├── .flake8 ├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.md │ ├── feature_request.md │ └── question.md └── workflows │ ├── dist.yml │ ├── pre-commit.yaml │ ├── pytest.yml │ └── stale.yaml ├── .gitignore ├── .isort.cfg ├── .pre-commit-config.yaml ├── LICENSE ├── README.md ├── autofe ├── __init__.py ├── deeptabular_utils.py ├── feature_engineering │ ├── __init__.py │ ├── cross_feature.py │ ├── data_preprocess.py │ ├── feature_generate.py │ ├── gbdt_feature.py │ └── groupby.py ├── get_feature.py ├── optuna_tuner │ ├── __init__.py │ ├── registry.py │ ├── rf_optuna.py │ └── xgboost_optuna.py ├── tabular_embedding │ ├── __init__.py │ ├── pytorchlightning_tabular.py │ ├── tab-transformer.py │ ├── tabular_embedding_transformer.py │ ├── torch_nn_embedding.py │ └── widedeep_embedding.py └── utils │ ├── __init__.py │ └── logger.py ├── autotabular ├── __init__.py ├── __version__.py ├── algorithms │ ├── __init__.py │ ├── anomaly │ │ ├── __init__.py │ │ ├── abod.py │ │ ├── auto_encoder.py │ │ ├── auto_encoder_torch.py │ │ ├── base.py │ │ ├── base_dl.py │ │ ├── cblof.py │ │ ├── cof.py │ │ ├── combination.py │ │ ├── copod.py │ │ ├── deep_svdd.py │ │ ├── feature_bagging.py │ │ ├── gaal_base.py │ │ ├── hbos.py │ │ ├── iforest.py │ │ ├── knn.py │ │ ├── lmdd.py │ │ ├── loci.py │ │ ├── loda.py │ │ ├── lof.py │ │ ├── lscp.py │ │ ├── mad.py │ │ ├── mcd.py │ │ ├── meta_devnet.py │ │ ├── mo_gaal.py │ │ ├── ocsvm.py │ │ ├── pca.py │ │ ├── rod.py │ │ ├── sklearn_base.py │ │ ├── so_gaal.py │ │ ├── sod.py │ │ ├── sos.py │ │ ├── vae.py │ │ └── xgbod.py │ ├── ctr │ │ ├── __init__.py │ │ ├── afi.py │ │ ├── afm.py │ │ ├── afn.py │ │ ├── dcn.py │ │ ├── dfm.py │ │ ├── ffm.py │ │ ├── fm.py │ │ ├── fnfm.py │ │ ├── fnn.py │ │ ├── hofm.py │ │ ├── layer.py │ │ ├── lr.py │ │ ├── ncf.py │ │ ├── nfm.py │ │ ├── pnn.py │ │ ├── wd.py │ │ └── xdfm.py │ └── deepctr │ │ ├── __init__.py │ │ ├── layers │ │ ├── __init__.py │ │ └── layer.py │ │ └── models │ │ ├── __init__.py │ │ └── lr.py ├── automl.py ├── classification.py ├── constants.py ├── data │ ├── __init__.py │ ├── abstract_data_manager.py │ ├── feature_validator.py │ ├── target_validator.py │ ├── validation.py │ └── xy_data_manager.py ├── datasets │ ├── __init__.py │ ├── avazu.py │ ├── criteo.py │ ├── data │ │ ├── Bike_Sharing.csv │ │ ├── Titanic.csv │ │ ├── adult-uci.csv.gz │ │ ├── bank-uci.csv.gz │ │ ├── blood.csv │ │ ├── glass_uci.csv │ │ ├── heart-disease-uci.csv │ │ ├── movielens_sample.txt │ │ └── telescope.csv │ ├── dsutils.py │ ├── movielens.py │ └── tabular_data.py ├── ensemble_builder.py ├── ensembles │ ├── __init__.py │ ├── abstract_ensemble.py │ ├── ensemble_selection.py │ └── singlebest_ensemble.py ├── estimators.py ├── evaluation │ ├── __init__.py │ ├── abstract_evaluator.py │ ├── test_evaluator.py │ ├── train_evaluator.py │ └── util.py ├── metalearning │ ├── __init__.py │ ├── files │ │ ├── accuracy_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── accuracy_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── accuracy_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── accuracy_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── average_precision_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── average_precision_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── average_precision_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── average_precision_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── balanced_accuracy_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── balanced_accuracy_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── balanced_accuracy_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── balanced_accuracy_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_macro_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_macro_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_macro_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_macro_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_micro_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_micro_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_micro_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_micro_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_samples_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_samples_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_samples_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_samples_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_weighted_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_weighted_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_weighted_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── f1_weighted_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── log_loss_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── log_loss_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── log_loss_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── log_loss_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── mean_absolute_error_regression_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── mean_absolute_error_regression_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── mean_squared_error_regression_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── mean_squared_error_regression_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── mean_squared_log_error_regression_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── mean_squared_log_error_regression_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── median_absolute_error_regression_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── median_absolute_error_regression_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_macro_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_macro_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_macro_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_macro_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_micro_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_micro_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_micro_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_micro_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_samples_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_samples_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_samples_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_samples_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_weighted_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_weighted_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_weighted_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── precision_weighted_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── r2_regression_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── r2_regression_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_macro_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_macro_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_macro_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_macro_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_micro_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_micro_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_micro_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_micro_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_samples_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_samples_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_samples_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_samples_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_weighted_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_weighted_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_weighted_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── recall_weighted_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── roc_auc_binary.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── roc_auc_binary.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── roc_auc_multiclass.classification_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── roc_auc_multiclass.classification_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ ├── root_mean_squared_error_regression_dense │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ │ └── root_mean_squared_error_regression_sparse │ │ │ ├── algorithm_runs.arff │ │ │ ├── configurations.csv │ │ │ ├── description.txt │ │ │ ├── feature_costs.arff │ │ │ ├── feature_runstatus.arff │ │ │ ├── feature_values.arff │ │ │ └── readme.txt │ ├── input │ │ ├── __init__.py │ │ └── aslib_simple.py │ ├── metafeatures │ │ ├── __init__.py │ │ ├── metafeature.py │ │ └── metafeatures.py │ ├── metalearning │ │ ├── __init__.py │ │ ├── clustering │ │ │ ├── __init__.py │ │ │ └── gmeans.py │ │ ├── create_datasets.py │ │ ├── kNearestDatasets │ │ │ ├── __init__.py │ │ │ └── kND.py │ │ ├── meta_base.py │ │ └── metrics │ │ │ ├── __init__.py │ │ │ └── misc.py │ ├── mismbo.py │ └── optimizers │ │ ├── __init__.py │ │ ├── metalearn_optimizer │ │ ├── __init__.py │ │ ├── metalearn_optimizerDefault.cfg │ │ ├── metalearn_optimizer_parser.py │ │ └── metalearner.py │ │ └── optimizer_base.py ├── metrics │ ├── __init__.py │ └── util.py ├── pipeline │ ├── __init__.py │ ├── base.py │ ├── classification.py │ ├── components │ │ ├── __init__.py │ │ ├── base.py │ │ ├── classification │ │ │ ├── __init__.py │ │ │ ├── adaboost.py │ │ │ ├── bernoulli_nb.py │ │ │ ├── decision_tree.py │ │ │ ├── extra_trees.py │ │ │ ├── gaussian_nb.py │ │ │ ├── gradient_boosting.py │ │ │ ├── k_nearest_neighbors.py │ │ │ ├── lda.py │ │ │ ├── liblinear_svc.py │ │ │ ├── libsvm_svc.py │ │ │ ├── mlp.py │ │ │ ├── multinomial_nb.py │ │ │ ├── passive_aggressive.py │ │ │ ├── qda.py │ │ │ ├── random_forest.py │ │ │ └── sgd.py │ │ ├── data_preprocessing │ │ │ ├── __init__.py │ │ │ ├── balancing │ │ │ │ ├── __init__.py │ │ │ │ └── balancing.py │ │ │ ├── categorical_encoding │ │ │ │ ├── __init__.py │ │ │ │ ├── encoding.py │ │ │ │ ├── no_encoding.py │ │ │ │ └── one_hot_encoding.py │ │ │ ├── category_encoders │ │ │ │ ├── James_Stein_encoder.py │ │ │ │ ├── __init__.py │ │ │ │ ├── backward_difference_encoder.py │ │ │ │ ├── baseN.py │ │ │ │ ├── catboost_encoder.py │ │ │ │ ├── count_encoder.py │ │ │ │ ├── glmm_encoder.py │ │ │ │ ├── hash_encoder.py │ │ │ │ ├── helmert_encoder.py │ │ │ │ ├── loo_encoder.py │ │ │ │ ├── m-estimate_encoder.py │ │ │ │ ├── nested_cv_wrapper.py │ │ │ │ ├── one-hot_encoder.py │ │ │ │ ├── ordinal_encoder.py │ │ │ │ ├── polynomial_encoder.py │ │ │ │ ├── polynomial_wrapper.py │ │ │ │ ├── sum_enccoder.py │ │ │ │ ├── target_encoder.py │ │ │ │ └── woe_encoder.py │ │ │ ├── category_shift │ │ │ │ ├── __init__.py │ │ │ │ └── category_shift.py │ │ │ ├── data_preprocessing.py │ │ │ ├── data_preprocessing_categorical.py │ │ │ ├── data_preprocessing_numerical.py │ │ │ ├── datetime_transformer │ │ │ │ ├── __init__.py │ │ │ │ └── datetime_transformer.py │ │ │ ├── discretizer │ │ │ │ └── multikbinsdiscretizer.py │ │ │ ├── exclude_miss_target │ │ │ │ ├── __init__.py │ │ │ │ └── exclude_missing_target.py │ │ │ ├── imputation │ │ │ │ ├── __init__.py │ │ │ │ ├── categorical_imputation.py │ │ │ │ └── numerical_imputation.py │ │ │ ├── label_encoder │ │ │ │ ├── __init__.py │ │ │ │ └── label_encoder.py │ │ │ ├── minority_coalescense │ │ │ │ ├── __init__.py │ │ │ │ ├── minority_coalescer.py │ │ │ │ └── no_coalescense.py │ │ │ ├── rescaling │ │ │ │ ├── __init__.py │ │ │ │ ├── abstract_rescaling.py │ │ │ │ ├── minmax.py │ │ │ │ ├── none.py │ │ │ │ ├── normalize.py │ │ │ │ ├── power_transformer.py │ │ │ │ ├── quantile_transformer.py │ │ │ │ ├── robust_scaler.py │ │ │ │ └── standardize.py │ │ │ ├── text_transformer │ │ │ │ ├── __init__.py │ │ │ │ └── text_transformer.py │ │ │ ├── type_convert │ │ │ │ ├── __init__.py │ │ │ │ └── type_transform.py │ │ │ ├── utils │ │ │ │ ├── __init__.py │ │ │ │ └── preprocessing_utils.py │ │ │ └── variance_threshold │ │ │ │ ├── __init__.py │ │ │ │ └── variance_threshold.py │ │ ├── feature_preprocessing │ │ │ ├── __init__.py │ │ │ ├── densifier.py │ │ │ ├── extra_trees_preproc_for_classification.py │ │ │ ├── extra_trees_preproc_for_regression.py │ │ │ ├── fast_ica.py │ │ │ ├── feature_agglomeration.py │ │ │ ├── goldenfeatures_transformer_for_classification.py │ │ │ ├── goldenfeatures_transformer_for_regression.py │ │ │ ├── kernel_pca.py │ │ │ ├── kitchen_sinks.py │ │ │ ├── kmeans_transformer.py │ │ │ ├── liblinear_svc_preprocessor.py │ │ │ ├── no_preprocessing.py │ │ │ ├── nystroem_sampler.py │ │ │ ├── pca.py │ │ │ ├── polynomial.py │ │ │ ├── random_trees_embedding.py │ │ │ ├── select_percentile.py │ │ │ ├── select_percentile_classification.py │ │ │ ├── select_percentile_regression.py │ │ │ ├── select_rates_classification.py │ │ │ ├── select_rates_regression.py │ │ │ └── truncatedSVD.py │ │ └── regression │ │ │ ├── __init__.py │ │ │ ├── adaboost.py │ │ │ ├── ard_regression.py │ │ │ ├── decision_tree.py │ │ │ ├── extra_trees.py │ │ │ ├── gaussian_process.py │ │ │ ├── gradient_boosting.py │ │ │ ├── k_nearest_neighbors.py │ │ │ ├── liblinear_svr.py │ │ │ ├── libsvm_svr.py │ │ │ ├── mlp.py │ │ │ ├── random_forest.py │ │ │ └── sgd.py │ ├── constants.py │ ├── create_searchspace_util.py │ ├── implementations │ │ ├── CategoryShift.py │ │ ├── MinorityCoalescer.py │ │ ├── SparseOneHotEncoder.py │ │ ├── __init__.py │ │ └── util.py │ ├── regression.py │ └── util.py ├── regression.py ├── requirements.txt ├── smbo.py └── util │ ├── __init__.py │ ├── backend.py │ ├── common.py │ ├── data.py │ ├── dependencies.py │ ├── logging.yaml │ ├── logging_.py │ ├── parallel.py │ ├── pipeline.py │ ├── single_thread_client.py │ └── stopwatch.py ├── docs ├── Awesome-AutoML.md ├── AwesomeAutoMLtools.md ├── GBDT 模型对比.md ├── MachineLearningTools.md ├── README.md ├── autotabular.png ├── docs │ ├── add new features.md │ ├── api.md │ ├── contributing.md │ ├── features │ │ ├── algorithms.md │ │ ├── automl.md │ │ ├── eda.md │ │ ├── explain.md │ │ ├── features_selection.md │ │ ├── golden_features.md │ │ └── modes.md │ ├── get_help.md │ ├── help.md │ ├── images │ │ └── favicon.png │ ├── index.md │ ├── roadmap.md │ ├── stylesheets │ │ └── extra.css │ └── tutorials │ │ ├── random.md │ │ └── titanic.md ├── embedding │ └── tabular_embedding.md ├── how-to-package-python-code.md ├── lightgbm-param-tuning.md ├── mkdocs.yml ├── mljar-supervised.md ├── paper │ ├── ICML_automl_workshop.md │ ├── README.md │ ├── Shelter_outcome.ipynb │ └── imgs │ │ ├── image-20210926161721093.png │ │ └── image-20210927152613429.png ├── requirements.txt └── tabnet.md ├── examples ├── README.md ├── automlbechmark │ ├── autogluon_benchmark │ │ ├── __init__.py │ │ ├── frameworks │ │ │ ├── __init__.py │ │ │ └── autogluon │ │ │ │ ├── __init__.py │ │ │ │ └── run.py │ │ ├── tasks │ │ │ ├── __init__.py │ │ │ ├── ag.yaml │ │ │ ├── download_data.py │ │ │ ├── large.yaml │ │ │ ├── medium.yaml │ │ │ ├── small.yaml │ │ │ ├── task_loader.py │ │ │ ├── task_transformer_utils.py │ │ │ └── task_utils.