Index

A

act_func (graforvfl.network.base_rvfl.BaseRVFL attribute)

B

BaseRVFL (class in graforvfl.network.base_rvfl) best_optim_params (graforvfl.network.gfo_rvfl_tuner.GfoRvflTuner attribute) best_score (graforvfl.network.gfo_rvfl_tuner.GfoRvflTuner attribute)

best_searcher (graforvfl.network.gfo_rvfl_tuner.GfoRvflTuner attribute) bounds (graforvfl.network.gfo_rvfl_comparator.GfoRvflComparator attribute) BoxCoxScaler (class in graforvfl.shared.scaler)

C

categories_ (graforvfl.shared.scaler.OneHotEncoder attribute) celu() (in module graforvfl.shared.activator) check_bool() (in module graforvfl.shared.boundary_controller) check_float() (in module graforvfl.shared.boundary_controller) check_int() (in module graforvfl.shared.boundary_controller) check_str() (in module graforvfl.shared.boundary_controller)

check_tuple_float() (in module graforvfl.shared.boundary_controller) check_tuple_int() (in module graforvfl.shared.boundary_controller) CLS_OBJ_LOSSES (graforvfl.network.base_rvfl.BaseRVFL attribute) (graforvfl.network.standard_rvfl.RvflClassifier attribute) create_threshold_binary_features() (graforvfl.shared.data_processor.FeatureEngineering method) cv (graforvfl.network.gfo_rvfl_comparator.GfoRvflComparator attribute)

D

Data (class in graforvfl.shared.data_processor)

DataTransformer (class in graforvfl.shared.data_processor) difference() (graforvfl.shared.data_processor.TimeSeriesDifferencer method)

E

elu() (in module graforvfl.shared.activator) encode_label() (graforvfl.shared.data_processor.Data static method) evaluate() (graforvfl.network.base_rvfl.BaseRVFL method) (graforvfl.network.gfo_rvfl_cv.GfoRvflCV method) (graforvfl.network.standard_rvfl.RvflClassifier method) (graforvfl.network.standard_rvfl.RvflRegressor method)

F

FeatureEngineering (class in graforvfl.shared.data_processor) fit() (graforvfl.network.base_rvfl.BaseRVFL method) (graforvfl.network.gfo_rvfl_cv.GfoRvflCV method) (graforvfl.network.gfo_rvfl_tuner.GfoRvflTuner method) (graforvfl.network.standard_rvfl.RvflClassifier method) (graforvfl.shared.data_processor.DataTransformer method) (graforvfl.shared.scaler.BoxCoxScaler method) (graforvfl.shared.scaler.LabelEncoder method) (graforvfl.shared.scaler.Log1pScaler method) (graforvfl.shared.scaler.LogeScaler method) (graforvfl.shared.scaler.OneHotEncoder method) (graforvfl.shared.scaler.SinhArcSinhScaler method) (graforvfl.shared.scaler.SqrtScaler method) (graforvfl.shared.scaler.YeoJohnsonScaler method)

fit_transform() (graforvfl.shared.scaler.LabelEncoder method) (graforvfl.shared.scaler.OneHotEncoder method)

G

gelu() (in module graforvfl.shared.activator) get_all_classification_metrics() (in module graforvfl.shared.scorer) get_all_regression_metrics() (in module graforvfl.shared.scorer) get_correct_shape() (in module graforvfl.shared.randomer) get_generator() (in module graforvfl.shared.randomer) get_metric_sklearn() (in module graforvfl.shared.scorer) get_metrics() (in module graforvfl.shared.scorer) get_weights() (graforvfl.network.base_rvfl.BaseRVFL method) get_weights_size() (graforvfl.network.base_rvfl.BaseRVFL method) GfoRvflComparator (class in graforvfl.network.gfo_rvfl_comparator) GfoRvflCV (class in graforvfl.network.gfo_rvfl_cv) GfoRvflTuner (class in graforvfl.network.gfo_rvfl_tuner) glorot_normal_initializer() (in module graforvfl.shared.randomer) glorot_uniform_initializer() (in module graforvfl.shared.randomer) graforvfl.network.base_rvfl module graforvfl.network.gfo_rvfl_comparator module

graforvfl.network.gfo_rvfl_cv module graforvfl.network.gfo_rvfl_tuner module graforvfl.network.standard_rvfl module graforvfl.shared.activator module graforvfl.shared.boundary_controller module graforvfl.shared.data_processor module graforvfl.shared.randomer module graforvfl.shared.scaler module graforvfl.shared.scorer module

