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ForeTiS
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Symbols
{{ obj.name }}{% if obj.args %}({{ obj.args|join(',') }}){% endif %}() (class)
_
__author__ (in module ForeTiS)
__credits__ (in module ForeTiS)
__version__ (in module ForeTiS)
A
add_cal_features() (in module ForeTiS.preprocess.FeatureAdder)
add_counters() (in module ForeTiS.preprocess.DateCalenderFeatures)
add_current_statistics() (in module ForeTiS.preprocess.StatisticalFeatures)
add_date_based_features() (in module ForeTiS.preprocess.DateCalenderFeatures)
add_lagged_statistics() (in module ForeTiS.preprocess.StatisticalFeatures)
add_statistical_features() (in module ForeTiS.preprocess.FeatureAdder)
apply_final_model() (in module ForeTiS.postprocess.model_reuse)
ARDRegression (class in ForeTiS.model.ard)
Arima (class in ForeTiS.model.sarima)
(class in ForeTiS.model.sarimax)
AverageHistorical (class in ForeTiS.model.averagehistorical)
AverageMoving (class in ForeTiS.model.averagemoving)
AverageSeasonal (class in ForeTiS.model.averageseasonal)
(class in ForeTiS.model.averageseasonallag)
B
BaselineModel (class in ForeTiS.model._baseline_model)
BaseModel (class in ForeTiS.model._base_model)
BayesianRidge (class in ForeTiS.model.bayesridge)
C
calc_runtime_stats() (ForeTiS.optimization.optuna_optim.OptunaOptim method)
check_all_specified_arguments() (in module ForeTiS.utils.check_functions)
check_params_for_duplicate() (ForeTiS.optimization.optuna_optim.OptunaOptim method)
clean_up_after_exception() (ForeTiS.optimization.optuna_optim.OptunaOptim method)
common_hyperparams() (ForeTiS.model._stat_model.StatModel static method)
(ForeTiS.model._tensorflow_model.TensorflowModel static method)
(ForeTiS.model._torch_model.TorchModel static method)
create_new_study() (ForeTiS.optimization.optuna_optim.OptunaOptim method)
create_sequences() (ForeTiS.model._additionalmodels.lstmbayes_intel.LSTM method)
(ForeTiS.model.lstm.LSTM method)
(ForeTiS.model.lstmbayes.LSTMbayes method)
custom_resampler() (in module ForeTiS.preprocess.raw_data_functions)
D
Dataset (class in ForeTiS.preprocess.base_dataset)
define_hyperparams_to_tune() (ForeTiS.model._additionalmodels.gpr_sklearn.Gpr method)
(ForeTiS.model._additionalmodels.lstmbayes_intel.LSTM method)
(ForeTiS.model._additionalmodels.mlpbayes_intel.Mlp method)
(ForeTiS.model._base_model.BaseModel method)
(ForeTiS.model._template_sklearn_model.TemplateSklearnModel method)
(ForeTiS.model._template_stat_model.TemplateStatModel method)
(ForeTiS.model._template_torch_model.TemplateTorchModel method)
(ForeTiS.model.ard.ARDRegression method)
(ForeTiS.model.averagehistorical.AverageHistorical method)
(ForeTiS.model.averagemoving.AverageMoving method)
(ForeTiS.model.averageseasonal.AverageSeasonal method)
(ForeTiS.model.averageseasonallag.AverageSeasonal method)
(ForeTiS.model.bayesridge.BayesianRidge method)
(ForeTiS.model.elasticnet.ElasticNet method)
(ForeTiS.model.es.Es method)
(ForeTiS.model.evars-gpr.Evars_gpr method)
(ForeTiS.model.lasso.Lasso method)
(ForeTiS.model.lstm.LSTM method)
(ForeTiS.model.lstmbayes.LSTMbayes method)
(ForeTiS.model.mlp.Mlp method)
(ForeTiS.model.mlpbayes.Mlpbayes method)
(ForeTiS.model.ridge.Ridge method)
(ForeTiS.model.sarima.Arima method)
(ForeTiS.model.sarimax.Arima method)
(ForeTiS.model.xgboost.XgBoost method)
define_model() (ForeTiS.model._additionalmodels.gpr_sklearn.Gpr method)
(ForeTiS.model._additionalmodels.lstmbayes_intel.LSTM method)
(ForeTiS.model._additionalmodels.mlpbayes_intel.Mlp method)
(ForeTiS.model._base_model.BaseModel method)
(ForeTiS.model._template_sklearn_model.TemplateSklearnModel method)
(ForeTiS.model._template_stat_model.TemplateStatModel method)
(ForeTiS.model._template_torch_model.TemplateTorchModel method)
