Index

A

add_model_specific_args() (nodegam.arch.GAMAttBlock class method) (nodegam.arch.GAMBlock class method) (nodegam.arch.ODSTBlock class method) add_model_specific_results() (nodegam.arch.GAMBlock class method) (nodegam.arch.ODSTBlock class method)

add_new_row() (in module nodegam.vis_utils) average_checkpoints() (nodegam.trainer.Trainer method) average_GAM_dfs() (in module nodegam.utils), [1] average_GAMs() (in module nodegam.utils)

B

backward() (nodegam.nn_utils.Entmax15Function static method) (nodegam.nn_utils.Entmoid15 static method) (nodegam.nn_utils.SparsemaxFunction static method)

bin_data() (in module nodegam.gams.utils)

C

cal_prev_feat_weights() (nodegam.odst.GAM_ODST method) (nodegam.odst.GAMAttODST method) cal_statistics() (in module nodegam.vis_utils) calculate_l2_penalty() (nodegam.arch.GAMBlock method) (nodegam.arch.ODSTBlock method) check_numpy() (in module nodegam.utils)

clear() (nodegam.recorder.Recorder method) convert_onehot_vector_to_integers() (nodegam.arch.GAMAdditiveMixin method) create_layers() (nodegam.arch.GAMAttBlock method) (nodegam.arch.GAMBlock method) (nodegam.arch.ODSTBlock method) create_onedrive_directdownload() (in module nodegam.data)

D

decision_function() (nodegam.gams.MyBagging.MyBaggingClassifier method) decrease_lr() (nodegam.trainer.Trainer method) discrete_op() (nodegam.nn_utils.EMoid15Temp method)

DotDict (class in nodegam.gams.utils) download() (in module nodegam.data) download_file_from_google_drive() (in module nodegam.data) download_file_from_onedrive() (in module nodegam.data)

E

EM15Temp (class in nodegam.nn_utils) EMoid15Temp (class in nodegam.nn_utils) EncodingBase (class in nodegam.gams.EncodingBase) entmax15() (in module nodegam.nn_utils) Entmax15Function (class in nodegam.nn_utils) Entmoid15 (class in nodegam.nn_utils) entmoid15() (in module nodegam.nn_utils) (in module nodegam.odst) (in module nodegam.sklearn) estimators_samples_ (nodegam.gams.MyBagging.MyBaggingClassifier property) (nodegam.gams.MyBagging.MyBaggingRegressor property)

evaluate_ce_loss() (nodegam.trainer.Trainer method) evaluate_classification_error() (nodegam.trainer.Trainer method) evaluate_mse() (nodegam.trainer.Trainer method) evaluate_multiple_mse() (nodegam.trainer.Trainer method) evaluate_negative_auc() (nodegam.trainer.Trainer method) evaluate_pretrain_loss() (nodegam.trainer.Trainer method) extract_additive_terms() (nodegam.arch.GAMAdditiveMixin method) extract_GAM() (in module nodegam.gams.utils) extract_GAM_from_baselines() (in module nodegam.utils) extract_GAM_from_NODE() (in module nodegam.utils) extract_GAM_from_saved_dir() (in module nodegam.utils) extract_mean() (in module nodegam.vis_utils)