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ └── data_utils.py │ ├── data │ ├── prepare_datasets │ │ ├── data_stats.py │ │ ├── get_data.sh │ │ ├── prepare_adult_income.py │ │ ├── prepare_bank_marketing.py │ │ ├── prepare_bike.py │ │ ├── prepare_credit.py │ │ ├── prepare_fb_comments.py │ │ ├── prepare_house.py │ │ ├── prepare_ny_taxi_trip_dutation.py │ │ └── prepare_shelter.py │ ├── run_autogluon_experiments │ │ ├── compute_task_metadatas.py │ │ ├── run.sh │ │ ├── train_adult.py │ │ ├── train_airlines.py │ │ ├── train_albert.py │ │ ├── train_australian.py │ │ ├── train_medium.py │ │ ├── train_small.py │ │ ├── train_suite_hpo_small.py │ │ └── train_us_crime.py │ ├── run_benchmark.sh │ └── run_experiments │ │ ├── adult │ │ ├── adult_autogluon.py │ │ ├── adult_autogluon_embedding.py │ │ ├── adult_autogluon_groupby.py │ │ ├── adult_groupby.py │ │ ├── adult_lightgbm.py │ │ ├── adult_lr.py │ │ ├── adult_optuna │ │ │ ├── randomforest_sklearn.py │ │ │ ├── xgboost_simple.py │ │ │ └── xgboost_sklearn.py │ │ ├── adult_random_forest.py │ │ ├── adult_tabmlp.py │ │ ├── adult_tabnet.py │ │ ├── adult_tabnet_torch.py │ │ ├── adult_xgboost.py │ │ ├── extract_embedding.py │ │ ├── lightgbm_optimizer.py │ │ ├── tabmlp_parser.py │ │ └── utils.py │ │ ├── bank_marketing │ │ ├── bank_optuna │ │ │ ├── randomforest_sklearn.py │ │ │ └── xgboost_sklearn.py │ │ ├── bank_tabnet_torch.py │ │ ├── bankm_autogluon.py │ │ ├── bankm_autogluon_embedding.py │ │ ├── bankm_lightgbm.py │ │ ├── bankm_lr.py │ │ ├── bankm_randomforest.py │ │ ├── bankm_tabnet.py │ │ ├── bankm_xgboost.py │ │ └── lightgbm_optimizer.py │ │ ├── bike │ │ └── bike_lr.py │ │ ├── covtype │ │ └── covtype_autogluon_embedding.py │ │ ├── credit │ │ ├── credit_lr.py │ │ ├── credit_optuna │ │ │ ├── randomforest_sklearn.py │ │ │ └── xgboost_sklearn.py │ │ ├── credit_random_forest.py │ │ ├── credit_randomforest.py │ │ ├── credit_tabnet.py │ │ ├── credit_tabnet_torch.py │ │ └── credit_xgboost.py │ │ ├── fb_comments │ │ ├── fb_comments_lightgbm.py │ │ └── lightgbm_optimizer.py │ │ ├── house │ │ ├── house_embedding.py │ │ ├── house_lr.py │ │ ├── house_optuna │ │ │ ├── randomforest_sklearn.py │ │ │ └── xgboost_sklearn.py │ │ ├── house_random_forest.py │ │ ├── house_tabnet.py │ │ ├── house_tabnet_torch.py │ │ └── house_xgboost.py │ │ └── shelter │ │ ├── shelter_lr.py │ │ ├── shelter_optuna │ │ ├── randomforest_sklearn.py │ │ └── xgboost_sklearn.py │ │ ├── shelter_random_forest.py │ │ ├── shelter_tabnet_torch.py │ │ └── shelter_xgboost.py ├── binary_classifier_Titanic.py ├── ctr_model_test.py ├── ctr_model_test.sh ├── multimodal │ └── imdb.py ├── pytorch-lightning-examples │ ├── linear_regression.py │ └── logistic_regression.py ├── tab2vec.py ├── tabular_embeddings │ ├── featuretools_iris_test.py │ ├── gbdt_featuretransformer_test.py │ ├── pytorch_tabular_test.py │ ├── pytorch_tabular_test2.py │ ├── pytorchlightning_tabular_test.py │ └── tabular_embedding_transformer_test.py └── test_deepnet.py ├── pytorch_widedeep ├── README.md ├── __init__.py ├── callbacks.py ├── dataloaders.py ├── initializers.py ├── losses.py ├── metrics.py ├── models │ ├── __init__.py │ ├── deep_image.py │ ├── deep_text.py │ ├── tab_mlp.py │ ├── tab_resnet.py │ ├── tabnet │ │ ├── __init__.py │ │ ├── _layers.py │ │ ├── _utils.py │ │ ├── sparsemax.py │ │ └── tab_net.py │ ├── transformers │ │ ├── __init__.py │ │ ├── _attention_layers.py │ │ ├── _embeddings_layers.py │ │ ├── _encoders.py │ │ ├── ft_transformer.py │ │ ├── saint.py │ │ ├── tab_fastformer.py │ │ ├── tab_perceiver.py │ │ └── tab_transformer.py │ ├── wide.py │ └── wide_deep.py ├── optim │ ├── __init__.py │ └── radam.py ├── preprocessing │ ├── __init__.py │ ├── base_preprocessor.py │ ├── image_preprocessor.py │ ├── tab_preprocessor.py │ ├── text_preprocessor.py │ └── wide_preprocessor.py ├── tab2vec.py ├── training │ ├── __init__.py │ ├── _finetune.py │ ├── _loss_and_obj_aliases.py │ ├── _multiple_lr_scheduler.py │ ├── _multiple_optimizer.py │ ├── _multiple_transforms.py │ ├── _trainer_utils.py │ ├── _wd_dataset.py │ └── trainer.py ├── utils │ ├── __init__.py │ ├── deeptabular_utils.py │ ├── fastai_transforms.py │ ├── general_utils.py │ ├── image_utils.py │ └── text_utils.py ├── version.py └── wdtypes.py ├── requirements.txt ├── setup.cfg ├── setup.py ├── supervised ├── __init__.py ├── __version__.py ├── algorithms │ ├── __init__.py │ ├── algorithm.py │ ├── baseline.py │ ├── catboost.py │ ├── decision_tree.py │ ├── extra_trees.py │ ├── factory.py │ ├── knn.py │ ├── lightgbm.py │ ├── linear.py │ ├── nn.py │ ├── random_forest.py │ ├── registry.py │ ├── sklearn.py │ └── xgboost.py ├── automl.py ├── base_automl.py ├── callbacks │ ├── __init__.py │ ├── callback.py │ ├── callback_list.py │ ├── early_stopping.py │ ├── learner_time_constraint.py │ ├── max_iters_constraint.py │ ├── metric_logger.py │ ├── terminate_on_nan.py │ └── total_time_constraint.py ├── ensemble.py ├── exceptions.py ├── model_framework.py ├── preprocessing │ ├── __init__.py │ ├── datetime_transformer.py │ ├── eda.py │ ├── encoding_selector.py │ ├── exclude_missing_target.py │ ├── goldenfeatures_transformer.py │ ├── kmeans_transformer.py │ ├── label_binarizer.py │ ├── label_encoder.py │ ├── loo_encoder.py │ ├── preprocessing.py │ ├── preprocessing_categorical.py │ ├── preprocessing_missing.py │ ├── preprocessing_utils.py │ ├── scale.py │ └── text_transformer.py ├── tuner │ ├── __init__.py │ ├── data_info.py │ ├── hill_climbing.py │ ├── mljar_tuner.py │ ├── optuna │ │ ├── __init__.py │ │ ├── catboost.py │ │ ├── extra_trees.py │ │ ├── knn.py │ │ ├── lightgbm.py │ │ ├── lightgbm_optuna.py │ │ ├── nn.py │ │ ├── random_forest.py │ │ ├── svm.py │ │ ├── tuner.py │ │ └── xgboost.py │ ├── preprocessing_tuner.py │ ├── random_parameters.py │ └── time_controller.py ├── utils │ ├── __init__.py │ ├── additional_metrics.py │ ├── additional_plots.py │ ├── automl_plots.py │ ├── common.py │ ├── config.py │ ├── constants.py │ ├── data_validation.py │ ├── importance.py │ ├── leaderboard_plots.py │ ├── learning_curves.py │ ├── metric.py │ ├── shap.py │ ├── subsample.py │ └── utils.py └── validation │ ├── __init__.py │ ├── validation_step.py │ ├── validator_base.py │ ├── validator_custom.py │ ├── validator_kfold.py │ └── validator_split.py └── tests ├── test_mljar-supervised └── test_registry.py └── test_pipeline ├── __init__.py ├── components ├── __init__.py ├── classification │ ├── __init__.py │ ├── test_adaboost.py │ ├── test_base.py │ ├── test_bernoulli_nb.py │ ├── test_decision_tree.py │ ├── test_extra_trees.py │ ├── test_gaussian_nb.py │ ├── test_gradient_boosting.py │ ├── test_k_nearest_neighbor.py │ ├── test_lda.py │ ├── test_liblinear.py │ ├── test_libsvm_svc.py │ ├── test_mlp.py │ ├── test_multinomial_nb.py │ ├── test_passive_aggressive.py │ ├── test_qda.py │ ├── test_random_forest.py │ └── test_sgd.py ├── data_preprocessing │ ├── __init__.py │ ├── dataset.pkl │ ├── test_James_Stein_encoding.py │ ├── test_backward_difference_encoding.py │ ├── test_balancing.py │ ├── test_baseN_encoding.py │ ├── test_catboost_encoding.py │ ├── test_categorical_imputation.py │ ├── test_category_shift.py │ ├── test_count_encoding.py │ ├── test_data_preprocessing.py │ ├── test_data_preprocessing_categorical.py │ ├── test_data_preprocessing_numerical.py │ ├── test_datetime_transformer.py │ ├── test_exclude_missing.py │ ├── test_glmm_encoding.py │ ├── test_hash_encoding.py │ ├── test_helmert_encoding.py │ ├── test_minority_coalescence.py │ ├── test_numerical_imputation.py │ ├── test_one_hot_encoding.py │ ├── test_scaling.py │ ├── test_text_transformer.py │ └── test_variance_threshold.py ├── dummy_components │ ├── __init__.py │ ├── dummy_component_1.py │ ├── dummy_component_2.py │ └── dummy_component_import.py ├── feature_preprocessing │ ├── __init__.py │ ├── test_NoPreprocessing.py │ ├── test_choice.py │ ├── test_densifier.py │ ├── test_extra_trees_classification.py │ ├── test_extra_trees_regression.py │ ├── test_fast_ica.py │ ├── test_feature_agglomeration.py │ ├── test_goldenfeatures_transformer.py │ ├── test_kernel_pca.py │ ├── test_kitchen_sinks.py │ ├── test_liblinear.py │ ├── test_nystroem_sampler.py │ ├── test_pca.py │ ├── test_polynomial.py │ ├── test_random_trees_embedding.py │ ├── test_select_percentile_classification.py │ ├── test_select_percentile_regression.py │ ├── test_select_rates_classification.py │ ├── test_select_rates_regression.py │ └── test_truncatedSVD.py ├── regression │ ├── __init__.py │ ├── test_adaboost.py │ ├── test_ard_regression.py │ ├── test_base.py │ ├── test_decision_tree.py │ ├── test_extra_trees.py │ ├── test_gaussian_process.py │ ├── test_gradient_boosting.py │ ├── test_k_nearest_neighbors.py │ ├── test_liblinear_svr.py │ ├── test_mlp.py │ ├── test_random_forests.py │ ├── test_sgd.py │ └── test_support_vector_regression.py └── test_base.py ├── implementations ├── __init__.py ├── test_CategoryShift.py ├── test_MinorityCoalescer.py ├── test_SparseOneHotEncoder.py └── test_util.py ├── test_base.py ├── test_classification.py ├── test_create_searchspace_util_classification.py └── test_regression.py /.flake8: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/.flake8 -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/bug_report.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/.github/ISSUE_TEMPLATE/bug_report.md -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/feature_request.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/.github/ISSUE_TEMPLATE/feature_request.md -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/question.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/.github/ISSUE_TEMPLATE/question.md -------------------------------------------------------------------------------- /.github/workflows/dist.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/.github/workflows/dist.yml -------------------------------------------------------------------------------- /.github/workflows/pre-commit.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/.github/workflows/pre-commit.yaml -------------------------------------------------------------------------------- /.github/workflows/pytest.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/.github/workflows/pytest.yml -------------------------------------------------------------------------------- /.github/workflows/stale.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/.github/workflows/stale.yaml -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/.gitignore -------------------------------------------------------------------------------- /.isort.cfg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/.isort.cfg -------------------------------------------------------------------------------- /.pre-commit-config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/.pre-commit-config.yaml -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/README.md -------------------------------------------------------------------------------- /autofe/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autofe/deeptabular_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autofe/deeptabular_utils.py -------------------------------------------------------------------------------- /autofe/feature_engineering/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autofe/feature_engineering/cross_feature.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autofe/feature_engineering/cross_feature.py -------------------------------------------------------------------------------- /autofe/feature_engineering/data_preprocess.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autofe/feature_engineering/data_preprocess.py -------------------------------------------------------------------------------- /autofe/feature_engineering/feature_generate.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autofe/feature_engineering/feature_generate.py -------------------------------------------------------------------------------- /autofe/feature_engineering/gbdt_feature.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autofe/feature_engineering/gbdt_feature.py -------------------------------------------------------------------------------- /autofe/feature_engineering/groupby.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autofe/feature_engineering/groupby.py -------------------------------------------------------------------------------- /autofe/get_feature.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autofe/get_feature.py -------------------------------------------------------------------------------- /autofe/optuna_tuner/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autofe/optuna_tuner/registry.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autofe/optuna_tuner/registry.py -------------------------------------------------------------------------------- /autofe/optuna_tuner/rf_optuna.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autofe/optuna_tuner/rf_optuna.py -------------------------------------------------------------------------------- /autofe/optuna_tuner/xgboost_optuna.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autofe/optuna_tuner/xgboost_optuna.py -------------------------------------------------------------------------------- /autofe/tabular_embedding/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autofe/tabular_embedding/pytorchlightning_tabular.