H

hard_shrink() (in module graforvfl.shared.activator) hard_sigmoid() (in module graforvfl.shared.activator) hard_swish() (in module graforvfl.shared.activator)

hard_tanh() (in module graforvfl.shared.activator) he_normal_initializer() (in module graforvfl.shared.randomer) he_uniform_initializer() (in module graforvfl.shared.randomer) HyperparameterProblem (class in graforvfl.network.gfo_rvfl_cv)

I

inverse_difference() (graforvfl.shared.data_processor.TimeSeriesDifferencer method) inverse_transform() (graforvfl.shared.data_processor.DataTransformer method) (graforvfl.shared.scaler.BoxCoxScaler method) (graforvfl.shared.scaler.LabelEncoder method) (graforvfl.shared.scaler.Log1pScaler method) (graforvfl.shared.scaler.LogeScaler method) (graforvfl.shared.scaler.ObjectiveScaler method) (graforvfl.shared.scaler.OneHotEncoder method) (graforvfl.shared.scaler.SinhArcSinhScaler method) (graforvfl.shared.scaler.SqrtScaler method) (graforvfl.shared.scaler.YeoJohnsonScaler method)

is_in_bound() (in module graforvfl.shared.boundary_controller) is_str_in_list() (in module graforvfl.shared.boundary_controller)

K

kwargs (graforvfl.network.gfo_rvfl_comparator.GfoRvflComparator attribute)

L

LabelEncoder (class in graforvfl.shared.scaler) leaky_relu() (in module graforvfl.shared.activator) lecun_normal_initializer() (in module graforvfl.shared.randomer) lecun_uniform_initializer() (in module graforvfl.shared.randomer) load_model() (graforvfl.network.base_rvfl.BaseRVFL static method) (graforvfl.network.gfo_rvfl_cv.GfoRvflCV static method)

Log1pScaler (class in graforvfl.shared.scaler) log_sigmoid() (in module graforvfl.shared.activator) log_softmax() (in module graforvfl.shared.activator) LogeScaler (class in graforvfl.shared.scaler) loss_train (graforvfl.network.base_rvfl.BaseRVFL attribute)

M

mish() (in module graforvfl.shared.activator) mode (graforvfl.network.gfo_rvfl_comparator.GfoRvflComparator attribute) module graforvfl.network.base_rvfl graforvfl.network.gfo_rvfl_comparator graforvfl.network.gfo_rvfl_cv graforvfl.network.gfo_rvfl_tuner graforvfl.network.standard_rvfl graforvfl.shared.activator graforvfl.shared.boundary_controller graforvfl.shared.data_processor graforvfl.shared.randomer graforvfl.shared.scaler graforvfl.shared.scorer

N

n_workers (graforvfl.network.gfo_rvfl_comparator.GfoRvflComparator attribute)

none() (in module graforvfl.shared.activator)

O

obj_func() (graforvfl.network.gfo_rvfl_cv.HyperparameterProblem method) ObjectiveScaler (class in graforvfl.shared.scaler) OneHotEncoder (class in graforvfl.shared.scaler)

optim_list (graforvfl.network.gfo_rvfl_comparator.GfoRvflComparator attribute) optim_params_list (graforvfl.network.gfo_rvfl_comparator.GfoRvflComparator attribute) orthogonal_initializer() (in module graforvfl.shared.randomer)

P

partial_fit() (graforvfl.network.base_rvfl.BaseRVFL method) (graforvfl.network.standard_rvfl.RvflClassifier method) plot_average_runtime() (graforvfl.network.gfo_rvfl_comparator.GfoRvflComparator method) plot_loss_train_average() (graforvfl.network.gfo_rvfl_comparator.GfoRvflComparator method) plot_loss_train_per_trial() (graforvfl.network.gfo_rvfl_comparator.GfoRvflComparator method) plot_metric_boxplot() (graforvfl.network.gfo_rvfl_comparator.GfoRvflComparator method)

predict() (graforvfl.network.base_rvfl.BaseRVFL method) (graforvfl.network.gfo_rvfl_cv.GfoRvflCV method) (graforvfl.network.gfo_rvfl_tuner.GfoRvflTuner method) (graforvfl.network.standard_rvfl.RvflClassifier method) predict_proba() (graforvfl.network.standard_rvfl.RvflClassifier method) prelu() (in module graforvfl.shared.activator) problem_type (graforvfl.network.gfo_rvfl_comparator.GfoRvflComparator attribute)

R

random_normal_initializer() (in module graforvfl.shared.randomer) random_uniform_initializer() (in module graforvfl.shared.randomer) relu() (in module graforvfl.shared.activator)

rrelu() (in module graforvfl.shared.activator) run() (graforvfl.network.gfo_rvfl_comparator.GfoRvflComparator method) RvflClassifier (class in graforvfl.network.standard_rvfl) RvflRegressor (class in graforvfl.network.standard_rvfl)