F

fetch_ADULT() (in module nodegam.data) fetch_BIKESHARE() (in module nodegam.data) fetch_CHURN() (in module nodegam.data) fetch_CLICK() (in module nodegam.data) fetch_COMPAS() (in module nodegam.data) fetch_CREDIT() (in module nodegam.data) fetch_EPSILON() (in module nodegam.data) fetch_HIGGS() (in module nodegam.data) fetch_MICROSOFT() (in module nodegam.data) fetch_MIMIC2() (in module nodegam.data) fetch_MIMIC3() (in module nodegam.data) fetch_PROTEIN() (in module nodegam.data) fetch_ROSSMANN() (in module nodegam.data) fetch_SARCOS() (in module nodegam.data) fetch_SUPPORT2() (in module nodegam.data) fetch_WINE() (in module nodegam.data) fetch_YAHOO() (in module nodegam.data) fetch_YEAR() (in module nodegam.data) fit() (nodegam.gams.base.MyFitMixin method) (nodegam.gams.EncodingBase.LabelEncodingFitMixin method) (nodegam.gams.EncodingBase.OnehotEncodingFitMixin method) (nodegam.gams.MyBagging.MyBaggingClassifier method) (nodegam.gams.MyBagging.MyBaggingRegressor method) (nodegam.gams.MyBaselines.MyEBMPreprocessorTransformMixin method) (nodegam.gams.MyBaselines.MyIndicatorTransformMixin method) (nodegam.gams.MyBaselines.MyMarginalizedTransformMixin method) (nodegam.gams.MyBaselines.MyMaxMinTransformMixin method) (nodegam.gams.MyBaselines.MyStandardizedTransformMixin method) (nodegam.gams.MyEBM.MyExplainableBoostingMixin method) (nodegam.gams.MySpline.MySplineGAM method) (nodegam.gams.MySpline.MySplineLogisticGAM method) (nodegam.gams.MySpline.MySplineMixin method) (nodegam.gams.MyXGB.MyXGBMixin method) (nodegam.gams.MyXGB.MyXGBOnehotClassifier method) (nodegam.gams.MyXGB.MyXGBOnehotRegressor method) (nodegam.mypreprocessor.MyPreprocessor method), [1] (nodegam.sklearn.NodeGAMBase method)

forward() (nodegam.arch.ODSTBlock method) (nodegam.nn_utils.Entmax15Function static method) (nodegam.nn_utils.Entmoid15 static method) (nodegam.nn_utils.Lambda method) (nodegam.nn_utils.SparsemaxFunction static method) (nodegam.odst.GAM_ODST method) (nodegam.odst.ODST method) forward_with_tau() (nodegam.nn_utils.EM15Temp method) (nodegam.nn_utils.EMoid15Temp method) (nodegam.nn_utils.GSMTemp method) (nodegam.nn_utils.SMTemp method) free_memory() (in module nodegam.utils) freeze_all_but_lastw() (nodegam.arch.ODSTBlock method)

G

GAM_ODST (class in nodegam.odst) GAMAdditiveMixin (class in nodegam.arch) GAMAttBlock (class in nodegam.arch) GAMAttODST (class in nodegam.odst) GAMBlock (class in nodegam.arch) get_additive_terms() (nodegam.arch.GAMAdditiveMixin method) get_ebm_model() (in module nodegam.gams.model_utils) get_feature_selection_values() (nodegam.odst.GAM_ODST method) (nodegam.odst.ODST method) get_feature_selectors() (nodegam.odst.ODST method) get_GAM_df() (nodegam.gams.base.MyExtractLogOddsMixin method) (nodegam.gams.EncodingBase.EncodingBase method) (nodegam.gams.MyBagging.MyBaggingClassifier method) (nodegam.gams.MyBagging.MyBaggingMixin method) (nodegam.gams.MyBagging.MyBaggingRegressor method) (nodegam.gams.MyEBM.MyExplainableBoostingMixin method) (nodegam.gams.MySpline.MySplineGAM method) (nodegam.gams.MySpline.MySplineLogisticGAM method) (nodegam.gams.MyXGB.MyXGBOnehotClassifier method) (nodegam.gams.MyXGB.MyXGBOnehotRegressor method) (nodegam.sklearn.NodeGAMBase method) get_GAM_df_by_models() (in module nodegam.gams.utils) get_gpu_stat() (in module nodegam.utils) get_ilr_model() (in module nodegam.gams.model_utils) get_lam() (nodegam.gams.MySpline.MySplineGAM method) (nodegam.gams.MySpline.MySplineLogisticGAM method) (nodegam.gams.MySpline.MySplineMixin method)