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autofe/tabular_embedding/pytorchlightning_tabular.py -------------------------------------------------------------------------------- /autofe/tabular_embedding/tab-transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autofe/tabular_embedding/tab-transformer.py -------------------------------------------------------------------------------- /autofe/tabular_embedding/tabular_embedding_transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autofe/tabular_embedding/tabular_embedding_transformer.py -------------------------------------------------------------------------------- /autofe/tabular_embedding/torch_nn_embedding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autofe/tabular_embedding/torch_nn_embedding.py -------------------------------------------------------------------------------- /autofe/tabular_embedding/widedeep_embedding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autofe/tabular_embedding/widedeep_embedding.py -------------------------------------------------------------------------------- /autofe/utils/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autofe/utils/logger.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autofe/utils/logger.py -------------------------------------------------------------------------------- /autotabular/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/__init__.py -------------------------------------------------------------------------------- /autotabular/__version__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/__version__.py -------------------------------------------------------------------------------- /autotabular/algorithms/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/__init__.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/abod.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/abod.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/auto_encoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/auto_encoder.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/auto_encoder_torch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/auto_encoder_torch.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/base.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/base_dl.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/base_dl.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/cblof.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/cblof.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/cof.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/cof.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/combination.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/combination.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/copod.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/copod.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/deep_svdd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/deep_svdd.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/feature_bagging.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/feature_bagging.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/gaal_base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/gaal_base.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/hbos.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/hbos.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/iforest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/iforest.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/knn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/knn.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/lmdd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/lmdd.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/loci.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/loci.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/loda.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/loda.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/lof.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/lof.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/lscp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/lscp.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/mad.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/mad.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/mcd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/mcd.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/meta_devnet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/meta_devnet.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/mo_gaal.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/mo_gaal.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/ocsvm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/ocsvm.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/pca.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/pca.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/rod.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/rod.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/sklearn_base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/sklearn_base.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/so_gaal.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/so_gaal.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/sod.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/sod.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/sos.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/sos.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/vae.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/vae.py -------------------------------------------------------------------------------- /autotabular/algorithms/anomaly/xgbod.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/anomaly/xgbod.py -------------------------------------------------------------------------------- /autotabular/algorithms/ctr/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/algorithms/ctr/afi.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/ctr/afi.py -------------------------------------------------------------------------------- /autotabular/algorithms/ctr/afm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/ctr/afm.py -------------------------------------------------------------------------------- /autotabular/algorithms/ctr/afn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/ctr/afn.py -------------------------------------------------------------------------------- /autotabular/algorithms/ctr/dcn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/ctr/dcn.py -------------------------------------------------------------------------------- /autotabular/algorithms/ctr/dfm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/ctr/dfm.py -------------------------------------------------------------------------------- /autotabular/algorithms/ctr/ffm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/ctr/ffm.py -------------------------------------------------------------------------------- /autotabular/algorithms/ctr/fm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/ctr/fm.py -------------------------------------------------------------------------------- /autotabular/algorithms/ctr/fnfm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/ctr/fnfm.py -------------------------------------------------------------------------------- /autotabular/algorithms/ctr/fnn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/ctr/fnn.py -------------------------------------------------------------------------------- /autotabular/algorithms/ctr/hofm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/ctr/hofm.py -------------------------------------------------------------------------------- /autotabular/algorithms/ctr/layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/ctr/layer.py -------------------------------------------------------------------------------- /autotabular/algorithms/ctr/lr.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/ctr/lr.py -------------------------------------------------------------------------------- /autotabular/algorithms/ctr/ncf.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/ctr/ncf.py -------------------------------------------------------------------------------- /autotabular/algorithms/ctr/nfm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/ctr/nfm.py -------------------------------------------------------------------------------- /autotabular/algorithms/ctr/pnn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/ctr/pnn.py -------------------------------------------------------------------------------- /autotabular/algorithms/ctr/wd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/ctr/wd.py -------------------------------------------------------------------------------- /autotabular/algorithms/ctr/xdfm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/ctr/xdfm.py -------------------------------------------------------------------------------- /autotabular/algorithms/deepctr/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/algorithms/deepctr/layers/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/deepctr/layers/__init__.py -------------------------------------------------------------------------------- /autotabular/algorithms/deepctr/layers/layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/deepctr/layers/layer.py -------------------------------------------------------------------------------- /autotabular/algorithms/deepctr/models/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/algorithms/deepctr/models/lr.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/algorithms/deepctr/models/lr.py -------------------------------------------------------------------------------- /autotabular/automl.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/automl.py -------------------------------------------------------------------------------- /autotabular/classification.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/classification.py -------------------------------------------------------------------------------- /autotabular/constants.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/constants.py -------------------------------------------------------------------------------- /autotabular/data/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/data/abstract_data_manager.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/data/abstract_data_manager.py -------------------------------------------------------------------------------- /autotabular/data/feature_validator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/data/feature_validator.py -------------------------------------------------------------------------------- /autotabular/data/target_validator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/data/target_validator.py -------------------------------------------------------------------------------- /autotabular/data/validation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/data/validation.py -------------------------------------------------------------------------------- /autotabular/data/xy_data_manager.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/data/xy_data_manager.py -------------------------------------------------------------------------------- /autotabular/datasets/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/datasets/avazu.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/datasets/avazu.py -------------------------------------------------------------------------------- /autotabular/datasets/criteo.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/datasets/criteo.py -------------------------------------------------------------------------------- /autotabular/datasets/data/Bike_Sharing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/datasets/data/Bike_Sharing.csv -------------------------------------------------------------------------------- /autotabular/datasets/data/Titanic.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/datasets/data/Titanic.csv -------------------------------------------------------------------------------- /autotabular/datasets/data/adult-uci.csv.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/datasets/data/adult-uci.csv.gz -------------------------------------------------------------------------------- /autotabular/datasets/data/bank-uci.csv.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/datasets/data/bank-uci.csv.gz -------------------------------------------------------------------------------- /autotabular/datasets/data/blood.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/datasets/data/blood.csv -------------------------------------------------------------------------------- /autotabular/datasets/data/glass_uci.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/datasets/data/glass_uci.csv -------------------------------------------------------------------------------- /autotabular/datasets/data/heart-disease-uci.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/datasets/data/heart-disease-uci.csv -------------------------------------------------------------------------------- /autotabular/datasets/data/movielens_sample.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/datasets/data/movielens_sample.txt -------------------------------------------------------------------------------- /autotabular/datasets/data/telescope.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/datasets/data/telescope.csv -------------------------------------------------------------------------------- /autotabular/datasets/dsutils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/datasets/dsutils.py -------------------------------------------------------------------------------- /autotabular/datasets/movielens.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/datasets/movielens.py -------------------------------------------------------------------------------- /autotabular/datasets/tabular_data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/datasets/tabular_data.py -------------------------------------------------------------------------------- /autotabular/ensemble_builder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/ensemble_builder.py -------------------------------------------------------------------------------- /autotabular/ensembles/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/ensembles/abstract_ensemble.