(ForeTiS.model._tensorflow_model.TensorflowModel method)
(ForeTiS.model.ard.ARDRegression method)
(ForeTiS.model.averagehistorical.AverageHistorical method)
(ForeTiS.model.averagemoving.AverageMoving method)
(ForeTiS.model.averageseasonal.AverageSeasonal method)
(ForeTiS.model.averageseasonallag.AverageSeasonal method)
(ForeTiS.model.bayesridge.BayesianRidge method)
(ForeTiS.model.elasticnet.ElasticNet method)
(ForeTiS.model.es.Es method)
(ForeTiS.model.lasso.Lasso method)
(ForeTiS.model.lstm.LSTM method)
(ForeTiS.model.lstmbayes.LSTMbayes method)
(ForeTiS.model.mlp.Mlp method)
(ForeTiS.model.mlpbayes.Mlpbayes method)
(ForeTiS.model.ridge.Ridge method)
(ForeTiS.model.sarima.Arima method)
(ForeTiS.model.sarimax.Arima method)
(ForeTiS.model.xgboost.XgBoost method)
drop_columns() (in module ForeTiS.preprocess.raw_data_functions)
drop_non_target_useless_columns() (ForeTiS.preprocess.base_dataset.Dataset method)
drop_rows_by_dates() (in module ForeTiS.preprocess.raw_data_functions)
E
ElasticNet (class in ForeTiS.model.elasticnet)
encode_cyclical_features() (in module ForeTiS.preprocess.raw_data_functions)
Es (class in ForeTiS.model.es)
euclid_dist() (ForeTiS.model._model_classes.SafeMatern52 method)
Evars_gpr (class in ForeTiS.model.evars-gpr)
extend_kernel_combinations() (ForeTiS.model._additionalmodels.gpr_sklearn.Gpr method)
(ForeTiS.model._tensorflow_model.TensorflowModel method)
F
featureadding_and_resampling() (ForeTiS.preprocess.base_dataset.Dataset method)
featureset_hyperparam() (ForeTiS.model._base_model.BaseModel method)
ForeTiS
module
ForeTiS.evaluation
module
ForeTiS.evaluation.eval_metrics
module
ForeTiS.model
module
ForeTiS.model._additionalmodels
module
ForeTiS.model._additionalmodels.gpr_sklearn
module
ForeTiS.model._additionalmodels.lstmbayes_intel
module
ForeTiS.model._additionalmodels.mlpbayes_intel
module
ForeTiS.model._base_model
module
ForeTiS.model._baseline_model
module
ForeTiS.model._model_classes
module
ForeTiS.model._model_functions
module
ForeTiS.model._sklearn_model
module
ForeTiS.model._stat_model
module
ForeTiS.model._template_sklearn_model
module
ForeTiS.model._template_stat_model
module
ForeTiS.model._template_tensorflow_model
module
ForeTiS.model._template_torch_model
module
ForeTiS.model._tensorflow_model
module
ForeTiS.model._torch_model
module
ForeTiS.model.ard
module
ForeTiS.model.averagehistorical
module
ForeTiS.model.averagemoving
module
ForeTiS.model.averageseasonal
module
ForeTiS.model.averageseasonallag
module
ForeTiS.model.bayesridge
module
ForeTiS.model.elasticnet
module
ForeTiS.model.es
module
ForeTiS.model.evars-gpr
module
ForeTiS.model.gprtf
module
ForeTiS.model.lasso
module
ForeTiS.model.lstm
module
ForeTiS.model.lstmbayes
module
ForeTiS.model.mlp
module
ForeTiS.model.mlpbayes
module
ForeTiS.model.ridge
module
ForeTiS.model.sarima
module
ForeTiS.model.sarimax
module
ForeTiS.model.xgboost
module
ForeTiS.optim_pipeline
module
ForeTiS.optimization
module
ForeTiS.optimization.optuna_optim
module
ForeTiS.postprocess
module
ForeTiS.postprocess.model_reuse
module
ForeTiS.postprocess.results_analysis
module
ForeTiS.preprocess
module
ForeTiS.preprocess.base_dataset
module
ForeTiS.preprocess.DateCalenderFeatures
module
ForeTiS.preprocess.FeatureAdder
module
ForeTiS.preprocess.raw_data_functions
module
ForeTiS.preprocess.StatisticalFeatures
module
ForeTiS.utils
module
ForeTiS.utils.check_functions
module
ForeTiS.utils.helper_functions
module
forward() (ForeTiS.model._model_classes.GetOutputZero method)
(ForeTiS.model._model_classes.PrepareForDropout method)
(ForeTiS.model._model_classes.PrepareForlstm method)
(ForeTiS.model._model_classes.PrintLayer method)
G
generate_results_on_test() (ForeTiS.optimization.optuna_optim.OptunaOptim method)