get_latest_checkpoints() (nodegam.trainer.Trainer method) get_latest_file() (in module nodegam.utils) (nodegam.trainer.Trainer method) get_lr_model() (in module nodegam.gams.model_utils) get_mlr_model() (in module nodegam.gams.model_utils) get_model() (in module nodegam.gams.model_utils) get_model_specific_rs_hparams() (nodegam.arch.GAMAttBlock class method) (nodegam.arch.GAMBlock class method) (nodegam.arch.ODSTBlock class method) get_num_trees_assigned_to_each_feature() (nodegam.arch.ODSTBlock method) (nodegam.odst.GAM_ODST method) get_params() (nodegam.gams.MyBagging.MyBaggingClassifier method) (nodegam.gams.MyBagging.MyBaggingRegressor method) (nodegam.gams.MySpline.MySplineGAM method) (nodegam.gams.MySpline.MySplineLogisticGAM method) (nodegam.gams.MySpline.MySplineMixin method) (nodegam.gams.MyXGB.MyXGBMixin method) (nodegam.gams.MyXGB.MyXGBOnehotClassifier method) (nodegam.gams.MyXGB.MyXGBOnehotRegressor method) get_rf_model() (in module nodegam.gams.model_utils) get_spline_model() (in module nodegam.gams.model_utils) get_X_values_counts() (in module nodegam.gams.utils) get_x_values_lookup() (in module nodegam.gams.utils) get_xgb_model() (in module nodegam.gams.model_utils) GSMTemp (class in nodegam.nn_utils)

H

highlight_min_max() (in module nodegam.vis_utils)

I

initialize() (nodegam.nn_utils.ModuleWithInit method) (nodegam.odst.GAM_ODST method) (nodegam.odst.ODST method) is_GAM (nodegam.gams.base.MyCommonBase property) (nodegam.gams.MyBagging.MyBaggingClassifier property) (nodegam.gams.MyBagging.MyBaggingMixin property) (nodegam.gams.MyBagging.MyBaggingRegressor property) (nodegam.gams.MyBaselines.MyRandomForestClassifier property) (nodegam.gams.MyBaselines.MyRandomForestRegressor property) (nodegam.gams.MySpline.MySplineGAM property) (nodegam.gams.MySpline.MySplineLogisticGAM property) (nodegam.gams.MyXGB.MyXGBMixin property) (nodegam.gams.MyXGB.MyXGBOnehotClassifier property) (nodegam.gams.MyXGB.MyXGBOnehotRegressor property)

iterate_minibatches() (in module nodegam.utils)

L

LabelEncodingClassifierMixin (class in nodegam.gams.EncodingBase) LabelEncodingFitMixin (class in nodegam.gams.EncodingBase) LabelEncodingRegressorMixin (class in nodegam.gams.EncodingBase) Lambda (class in nodegam.nn_utils) load_best_model_from_trained_dir() (in module nodegam.utils)

load_checkpoint() (nodegam.trainer.Trainer method) load_hparams() (in module nodegam.utils) load_model_by_hparams() (nodegam.arch.GAMBlock class method) (nodegam.arch.ODSTBlock class method) load_record() (nodegam.recorder.Recorder method)

M

make_predictions() (in module nodegam.utils) mask_input() (nodegam.trainer.Trainer method) md5sum() (in module nodegam.utils) module nodegam nodegam.arch nodegam.data nodegam.gams nodegam.gams.base nodegam.gams.EncodingBase nodegam.gams.general_utils nodegam.gams.model_utils nodegam.gams.MyBagging nodegam.gams.MyBaselines nodegam.gams.MyEBM nodegam.gams.MySpline nodegam.gams.MyXGB nodegam.gams.utils nodegam.mypreprocessor nodegam.nn_utils nodegam.odst nodegam.recorder nodegam.sklearn nodegam.trainer nodegam.utils nodegam.vis_utils ModuleWithInit (class in nodegam.nn_utils) my_fit() (nodegam.gams.EncodingBase.LabelEncodingFitMixin method) my_interpolate() (in module nodegam.gams.utils) my_one_hot() (in module nodegam.nn_utils) my_transform() (nodegam.gams.EncodingBase.LabelEncodingFitMixin method) MyBaggingClassifier (class in nodegam.gams.MyBagging), [1] MyBaggingClassifierBase (class in nodegam.gams.MyBagging) MyBaggingLabelEncodingClassifier (class in nodegam.gams.MyBagging) MyBaggingLabelEncodingRegressor (class in nodegam.gams.MyBagging) MyBaggingMixin (class in nodegam.gams.MyBagging) MyBaggingRegressor (class in nodegam.gams.MyBagging), [1] MyBaggingRegressorBase (class in nodegam.gams.MyBagging) MyCommonBase (class in nodegam.gams.base)