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/ensembles/abstract_ensemble.py -------------------------------------------------------------------------------- /autotabular/ensembles/ensemble_selection.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/ensembles/ensemble_selection.py -------------------------------------------------------------------------------- /autotabular/ensembles/singlebest_ensemble.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/ensembles/singlebest_ensemble.py -------------------------------------------------------------------------------- /autotabular/estimators.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/estimators.py -------------------------------------------------------------------------------- /autotabular/evaluation/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/evaluation/__init__.py -------------------------------------------------------------------------------- /autotabular/evaluation/abstract_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/evaluation/abstract_evaluator.py -------------------------------------------------------------------------------- /autotabular/evaluation/test_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/evaluation/test_evaluator.py -------------------------------------------------------------------------------- /autotabular/evaluation/train_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/evaluation/train_evaluator.py -------------------------------------------------------------------------------- /autotabular/evaluation/util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/evaluation/util.py -------------------------------------------------------------------------------- /autotabular/metalearning/__init__.py: -------------------------------------------------------------------------------- 1 | __author__ = 'feurerm' 2 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/accuracy_binary.classification_dense/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/accuracy_binary.classification_dense/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/accuracy_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/accuracy_binary.classification_sparse/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/accuracy_binary.classification_sparse/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/accuracy_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/accuracy_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/accuracy_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/average_precision_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/average_precision_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/average_precision_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/average_precision_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/balanced_accuracy_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/balanced_accuracy_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/balanced_accuracy_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/balanced_accuracy_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_binary.classification_dense/algorithm_runs.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_binary.classification_dense/algorithm_runs.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_binary.classification_dense/configurations.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_binary.classification_dense/configurations.csv -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_binary.classification_dense/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_binary.classification_dense/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_binary.classification_dense/feature_costs.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_binary.classification_dense/feature_costs.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_binary.classification_dense/feature_runstatus.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_binary.classification_dense/feature_runstatus.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_binary.classification_dense/feature_values.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_binary.classification_dense/feature_values.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_binary.classification_sparse/algorithm_runs.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_binary.classification_sparse/algorithm_runs.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_binary.classification_sparse/configurations.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_binary.classification_sparse/configurations.csv -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_binary.classification_sparse/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_binary.classification_sparse/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_binary.classification_sparse/feature_costs.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_binary.classification_sparse/feature_costs.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_binary.classification_sparse/feature_runstatus.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_binary.classification_sparse/feature_runstatus.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_binary.classification_sparse/feature_values.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_binary.classification_sparse/feature_values.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_macro_binary.classification_dense/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_macro_binary.classification_dense/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_macro_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_macro_binary.classification_sparse/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_macro_binary.classification_sparse/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_macro_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_macro_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_macro_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_micro_binary.classification_dense/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_micro_binary.classification_dense/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_micro_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_micro_binary.classification_sparse/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_micro_binary.classification_sparse/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_micro_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_micro_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_micro_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_multiclass.classification_dense/algorithm_runs.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_multiclass.classification_dense/algorithm_runs.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_multiclass.classification_dense/configurations.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_multiclass.classification_dense/configurations.csv -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_multiclass.classification_dense/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_multiclass.classification_dense/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_multiclass.classification_dense/feature_costs.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_multiclass.classification_dense/feature_costs.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_multiclass.classification_dense/feature_values.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_multiclass.classification_dense/feature_values.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_multiclass.classification_sparse/configurations.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_multiclass.classification_sparse/configurations.csv -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_multiclass.classification_sparse/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_multiclass.classification_sparse/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_multiclass.classification_sparse/feature_costs.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_multiclass.classification_sparse/feature_costs.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_samples_binary.classification_dense/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/f1_samples_binary.classification_dense/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_samples_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_samples_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_samples_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_samples_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_weighted_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_weighted_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_weighted_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/f1_weighted_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/log_loss_binary.classification_dense/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/log_loss_binary.classification_dense/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/log_loss_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/log_loss_binary.classification_sparse/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/log_loss_binary.classification_sparse/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/log_loss_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/log_loss_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/log_loss_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/mean_absolute_error_regression_dense/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/mean_absolute_error_regression_dense/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/mean_absolute_error_regression_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/mean_absolute_error_regression_sparse/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/mean_absolute_error_regression_sparse/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/mean_absolute_error_regression_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/mean_squared_error_regression_dense/configurations.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/mean_squared_error_regression_dense/configurations.csv -------------------------------------------------------------------------------- /autotabular/metalearning/files/mean_squared_error_regression_dense/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/mean_squared_error_regression_dense/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/mean_squared_error_regression_dense/feature_costs.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/mean_squared_error_regression_dense/feature_costs.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/mean_squared_error_regression_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/mean_squared_error_regression_sparse/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/mean_squared_error_regression_sparse/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/mean_squared_error_regression_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/mean_squared_log_error_regression_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/mean_squared_log_error_regression_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/median_absolute_error_regression_dense/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/median_absolute_error_regression_dense/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/median_absolute_error_regression_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/median_absolute_error_regression_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_binary.classification_dense/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/precision_binary.classification_dense/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_binary.classification_sparse/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/precision_binary.classification_sparse/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_macro_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_macro_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_macro_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_macro_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_micro_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_micro_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_micro_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_micro_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_samples_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_samples_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_samples_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_samples_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_weighted_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_weighted_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_weighted_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/precision_weighted_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/r2_regression_dense/algorithm_runs.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/r2_regression_dense/algorithm_runs.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/r2_regression_dense/configurations.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/r2_regression_dense/configurations.csv -------------------------------------------------------------------------------- /autotabular/metalearning/files/r2_regression_dense/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/r2_regression_dense/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/r2_regression_dense/feature_costs.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/r2_regression_dense/feature_costs.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/r2_regression_dense/feature_runstatus.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/r2_regression_dense/feature_runstatus.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/r2_regression_dense/feature_values.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/r2_regression_dense/feature_values.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/r2_regression_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/r2_regression_sparse/algorithm_runs.