprocessing.Preprocessor.Generic_Preprocessor method) (uqmodels.preprocessing.Preprocessor.Preprocessor method) (uqmodels.processing.Pipeline method) (uqmodels.processing.Processor method)

transform_default() (in module uqmodels.preprocessing.Preprocessor) Transformer_ED_UQ (class in uqmodels.modelization.DL_estimator.transformer_ed) TransformerDecoder (class in uqmodels.modelization.DL_estimator.transformer_ed) TransformerEncoder (class in uqmodels.modelization.DL_estimator.transformer_ed) TS_csv_Data_loader (class in uqmodels.preprocessing.data_loader)

U

uncertainty_plot() (in module uqmodels.visualization.visualization) update_query() (uqmodels.preprocessing.Preprocessor.Preprocessor method) (uqmodels.processing.Processor method) upscale_series() (in module uqmodels.preprocessing.preprocessing) UQ_absolute_residu_score() (in module uqmodels.evaluation.metrics) UQ_average_coverage() (in module uqmodels.evaluation.metrics) UQ_dEI() (in module uqmodels.evaluation.metrics) UQ_Gaussian_NLL() (in module uqmodels.evaluation.metrics) UQ_heteroscedasticity_ratio() (in module uqmodels.evaluation.metrics) UQ_sharpness() (in module uqmodels.evaluation.metrics) UQEstimator (class in uqmodels.modelization.UQEstimator) UQKPI_Processor (class in uqmodels.postprocessing.UQKPI_Processor) UQModel (class in uqmodels.UQModel) UQModel_KPI (class in uqmodels.custom_UQModel) uqmodels module uqmodels.custom_UQModel module uqmodels.evaluation module uqmodels.evaluation.base_metrics module uqmodels.evaluation.evaluation module uqmodels.evaluation.metrics module uqmodels.modelization module uqmodels.modelization.DL_estimator module uqmodels.modelization.DL_estimator.baseline_models module uqmodels.modelization.DL_estimator.data_embedding module uqmodels.modelization.DL_estimator.loss module uqmodels.modelization.DL_estimator.lstm_ed module uqmodels.modelization.DL_estimator.Lstm_WS_ED module uqmodels.modelization.DL_estimator.metalayers module uqmodels.modelization.DL_estimator.neural_network_UQ module uqmodels.modelization.DL_estimator.transformer_ed module uqmodels.modelization.DL_estimator.utils module

uqmodels.modelization.ML_estimator module uqmodels.modelization.ML_estimator.baseline module uqmodels.modelization.ML_estimator.random_forest_UQ module uqmodels.modelization.UQEstimator module uqmodels.postprocessing module uqmodels.postprocessing.anomaly_processing module uqmodels.postprocessing.custom_UQKPI_Processor module uqmodels.postprocessing.UQ_processing module uqmodels.postprocessing.UQKPI_Processor module uqmodels.preprocessing module uqmodels.preprocessing.Custom_Preprocessor module uqmodels.preprocessing.data_loader module uqmodels.preprocessing.features_processing module uqmodels.preprocessing.preprocessing module uqmodels.preprocessing.Preprocessor module uqmodels.preprocessing.structure module uqmodels.processing module uqmodels.UQModel module uqmodels.utils module uqmodels.visualization module uqmodels.visualization.visualization module uqmodels.visualization.visualization_mutisource module use_cache() (uqmodels.preprocessing.Preprocessor.Preprocessor method) (uqmodels.processing.Processor method)

V

ValuesEmbedding (class in uqmodels.modelization.DL_estimator.data_embedding)

var_explain() (in module uqmodels.evaluation.evaluation) visu_latent_space() (in module uqmodels.visualization.visualization)

W

window_expansion() (in module uqmodels.preprocessing.structure)

write() (in module uqmodels.processing) write_function() (in module uqmodels.processing)