S

save_convergence() (graforvfl.network.gfo_rvfl_cv.GfoRvflCV method) save_loss_train() (graforvfl.network.base_rvfl.BaseRVFL method) save_metrics() (graforvfl.network.base_rvfl.BaseRVFL method) save_model() (graforvfl.network.base_rvfl.BaseRVFL method) (graforvfl.network.gfo_rvfl_cv.GfoRvflCV method) save_performance_metrics() (graforvfl.network.gfo_rvfl_cv.GfoRvflCV method) save_y_predicted() (graforvfl.network.base_rvfl.BaseRVFL method) (graforvfl.network.gfo_rvfl_cv.GfoRvflCV method) scale() (graforvfl.shared.data_processor.Data static method) score() (graforvfl.network.base_rvfl.BaseRVFL method) (graforvfl.network.gfo_rvfl_cv.GfoRvflCV method) (graforvfl.network.gfo_rvfl_tuner.GfoRvflTuner method) (graforvfl.network.standard_rvfl.RvflClassifier method) (graforvfl.network.standard_rvfl.RvflRegressor method) scores() (graforvfl.network.base_rvfl.BaseRVFL method) (graforvfl.network.gfo_rvfl_cv.GfoRvflCV method) (graforvfl.network.standard_rvfl.RvflClassifier method) (graforvfl.network.standard_rvfl.RvflRegressor method) scoring (graforvfl.network.gfo_rvfl_comparator.GfoRvflComparator attribute) seed (graforvfl.network.gfo_rvfl_comparator.GfoRvflComparator attribute) selu() (in module graforvfl.shared.activator) set_partial_fit_request() (graforvfl.network.standard_rvfl.RvflClassifier method) set_train_test() (graforvfl.shared.data_processor.Data method)

set_weights() (graforvfl.network.base_rvfl.BaseRVFL method) sigmoid() (in module graforvfl.shared.activator) silu() (in module graforvfl.shared.activator) SinhArcSinhScaler (class in graforvfl.shared.scaler) size_input (graforvfl.network.base_rvfl.BaseRVFL attribute) size_output (graforvfl.network.base_rvfl.BaseRVFL attribute) soft_plus() (in module graforvfl.shared.activator) soft_shrink() (in module graforvfl.shared.activator) soft_sign() (in module graforvfl.shared.activator) softmax() (in module graforvfl.shared.activator) softmin() (in module graforvfl.shared.activator) split_train_test() (graforvfl.shared.data_processor.Data method) SqrtScaler (class in graforvfl.shared.scaler) SUPPORT (graforvfl.shared.data_processor.Data attribute) SUPPORTED_ACTIVATION (graforvfl.network.base_rvfl.BaseRVFL attribute) SUPPORTED_CLS_METRICS (graforvfl.network.base_rvfl.BaseRVFL attribute) (graforvfl.network.gfo_rvfl_cv.GfoRvflCV attribute) (graforvfl.network.gfo_rvfl_tuner.GfoRvflTuner attribute) SUPPORTED_REG_METRICS (graforvfl.network.base_rvfl.BaseRVFL attribute) (graforvfl.network.gfo_rvfl_cv.GfoRvflCV attribute) (graforvfl.network.gfo_rvfl_tuner.GfoRvflTuner attribute) SUPPORTED_SCALERS (graforvfl.shared.data_processor.DataTransformer attribute) SUPPORTED_WEIGHT_INITIALIZER (graforvfl.network.base_rvfl.BaseRVFL attribute) swish() (in module graforvfl.shared.activator)

T

tanh() (in module graforvfl.shared.activator) tanh_shrink() (in module graforvfl.shared.activator) termination (graforvfl.network.gfo_rvfl_comparator.GfoRvflComparator attribute) TimeSeriesDifferencer (class in graforvfl.shared.data_processor) transform() (graforvfl.shared.data_processor.DataTransformer method) (graforvfl.shared.scaler.BoxCoxScaler method) (graforvfl.shared.scaler.LabelEncoder method) (graforvfl.shared.scaler.Log1pScaler method) (graforvfl.shared.scaler.LogeScaler method) (graforvfl.shared.scaler.ObjectiveScaler method) (graforvfl.shared.scaler.OneHotEncoder method) (graforvfl.shared.scaler.SinhArcSinhScaler method) (graforvfl.shared.scaler.SqrtScaler method) (graforvfl.shared.scaler.YeoJohnsonScaler method)

V

verbose (graforvfl.network.gfo_rvfl_comparator.GfoRvflComparator attribute)

W

weights (graforvfl.network.base_rvfl.BaseRVFL attribute)

Y

YeoJohnsonScaler (class in graforvfl.shared.scaler)