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/r2_regression_sparse/algorithm_runs.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/r2_regression_sparse/configurations.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/r2_regression_sparse/configurations.csv -------------------------------------------------------------------------------- /autotabular/metalearning/files/r2_regression_sparse/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/r2_regression_sparse/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/r2_regression_sparse/feature_costs.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/r2_regression_sparse/feature_costs.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/r2_regression_sparse/feature_runstatus.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/r2_regression_sparse/feature_runstatus.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/r2_regression_sparse/feature_values.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/r2_regression_sparse/feature_values.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/r2_regression_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_binary.classification_dense/algorithm_runs.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/recall_binary.classification_dense/algorithm_runs.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_binary.classification_dense/configurations.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/recall_binary.classification_dense/configurations.csv -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_binary.classification_dense/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/recall_binary.classification_dense/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_binary.classification_dense/feature_costs.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/recall_binary.classification_dense/feature_costs.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_binary.classification_dense/feature_values.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/recall_binary.classification_dense/feature_values.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_binary.classification_sparse/configurations.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/recall_binary.classification_sparse/configurations.csv -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_binary.classification_sparse/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/recall_binary.classification_sparse/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_binary.classification_sparse/feature_costs.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/recall_binary.classification_sparse/feature_costs.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_macro_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_macro_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_macro_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_macro_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_micro_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_micro_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_micro_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_micro_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_multiclass.classification_dense/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/recall_multiclass.classification_dense/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_samples_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_samples_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_samples_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_samples_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_weighted_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_weighted_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_weighted_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/recall_weighted_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/roc_auc_binary.classification_dense/configurations.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/roc_auc_binary.classification_dense/configurations.csv -------------------------------------------------------------------------------- /autotabular/metalearning/files/roc_auc_binary.classification_dense/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/roc_auc_binary.classification_dense/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/roc_auc_binary.classification_dense/feature_costs.arff: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/roc_auc_binary.classification_dense/feature_costs.arff -------------------------------------------------------------------------------- /autotabular/metalearning/files/roc_auc_binary.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/roc_auc_binary.classification_sparse/description.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/files/roc_auc_binary.classification_sparse/description.txt -------------------------------------------------------------------------------- /autotabular/metalearning/files/roc_auc_binary.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/roc_auc_multiclass.classification_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/roc_auc_multiclass.classification_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/root_mean_squared_error_regression_dense/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/files/root_mean_squared_error_regression_sparse/readme.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/input/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/input/aslib_simple.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/input/aslib_simple.py -------------------------------------------------------------------------------- /autotabular/metalearning/metafeatures/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/metafeatures/metafeature.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/metafeatures/metafeature.py -------------------------------------------------------------------------------- /autotabular/metalearning/metafeatures/metafeatures.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/metafeatures/metafeatures.py -------------------------------------------------------------------------------- /autotabular/metalearning/metalearning/__init__.py: -------------------------------------------------------------------------------- 1 | __author__ = 'feurerm' 2 | -------------------------------------------------------------------------------- /autotabular/metalearning/metalearning/clustering/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/metalearning/clustering/gmeans.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/metalearning/clustering/gmeans.py -------------------------------------------------------------------------------- /autotabular/metalearning/metalearning/create_datasets.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/metalearning/create_datasets.py -------------------------------------------------------------------------------- /autotabular/metalearning/metalearning/kNearestDatasets/__init__.py: -------------------------------------------------------------------------------- 1 | __author__ = 'feurerm' 2 | -------------------------------------------------------------------------------- /autotabular/metalearning/metalearning/kNearestDatasets/kND.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/metalearning/kNearestDatasets/kND.py -------------------------------------------------------------------------------- /autotabular/metalearning/metalearning/meta_base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/metalearning/meta_base.py -------------------------------------------------------------------------------- /autotabular/metalearning/metalearning/metrics/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/metalearning/metrics/misc.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/metalearning/metrics/misc.py -------------------------------------------------------------------------------- /autotabular/metalearning/mismbo.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/mismbo.py -------------------------------------------------------------------------------- /autotabular/metalearning/optimizers/__init__.py: -------------------------------------------------------------------------------- 1 | __author__ = 'feurerm' 2 | -------------------------------------------------------------------------------- /autotabular/metalearning/optimizers/metalearn_optimizer/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/metalearning/optimizers/metalearn_optimizer/metalearn_optimizer_parser.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/optimizers/metalearn_optimizer/metalearn_optimizer_parser.py -------------------------------------------------------------------------------- /autotabular/metalearning/optimizers/metalearn_optimizer/metalearner.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/optimizers/metalearn_optimizer/metalearner.py -------------------------------------------------------------------------------- /autotabular/metalearning/optimizers/optimizer_base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metalearning/optimizers/optimizer_base.py -------------------------------------------------------------------------------- /autotabular/metrics/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metrics/__init__.py -------------------------------------------------------------------------------- /autotabular/metrics/util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/metrics/util.py -------------------------------------------------------------------------------- /autotabular/pipeline/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/pipeline/base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/base.py -------------------------------------------------------------------------------- /autotabular/pipeline/classification.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/classification.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/pipeline/components/base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/base.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/classification/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/classification/__init__.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/classification/adaboost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/classification/adaboost.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/classification/bernoulli_nb.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/classification/bernoulli_nb.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/classification/decision_tree.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/classification/decision_tree.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/classification/extra_trees.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/classification/extra_trees.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/classification/gaussian_nb.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/classification/gaussian_nb.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/classification/gradient_boosting.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/classification/gradient_boosting.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/classification/k_nearest_neighbors.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/classification/k_nearest_neighbors.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/classification/lda.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/classification/lda.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/classification/liblinear_svc.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/classification/liblinear_svc.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/classification/libsvm_svc.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/classification/libsvm_svc.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/classification/mlp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/classification/mlp.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/classification/multinomial_nb.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/classification/multinomial_nb.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/classification/passive_aggressive.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/classification/passive_aggressive.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/classification/qda.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/classification/qda.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/classification/random_forest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/classification/random_forest.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/classification/sgd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/classification/sgd.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/balancing/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/balancing/balancing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/balancing/balancing.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/categorical_encoding/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/categorical_encoding/__init__.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/categorical_encoding/encoding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/categorical_encoding/encoding.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/category_encoders/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/category_encoders/baseN.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/category_encoders/baseN.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/category_encoders/count_encoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/category_encoders/count_encoder.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/category_encoders/glmm_encoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/category_encoders/glmm_encoder.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/category_encoders/hash_encoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/category_encoders/hash_encoder.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/category_encoders/loo_encoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/category_encoders/loo_encoder.