get_augmented_data() (ForeTiS.model.evars-gpr.Evars_gpr method)
get_dataloader() (ForeTiS.model._additionalmodels.lstmbayes_intel.LSTM method)
(ForeTiS.model._torch_model.TorchModel method)
(ForeTiS.model.lstm.LSTM method)
(ForeTiS.model.lstmbayes.LSTMbayes method)
get_datasplit_config_info_for_resultfolder() (in module ForeTiS.utils.helper_functions)
get_evaluation_report() (in module ForeTiS.evaluation.eval_metrics)
get_feature_importance() (ForeTiS.optimization.optuna_optim.OptunaOptim method)
get_indexes() (in module ForeTiS.utils.helper_functions)
get_inverse_transformed_set() (ForeTiS.model._stat_model.StatModel method)
get_iter_imputer() (in module ForeTiS.preprocess.raw_data_functions)
get_knn_imputer() (in module ForeTiS.preprocess.raw_data_functions)
get_list_of_implemented_models() (in module ForeTiS.utils.helper_functions)
get_loss() (ForeTiS.model._torch_model.TorchModel method)
get_mapping_name_to_class() (in module ForeTiS.utils.helper_functions)
get_one_hot_encoded_df() (in module ForeTiS.preprocess.raw_data_functions)
get_simple_imputer() (in module ForeTiS.preprocess.raw_data_functions)
get_torch_object_for_string() (ForeTiS.model._torch_model.TorchModel static method)
get_transformed_set() (ForeTiS.model._stat_model.StatModel method)
GetOutputZero (class in ForeTiS.model._model_classes)
Gpr (class in ForeTiS.model._additionalmodels.gpr_sklearn)
(class in ForeTiS.model.gprtf)
I
impute_dataset_train_test() (ForeTiS.preprocess.base_dataset.Dataset method)
L
Lasso (class in ForeTiS.model.lasso)
load_model() (in module ForeTiS.model._model_functions)
load_raw_data() (ForeTiS.preprocess.base_dataset.Dataset method)
load_retrain_model() (ForeTiS.optimization.optuna_optim.OptunaOptim method)
LSTM (class in ForeTiS.model._additionalmodels.lstmbayes_intel)
(class in ForeTiS.model.lstm)
LSTMbayes (class in ForeTiS.model.lstmbayes)
M
mape() (in module ForeTiS.evaluation.eval_metrics)
Mlp (class in ForeTiS.model._additionalmodels.mlpbayes_intel)
(class in ForeTiS.model.mlp)
Mlpbayes (class in ForeTiS.model.mlpbayes)
module
ForeTiS
ForeTiS.evaluation
ForeTiS.evaluation.eval_metrics
ForeTiS.model
ForeTiS.model._additionalmodels
ForeTiS.model._additionalmodels.gpr_sklearn
ForeTiS.model._additionalmodels.lstmbayes_intel
ForeTiS.model._additionalmodels.mlpbayes_intel
ForeTiS.model._base_model
ForeTiS.model._baseline_model
ForeTiS.model._model_classes
ForeTiS.model._model_functions
ForeTiS.model._sklearn_model
ForeTiS.model._stat_model
ForeTiS.model._template_sklearn_model
ForeTiS.model._template_stat_model
ForeTiS.model._template_tensorflow_model
ForeTiS.model._template_torch_model
ForeTiS.model._tensorflow_model
ForeTiS.model._torch_model
ForeTiS.model.ard
ForeTiS.model.averagehistorical
ForeTiS.model.averagemoving
ForeTiS.model.averageseasonal
ForeTiS.model.averageseasonallag
ForeTiS.model.bayesridge
ForeTiS.model.elasticnet
ForeTiS.model.es
ForeTiS.model.evars-gpr
ForeTiS.model.gprtf
ForeTiS.model.lasso
ForeTiS.model.lstm
ForeTiS.model.lstmbayes
ForeTiS.model.mlp
ForeTiS.model.mlpbayes
ForeTiS.model.ridge
ForeTiS.model.sarima
ForeTiS.model.sarimax
ForeTiS.model.xgboost
ForeTiS.optim_pipeline
ForeTiS.optimization
ForeTiS.optimization.optuna_optim
ForeTiS.postprocess
ForeTiS.postprocess.model_reuse
ForeTiS.postprocess.results_analysis
ForeTiS.preprocess
ForeTiS.preprocess.base_dataset
ForeTiS.preprocess.DateCalenderFeatures
ForeTiS.preprocess.FeatureAdder
ForeTiS.preprocess.raw_data_functions
ForeTiS.preprocess.StatisticalFeatures
ForeTiS.utils
ForeTiS.utils.check_functions
ForeTiS.utils.helper_functions
O
objective() (ForeTiS.optimization.optuna_optim.OptunaOptim method)
OptunaOptim (class in ForeTiS.optimization.optuna_optim)
P
pca_transform() (ForeTiS.model._base_model.BaseModel method)