MyEBMPreprocessorTransformMixin (class in nodegam.gams.MyBaselines) MyExplainableBoostingClassifier (class in nodegam.gams.MyEBM), [1] MyExplainableBoostingMixin (class in nodegam.gams.MyEBM) MyExplainableBoostingRegressor (class in nodegam.gams.MyEBM), [1] MyExtractLogOddsMixin (class in nodegam.gams.base) MyFitMixin (class in nodegam.gams.base) MyGAMPlotMixinBase (class in nodegam.gams.base) MyIndicatorLinearRegressionCV (class in nodegam.gams.MyBaselines) MyIndicatorLogisticRegressionCV (class in nodegam.gams.MyBaselines) MyIndicatorTransformMixin (class in nodegam.gams.MyBaselines) MyLinearRegressionCVBase (class in nodegam.gams.MyBaselines) MyLinearRegressionRidgeCV (class in nodegam.gams.MyBaselines) MyLogisticRegressionCV (class in nodegam.gams.MyBaselines) MyLogisticRegressionCVBase (class in nodegam.gams.MyBaselines) MyMarginalizedTransformMixin (class in nodegam.gams.MyBaselines) MyMarginalLinearRegressionCV (class in nodegam.gams.MyBaselines) MyMarginalLogisticRegressionCV (class in nodegam.gams.MyBaselines) MyMaxMinTransformMixin (class in nodegam.gams.MyBaselines) MyOnehotExplainableBoostingClassifier (class in nodegam.gams.MyEBM) MyOnehotExplainableBoostingRegressor (class in nodegam.gams.MyEBM) MyPreprocessor (class in nodegam.mypreprocessor), [1] MyRandomForestClassifier (class in nodegam.gams.MyBaselines) MyRandomForestRegressor (class in nodegam.gams.MyBaselines) MySplineGAM (class in nodegam.gams.MySpline), [1] MySplineGAMBase (class in nodegam.gams.MySpline) MySplineLogisticGAM (class in nodegam.gams.MySpline), [1] MySplineLogisticGAMBase (class in nodegam.gams.MySpline) MySplineMixin (class in nodegam.gams.MySpline) MyStandardizedTransformMixin (class in nodegam.gams.MyBaselines) MyTransformClassifierMixin (class in nodegam.gams.MyBaselines) MyTransformMixin (class in nodegam.gams.MyBaselines) MyTransformRegressionMixin (class in nodegam.gams.MyBaselines) MyXGBClassifier (class in nodegam.gams.MyXGB) MyXGBLabelEncodingClassifier (class in nodegam.gams.MyXGB) MyXGBLabelEncodingRegressor (class in nodegam.gams.MyXGB) MyXGBMixin (class in nodegam.gams.MyXGB) MyXGBOnehotClassifier (class in nodegam.gams.MyXGB), [1] MyXGBOnehotRegressor (class in nodegam.gams.MyXGB), [1] MyXGBRegressor (class in nodegam.gams.MyXGB)