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/category_encoders/sum_enccoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/category_encoders/sum_enccoder.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/category_encoders/woe_encoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/category_encoders/woe_encoder.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/category_shift/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/category_shift/category_shift.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/category_shift/category_shift.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/data_preprocessing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/data_preprocessing.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/data_preprocessing_categorical.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/data_preprocessing_categorical.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/data_preprocessing_numerical.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/data_preprocessing_numerical.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/datetime_transformer/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/exclude_miss_target/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/imputation/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/imputation/numerical_imputation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/imputation/numerical_imputation.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/label_encoder/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/label_encoder/label_encoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/label_encoder/label_encoder.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/minority_coalescense/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/minority_coalescense/__init__.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/rescaling/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/rescaling/__init__.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/rescaling/abstract_rescaling.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/rescaling/abstract_rescaling.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/rescaling/minmax.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/rescaling/minmax.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/rescaling/none.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/rescaling/none.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/rescaling/normalize.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/rescaling/normalize.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/rescaling/power_transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/rescaling/power_transformer.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/rescaling/robust_scaler.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/rescaling/robust_scaler.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/rescaling/standardize.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/rescaling/standardize.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/text_transformer/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/text_transformer/__init__.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/type_convert/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/type_convert/__init__.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/type_convert/type_transform.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/type_convert/type_transform.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/utils/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/utils/preprocessing_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/data_preprocessing/utils/preprocessing_utils.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/data_preprocessing/variance_threshold/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /autotabular/pipeline/components/feature_preprocessing/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/feature_preprocessing/__init__.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/feature_preprocessing/densifier.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/feature_preprocessing/densifier.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/feature_preprocessing/fast_ica.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/feature_preprocessing/fast_ica.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/feature_preprocessing/feature_agglomeration.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/feature_preprocessing/feature_agglomeration.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/feature_preprocessing/kernel_pca.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/feature_preprocessing/kernel_pca.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/feature_preprocessing/kitchen_sinks.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/feature_preprocessing/kitchen_sinks.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/feature_preprocessing/kmeans_transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/feature_preprocessing/kmeans_transformer.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/feature_preprocessing/liblinear_svc_preprocessor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/feature_preprocessing/liblinear_svc_preprocessor.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/feature_preprocessing/no_preprocessing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/feature_preprocessing/no_preprocessing.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/feature_preprocessing/nystroem_sampler.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/feature_preprocessing/nystroem_sampler.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/feature_preprocessing/pca.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/feature_preprocessing/pca.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/feature_preprocessing/polynomial.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/feature_preprocessing/polynomial.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/feature_preprocessing/random_trees_embedding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/feature_preprocessing/random_trees_embedding.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/feature_preprocessing/select_percentile.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/feature_preprocessing/select_percentile.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/feature_preprocessing/select_rates_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/feature_preprocessing/select_rates_regression.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/feature_preprocessing/truncatedSVD.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/feature_preprocessing/truncatedSVD.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/regression/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/regression/__init__.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/regression/adaboost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/regression/adaboost.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/regression/ard_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/regression/ard_regression.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/regression/decision_tree.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/regression/decision_tree.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/regression/extra_trees.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/regression/extra_trees.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/regression/gaussian_process.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/regression/gaussian_process.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/regression/gradient_boosting.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/regression/gradient_boosting.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/regression/k_nearest_neighbors.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/regression/k_nearest_neighbors.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/regression/liblinear_svr.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/regression/liblinear_svr.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/regression/libsvm_svr.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/regression/libsvm_svr.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/regression/mlp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/regression/mlp.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/regression/random_forest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/regression/random_forest.py -------------------------------------------------------------------------------- /autotabular/pipeline/components/regression/sgd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/components/regression/sgd.py -------------------------------------------------------------------------------- /autotabular/pipeline/constants.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/constants.py -------------------------------------------------------------------------------- /autotabular/pipeline/create_searchspace_util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/create_searchspace_util.py -------------------------------------------------------------------------------- /autotabular/pipeline/implementations/CategoryShift.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/implementations/CategoryShift.py -------------------------------------------------------------------------------- /autotabular/pipeline/implementations/MinorityCoalescer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/implementations/MinorityCoalescer.py -------------------------------------------------------------------------------- /autotabular/pipeline/implementations/SparseOneHotEncoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/implementations/SparseOneHotEncoder.py -------------------------------------------------------------------------------- /autotabular/pipeline/implementations/__init__.py: -------------------------------------------------------------------------------- 1 | __author__ = 'feurerm' 2 | -------------------------------------------------------------------------------- /autotabular/pipeline/implementations/util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/implementations/util.py -------------------------------------------------------------------------------- /autotabular/pipeline/regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/regression.py -------------------------------------------------------------------------------- /autotabular/pipeline/util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/pipeline/util.py -------------------------------------------------------------------------------- /autotabular/regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/regression.py -------------------------------------------------------------------------------- /autotabular/requirements.txt: -------------------------------------------------------------------------------- 1 | ../requirements.txt -------------------------------------------------------------------------------- /autotabular/smbo.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/smbo.py -------------------------------------------------------------------------------- /autotabular/util/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/util/__init__.py -------------------------------------------------------------------------------- /autotabular/util/backend.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/util/backend.py -------------------------------------------------------------------------------- /autotabular/util/common.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/util/common.py -------------------------------------------------------------------------------- /autotabular/util/data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/util/data.py -------------------------------------------------------------------------------- /autotabular/util/dependencies.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/util/dependencies.py -------------------------------------------------------------------------------- /autotabular/util/logging.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/util/logging.yaml -------------------------------------------------------------------------------- /autotabular/util/logging_.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/util/logging_.py -------------------------------------------------------------------------------- /autotabular/util/parallel.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/util/parallel.py -------------------------------------------------------------------------------- /autotabular/util/pipeline.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/util/pipeline.py -------------------------------------------------------------------------------- /autotabular/util/single_thread_client.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/util/single_thread_client.py -------------------------------------------------------------------------------- /autotabular/util/stopwatch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/autotabular/util/stopwatch.py -------------------------------------------------------------------------------- /docs/Awesome-AutoML.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/Awesome-AutoML.md -------------------------------------------------------------------------------- /docs/AwesomeAutoMLtools.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/AwesomeAutoMLtools.md -------------------------------------------------------------------------------- /docs/GBDT 模型对比.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/GBDT 模型对比.md -------------------------------------------------------------------------------- /docs/MachineLearningTools.md: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /docs/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/README.md -------------------------------------------------------------------------------- /docs/autotabular.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/autotabular.png -------------------------------------------------------------------------------- /docs/docs/add new features.