pca_transform_train_test() (ForeTiS.model.evars-gpr.Evars_gpr method)
(ForeTiS.optimization.optuna_optim.OptunaOptim method)
plot_results() (ForeTiS.optimization.optuna_optim.OptunaOptim method)
predict() (ForeTiS.model._additionalmodels.lstmbayes_intel.LSTM method)
(ForeTiS.model._additionalmodels.mlpbayes_intel.Mlp method)
(ForeTiS.model._base_model.BaseModel method)
(ForeTiS.model._baseline_model.BaselineModel method)
(ForeTiS.model._sklearn_model.SklearnModel method)
(ForeTiS.model._stat_model.StatModel method)
(ForeTiS.model._tensorflow_model.TensorflowModel method)
(ForeTiS.model._torch_model.TorchModel method)
(ForeTiS.model.evars-gpr.Evars_gpr method)
(ForeTiS.model.lstm.LSTM method)
(ForeTiS.model.lstmbayes.LSTMbayes method)
(ForeTiS.model.mlpbayes.Mlpbayes method)
PrepareForDropout (class in ForeTiS.model._model_classes)
PrepareForlstm (class in ForeTiS.model._model_classes)
PrintLayer (class in ForeTiS.model._model_classes)
R
result_string_to_dictionary() (in module ForeTiS.postprocess.results_analysis)
retrain() (ForeTiS.model._base_model.BaseModel method)
(ForeTiS.model._baseline_model.BaselineModel method)
(ForeTiS.model._sklearn_model.SklearnModel method)
(ForeTiS.model._stat_model.StatModel method)
(ForeTiS.model._tensorflow_model.TensorflowModel method)
(ForeTiS.model._torch_model.TorchModel method)
(ForeTiS.model.averageseasonallag.AverageSeasonal method)
(ForeTiS.model.evars-gpr.Evars_gpr method)
retrain_model_with_results_file() (in module ForeTiS.model._model_functions)
Ridge (class in ForeTiS.model.ridge)
run() (in module ForeTiS.optim_pipeline)
S
SafeMatern52 (class in ForeTiS.model._model_classes)
save_model() (ForeTiS.model._base_model.BaseModel method)
set_all_seeds() (in module ForeTiS.utils.helper_functions)
set_dtypes() (ForeTiS.preprocess.base_dataset.Dataset method)
SklearnModel (class in ForeTiS.model._sklearn_model)
smape() (in module ForeTiS.evaluation.eval_metrics)
StatModel (class in ForeTiS.model._stat_model)
suggest_all_hyperparams_to_optuna() (ForeTiS.model._base_model.BaseModel method)
suggest_hyperparam_to_optuna() (ForeTiS.model._base_model.BaseModel method)
T
TemplateSklearnModel (class in ForeTiS.model._template_sklearn_model)
TemplateStatModel (class in ForeTiS.model._template_stat_model)
TemplateTensorflowModel (class in ForeTiS.model._template_tensorflow_model)
TemplateTorchModel (class in ForeTiS.model._template_torch_model)
TensorflowModel (class in ForeTiS.model._tensorflow_model)
TorchModel (class in ForeTiS.model._torch_model)
train_one_epoch() (ForeTiS.model._torch_model.TorchModel method)
train_val_loader() (ForeTiS.model._additionalmodels.lstmbayes_intel.LSTM method)
(ForeTiS.model._torch_model.TorchModel method)
(ForeTiS.model.lstm.LSTM method)
(ForeTiS.model.lstmbayes.LSTMbayes method)
train_val_loop() (ForeTiS.model._base_model.BaseModel method)
(ForeTiS.model._baseline_model.BaselineModel method)
(ForeTiS.model._sklearn_model.SklearnModel method)
(ForeTiS.model._stat_model.StatModel method)
(ForeTiS.model._tensorflow_model.TensorflowModel method)
(ForeTiS.model._torch_model.TorchModel method)
U
update() (ForeTiS.model._base_model.BaseModel method)
(ForeTiS.model._baseline_model.BaselineModel method)
(ForeTiS.model._sklearn_model.SklearnModel method)
(ForeTiS.model._stat_model.StatModel method)
(ForeTiS.model._tensorflow_model.TensorflowModel method)
(ForeTiS.model._torch_model.TorchModel method)
(ForeTiS.model.averageseasonallag.AverageSeasonal method)
(ForeTiS.model.evars-gpr.Evars_gpr method)
V
validate_one_epoch() (ForeTiS.model._torch_model.TorchModel method)
W
write_runtime_csv() (ForeTiS.optimization.optuna_optim.OptunaOptim method)
X
XgBoost (class in ForeTiS.model.xgboost)
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