N

n_features_ (nodegam.gams.MyBagging.MyBaggingClassifier property) (nodegam.gams.MyBagging.MyBaggingRegressor property) nodegam module nodegam.arch module nodegam.data module nodegam.gams module nodegam.gams.base module nodegam.gams.EncodingBase module nodegam.gams.general_utils module nodegam.gams.model_utils module nodegam.gams.MyBagging module nodegam.gams.MyBaselines module nodegam.gams.MyEBM module nodegam.gams.MySpline module

nodegam.gams.MyXGB module nodegam.gams.utils module nodegam.mypreprocessor module nodegam.nn_utils module nodegam.odst module nodegam.recorder module nodegam.sklearn module nodegam.trainer module nodegam.utils module nodegam.vis_utils module NodeGAMBase (class in nodegam.sklearn) NodeGAMClassifier (class in nodegam.sklearn), [1] NodeGAMRegressor (class in nodegam.sklearn), [1] nop_ctx() (in module nodegam.utils) normalized_score() (in module nodegam.vis_utils)

O

ODST (class in nodegam.odst) ODSTBlock (class in nodegam.arch) OnehotEncodingClassifierMixin (class in nodegam.gams.EncodingBase)

OnehotEncodingFitMixin (class in nodegam.gams.EncodingBase) OnehotEncodingRegressorMixin (class in nodegam.gams.EncodingBase) output_csv() (in module nodegam.gams.general_utils) (in module nodegam.utils), [1]

P

param_distributions (nodegam.gams.base.MyCommonBase property) (nodegam.gams.MyBagging.MyBaggingClassifier property) (nodegam.gams.MyBagging.MyBaggingRegressor property) (nodegam.gams.MySpline.MySplineGAM property) (nodegam.gams.MySpline.MySplineLogisticGAM property) (nodegam.gams.MyXGB.MyXGBOnehotClassifier property) (nodegam.gams.MyXGB.MyXGBOnehotRegressor property) post_process() (nodegam.odst.GAM_ODST method) predict() (nodegam.gams.EncodingBase.LabelEncodingRegressorMixin method) (nodegam.gams.EncodingBase.OnehotEncodingFitMixin method) (nodegam.gams.MyBagging.MyBaggingClassifier method) (nodegam.gams.MyBagging.MyBaggingRegressor method) (nodegam.gams.MyBaselines.MyTransformRegressionMixin method) (nodegam.gams.MySpline.MySplineGAM method) (nodegam.gams.MySpline.MySplineGAMBase method) (nodegam.gams.MySpline.MySplineLogisticGAM method) (nodegam.gams.MyXGB.MyXGBOnehotClassifier method) (nodegam.gams.MyXGB.MyXGBOnehotRegressor method) (nodegam.gams.MyXGB.MyXGBRegressor method) (nodegam.sklearn.NodeGAMClassifier method), [1] (nodegam.sklearn.NodeGAMRegressor method), [1]

predict_log_proba() (nodegam.gams.MyBagging.MyBaggingClassifier method) predict_proba() (nodegam.gams.EncodingBase.LabelEncodingClassifierMixin method) (nodegam.gams.EncodingBase.OnehotEncodingClassifierMixin method) (nodegam.gams.MyBagging.MyBaggingClassifier method) (nodegam.gams.MyBagging.MyBaggingClassifierBase method) (nodegam.gams.MyBaselines.MyTransformClassifierMixin method) (nodegam.gams.MySpline.MySplineLogisticGAM method) (nodegam.gams.MySpline.MySplineLogisticGAMBase method) (nodegam.gams.MyXGB.MyXGBClassifier method) (nodegam.gams.MyXGB.MyXGBOnehotClassifier method) (nodegam.sklearn.NodeGAMClassifier method), [1] predict_score() (in module nodegam.gams.utils) predict_score_by_df() (in module nodegam.gams.utils) predict_score_with_each_feature() (in module nodegam.gams.utils) predict_score_with_each_feature_by_df() (in module nodegam.gams.utils) pretrain_loss() (nodegam.trainer.Trainer method) print() (nodegam.sklearn.NodeGAMBase method) process_in_chunks() (in module nodegam.utils)