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/docs/add new features.md -------------------------------------------------------------------------------- /docs/docs/api.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/docs/api.md -------------------------------------------------------------------------------- /docs/docs/contributing.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/docs/contributing.md -------------------------------------------------------------------------------- /docs/docs/features/algorithms.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/docs/features/algorithms.md -------------------------------------------------------------------------------- /docs/docs/features/automl.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/docs/features/automl.md -------------------------------------------------------------------------------- /docs/docs/features/eda.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/docs/features/eda.md -------------------------------------------------------------------------------- /docs/docs/features/explain.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/docs/features/explain.md -------------------------------------------------------------------------------- /docs/docs/features/features_selection.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/docs/features/features_selection.md -------------------------------------------------------------------------------- /docs/docs/features/golden_features.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/docs/features/golden_features.md -------------------------------------------------------------------------------- /docs/docs/features/modes.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/docs/features/modes.md -------------------------------------------------------------------------------- /docs/docs/get_help.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/docs/get_help.md -------------------------------------------------------------------------------- /docs/docs/help.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/docs/help.md -------------------------------------------------------------------------------- /docs/docs/images/favicon.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/docs/images/favicon.png -------------------------------------------------------------------------------- /docs/docs/index.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/docs/index.md -------------------------------------------------------------------------------- /docs/docs/roadmap.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/docs/roadmap.md -------------------------------------------------------------------------------- /docs/docs/stylesheets/extra.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/docs/stylesheets/extra.css -------------------------------------------------------------------------------- /docs/docs/tutorials/random.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/docs/tutorials/random.md -------------------------------------------------------------------------------- /docs/docs/tutorials/titanic.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/docs/tutorials/titanic.md -------------------------------------------------------------------------------- /docs/embedding/tabular_embedding.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/embedding/tabular_embedding.md -------------------------------------------------------------------------------- /docs/how-to-package-python-code.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/how-to-package-python-code.md -------------------------------------------------------------------------------- /docs/lightgbm-param-tuning.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/lightgbm-param-tuning.md -------------------------------------------------------------------------------- /docs/mkdocs.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/mkdocs.yml -------------------------------------------------------------------------------- /docs/mljar-supervised.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/mljar-supervised.md -------------------------------------------------------------------------------- /docs/paper/ICML_automl_workshop.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/paper/ICML_automl_workshop.md -------------------------------------------------------------------------------- /docs/paper/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/paper/README.md -------------------------------------------------------------------------------- /docs/paper/Shelter_outcome.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/paper/Shelter_outcome.ipynb -------------------------------------------------------------------------------- /docs/paper/imgs/image-20210926161721093.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/paper/imgs/image-20210926161721093.png -------------------------------------------------------------------------------- /docs/paper/imgs/image-20210927152613429.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/paper/imgs/image-20210927152613429.png -------------------------------------------------------------------------------- /docs/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/requirements.txt -------------------------------------------------------------------------------- /docs/tabnet.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/docs/tabnet.md -------------------------------------------------------------------------------- /examples/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/README.md -------------------------------------------------------------------------------- /examples/automlbechmark/autogluon_benchmark/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /examples/automlbechmark/autogluon_benchmark/frameworks/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /examples/automlbechmark/autogluon_benchmark/frameworks/autogluon/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /examples/automlbechmark/autogluon_benchmark/frameworks/autogluon/run.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/autogluon_benchmark/frameworks/autogluon/run.py -------------------------------------------------------------------------------- /examples/automlbechmark/autogluon_benchmark/tasks/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /examples/automlbechmark/autogluon_benchmark/tasks/ag.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/autogluon_benchmark/tasks/ag.yaml -------------------------------------------------------------------------------- /examples/automlbechmark/autogluon_benchmark/tasks/download_data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/autogluon_benchmark/tasks/download_data.py -------------------------------------------------------------------------------- /examples/automlbechmark/autogluon_benchmark/tasks/large.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/autogluon_benchmark/tasks/large.yaml -------------------------------------------------------------------------------- /examples/automlbechmark/autogluon_benchmark/tasks/medium.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/autogluon_benchmark/tasks/medium.yaml -------------------------------------------------------------------------------- /examples/automlbechmark/autogluon_benchmark/tasks/small.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/autogluon_benchmark/tasks/small.yaml -------------------------------------------------------------------------------- /examples/automlbechmark/autogluon_benchmark/tasks/task_loader.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/autogluon_benchmark/tasks/task_loader.py -------------------------------------------------------------------------------- /examples/automlbechmark/autogluon_benchmark/tasks/task_transformer_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/autogluon_benchmark/tasks/task_transformer_utils.py -------------------------------------------------------------------------------- /examples/automlbechmark/autogluon_benchmark/tasks/task_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/autogluon_benchmark/tasks/task_utils.py -------------------------------------------------------------------------------- /examples/automlbechmark/autogluon_benchmark/utils/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /examples/automlbechmark/autogluon_benchmark/utils/data_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/autogluon_benchmark/utils/data_utils.py -------------------------------------------------------------------------------- /examples/automlbechmark/data: -------------------------------------------------------------------------------- 1 | /home/robin/data -------------------------------------------------------------------------------- /examples/automlbechmark/prepare_datasets/data_stats.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/prepare_datasets/data_stats.py -------------------------------------------------------------------------------- /examples/automlbechmark/prepare_datasets/get_data.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/prepare_datasets/get_data.sh -------------------------------------------------------------------------------- /examples/automlbechmark/prepare_datasets/prepare_adult_income.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/prepare_datasets/prepare_adult_income.py -------------------------------------------------------------------------------- /examples/automlbechmark/prepare_datasets/prepare_bank_marketing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/prepare_datasets/prepare_bank_marketing.py -------------------------------------------------------------------------------- /examples/automlbechmark/prepare_datasets/prepare_bike.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/prepare_datasets/prepare_bike.py -------------------------------------------------------------------------------- /examples/automlbechmark/prepare_datasets/prepare_credit.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/prepare_datasets/prepare_credit.py -------------------------------------------------------------------------------- /examples/automlbechmark/prepare_datasets/prepare_fb_comments.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/prepare_datasets/prepare_fb_comments.py -------------------------------------------------------------------------------- /examples/automlbechmark/prepare_datasets/prepare_house.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/prepare_datasets/prepare_house.py -------------------------------------------------------------------------------- /examples/automlbechmark/prepare_datasets/prepare_ny_taxi_trip_dutation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/prepare_datasets/prepare_ny_taxi_trip_dutation.py -------------------------------------------------------------------------------- /examples/automlbechmark/prepare_datasets/prepare_shelter.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/prepare_datasets/prepare_shelter.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_autogluon_experiments/compute_task_metadatas.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_autogluon_experiments/compute_task_metadatas.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_autogluon_experiments/run.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_autogluon_experiments/run.sh -------------------------------------------------------------------------------- /examples/automlbechmark/run_autogluon_experiments/train_adult.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_autogluon_experiments/train_adult.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_autogluon_experiments/train_airlines.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_autogluon_experiments/train_airlines.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_autogluon_experiments/train_albert.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_autogluon_experiments/train_albert.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_autogluon_experiments/train_australian.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_autogluon_experiments/train_australian.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_autogluon_experiments/train_medium.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_autogluon_experiments/train_medium.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_autogluon_experiments/train_small.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_autogluon_experiments/train_small.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_autogluon_experiments/train_suite_hpo_small.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_autogluon_experiments/train_suite_hpo_small.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_autogluon_experiments/train_us_crime.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_autogluon_experiments/train_us_crime.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_benchmark.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_benchmark.sh -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/adult/adult_autogluon.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/adult/adult_autogluon.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/adult/adult_autogluon_embedding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/adult/adult_autogluon_embedding.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/adult/adult_autogluon_groupby.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/adult/adult_groupby.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/adult/adult_groupby.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/adult/adult_lightgbm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/adult/adult_lightgbm.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/adult/adult_lr.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/adult/adult_lr.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/adult/adult_optuna/randomforest_sklearn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/adult/adult_optuna/randomforest_sklearn.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/adult/adult_optuna/xgboost_simple.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/adult/adult_optuna/xgboost_simple.