R

rank() (in module nodegam.vis_utils) Recorder (class in nodegam.recorder) remove_old_temp_checkpoints() (nodegam.trainer.Trainer method) revert_dataframe() (nodegam.gams.EncodingBase.EncodingBase method) (nodegam.gams.EncodingBase.LabelEncodingFitMixin method) (nodegam.gams.EncodingBase.OnehotEncodingFitMixin method) (nodegam.gams.MyBagging.MyBaggingClassifier method) (nodegam.gams.MyBagging.MyBaggingRegressor method) (nodegam.gams.MySpline.MySplineGAM method) (nodegam.gams.MySpline.MySplineLogisticGAM method) (nodegam.gams.MyXGB.MyXGBOnehotClassifier method) (nodegam.gams.MyXGB.MyXGBOnehotRegressor method)

run_with_additive_terms() (nodegam.arch.GAMAdditiveMixin method) run_with_layers() (nodegam.arch.GAMBlock method) (nodegam.arch.ODSTBlock method)

S

save_checkpoint() (nodegam.trainer.Trainer method) save_record() (nodegam.recorder.Recorder method) score() (nodegam.gams.MyBagging.MyBaggingClassifier method) (nodegam.gams.MyBagging.MyBaggingRegressor method) seed_everything() (in module nodegam.utils) set_bias() (nodegam.arch.ODSTBlock method) set_lr() (nodegam.trainer.Trainer method) set_params() (nodegam.gams.MyBagging.MyBaggingClassifier method) (nodegam.gams.MyBagging.MyBaggingRegressor method) (nodegam.gams.MySpline.MySplineGAM method) (nodegam.gams.MySpline.MySplineLogisticGAM method) (nodegam.gams.MySpline.MySplineMixin method) (nodegam.gams.MyXGB.MyXGBMixin method) (nodegam.gams.MyXGB.MyXGBOnehotClassifier method) (nodegam.gams.MyXGB.MyXGBOnehotRegressor method)

sigmoid() (in module nodegam.gams.utils) sigmoid_np() (in module nodegam.utils) SMTemp (class in nodegam.nn_utils) sparsemax() (in module nodegam.nn_utils) SparsemaxFunction (class in nodegam.nn_utils) sparsemoid() (in module nodegam.nn_utils)

T

Timer (class in nodegam.gams.general_utils) (class in nodegam.gams.utils) (class in nodegam.utils) to_float_str() (in module nodegam.utils) to_one_hot() (in module nodegam.nn_utils) train_on_batch() (nodegam.trainer.Trainer method) Trainer (class in nodegam.trainer) training (nodegam.nn_utils.EM15Temp attribute) (nodegam.nn_utils.EMoid15Temp attribute) (nodegam.nn_utils.GSMTemp attribute) (nodegam.nn_utils.Lambda attribute) (nodegam.nn_utils.ModuleWithInit attribute) (nodegam.nn_utils.SMTemp attribute) (nodegam.odst.GAM_ODST attribute) (nodegam.odst.GAMAttODST attribute) (nodegam.odst.ODST attribute) (nodegam.trainer.Trainer attribute)

transform() (nodegam.gams.MyBaselines.MyEBMPreprocessorTransformMixin method) (nodegam.gams.MyBaselines.MyIndicatorTransformMixin method) (nodegam.gams.MyBaselines.MyMarginalizedTransformMixin method) (nodegam.gams.MyBaselines.MyMaxMinTransformMixin method) (nodegam.gams.MyBaselines.MyStandardizedTransformMixin method) (nodegam.gams.MyBaselines.MyTransformMixin method) (nodegam.mypreprocessor.MyPreprocessor method), [1]

U

unfreeze() (nodegam.arch.ODSTBlock method)

V

vector_in() (in module nodegam.gams.general_utils)

vis_GAM_effects() (in module nodegam.vis_utils), [1] visualize() (nodegam.sklearn.NodeGAMBase method)