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/adult/adult_optuna/xgboost_sklearn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/adult/adult_optuna/xgboost_sklearn.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/adult/adult_random_forest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/adult/adult_random_forest.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/adult/adult_tabmlp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/adult/adult_tabmlp.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/adult/adult_tabnet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/adult/adult_tabnet.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/adult/adult_tabnet_torch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/adult/adult_tabnet_torch.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/adult/adult_xgboost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/adult/adult_xgboost.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/adult/extract_embedding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/adult/extract_embedding.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/adult/lightgbm_optimizer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/adult/lightgbm_optimizer.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/adult/tabmlp_parser.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/adult/tabmlp_parser.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/adult/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/adult/utils.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/bank_marketing/bank_tabnet_torch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/bank_marketing/bank_tabnet_torch.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/bank_marketing/bankm_autogluon.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/bank_marketing/bankm_autogluon.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/bank_marketing/bankm_autogluon_embedding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/bank_marketing/bankm_autogluon_embedding.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/bank_marketing/bankm_lightgbm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/bank_marketing/bankm_lightgbm.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/bank_marketing/bankm_lr.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/bank_marketing/bankm_lr.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/bank_marketing/bankm_randomforest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/bank_marketing/bankm_randomforest.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/bank_marketing/bankm_tabnet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/bank_marketing/bankm_tabnet.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/bank_marketing/bankm_xgboost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/bank_marketing/bankm_xgboost.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/bank_marketing/lightgbm_optimizer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/bank_marketing/lightgbm_optimizer.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/bike/bike_lr.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/bike/bike_lr.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/covtype/covtype_autogluon_embedding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/covtype/covtype_autogluon_embedding.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/credit/credit_lr.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/credit/credit_lr.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/credit/credit_optuna/xgboost_sklearn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/credit/credit_optuna/xgboost_sklearn.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/credit/credit_random_forest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/credit/credit_random_forest.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/credit/credit_randomforest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/credit/credit_randomforest.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/credit/credit_tabnet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/credit/credit_tabnet.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/credit/credit_tabnet_torch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/credit/credit_tabnet_torch.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/credit/credit_xgboost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/credit/credit_xgboost.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/fb_comments/fb_comments_lightgbm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/fb_comments/fb_comments_lightgbm.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/fb_comments/lightgbm_optimizer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/fb_comments/lightgbm_optimizer.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/house/house_embedding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/house/house_embedding.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/house/house_lr.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/house/house_lr.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/house/house_optuna/randomforest_sklearn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/house/house_optuna/randomforest_sklearn.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/house/house_optuna/xgboost_sklearn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/house/house_optuna/xgboost_sklearn.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/house/house_random_forest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/house/house_random_forest.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/house/house_tabnet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/house/house_tabnet.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/house/house_tabnet_torch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/house/house_tabnet_torch.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/house/house_xgboost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/house/house_xgboost.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/shelter/shelter_lr.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/shelter/shelter_lr.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/shelter/shelter_optuna/xgboost_sklearn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/shelter/shelter_optuna/xgboost_sklearn.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/shelter/shelter_random_forest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/shelter/shelter_random_forest.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/shelter/shelter_tabnet_torch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/shelter/shelter_tabnet_torch.py -------------------------------------------------------------------------------- /examples/automlbechmark/run_experiments/shelter/shelter_xgboost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/automlbechmark/run_experiments/shelter/shelter_xgboost.py -------------------------------------------------------------------------------- /examples/binary_classifier_Titanic.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/binary_classifier_Titanic.py -------------------------------------------------------------------------------- /examples/ctr_model_test.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/ctr_model_test.py -------------------------------------------------------------------------------- /examples/ctr_model_test.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/ctr_model_test.sh -------------------------------------------------------------------------------- /examples/multimodal/imdb.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/multimodal/imdb.py -------------------------------------------------------------------------------- /examples/pytorch-lightning-examples/linear_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/pytorch-lightning-examples/linear_regression.py -------------------------------------------------------------------------------- /examples/pytorch-lightning-examples/logistic_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/pytorch-lightning-examples/logistic_regression.py -------------------------------------------------------------------------------- /examples/tab2vec.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/tab2vec.py -------------------------------------------------------------------------------- /examples/tabular_embeddings/featuretools_iris_test.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/tabular_embeddings/featuretools_iris_test.py -------------------------------------------------------------------------------- /examples/tabular_embeddings/gbdt_featuretransformer_test.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/tabular_embeddings/gbdt_featuretransformer_test.py -------------------------------------------------------------------------------- /examples/tabular_embeddings/pytorch_tabular_test.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/tabular_embeddings/pytorch_tabular_test.py -------------------------------------------------------------------------------- /examples/tabular_embeddings/pytorch_tabular_test2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/tabular_embeddings/pytorch_tabular_test2.py -------------------------------------------------------------------------------- /examples/tabular_embeddings/pytorchlightning_tabular_test.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/tabular_embeddings/pytorchlightning_tabular_test.py -------------------------------------------------------------------------------- /examples/tabular_embeddings/tabular_embedding_transformer_test.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/tabular_embeddings/tabular_embedding_transformer_test.py -------------------------------------------------------------------------------- /examples/test_deepnet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/examples/test_deepnet.py -------------------------------------------------------------------------------- /pytorch_widedeep/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/README.md -------------------------------------------------------------------------------- /pytorch_widedeep/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/__init__.py -------------------------------------------------------------------------------- /pytorch_widedeep/callbacks.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/callbacks.py -------------------------------------------------------------------------------- /pytorch_widedeep/dataloaders.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/dataloaders.py -------------------------------------------------------------------------------- /pytorch_widedeep/initializers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/initializers.py -------------------------------------------------------------------------------- /pytorch_widedeep/losses.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/losses.py -------------------------------------------------------------------------------- /pytorch_widedeep/metrics.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/metrics.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/__init__.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/deep_image.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/deep_image.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/deep_text.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/deep_text.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/tab_mlp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/tab_mlp.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/tab_resnet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/tab_resnet.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/tabnet/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /pytorch_widedeep/models/tabnet/_layers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/tabnet/_layers.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/tabnet/_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/tabnet/_utils.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/tabnet/sparsemax.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/tabnet/sparsemax.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/tabnet/tab_net.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/tabnet/tab_net.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/transformers/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /pytorch_widedeep/models/transformers/_attention_layers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/transformers/_attention_layers.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/transformers/_embeddings_layers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/transformers/_embeddings_layers.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/transformers/_encoders.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/transformers/_encoders.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/transformers/ft_transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/transformers/ft_transformer.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/transformers/saint.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/transformers/saint.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/transformers/tab_fastformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/transformers/tab_fastformer.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/transformers/tab_perceiver.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/transformers/tab_perceiver.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/transformers/tab_transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/transformers/tab_transformer.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/wide.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/wide.py -------------------------------------------------------------------------------- /pytorch_widedeep/models/wide_deep.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/models/wide_deep.py -------------------------------------------------------------------------------- /pytorch_widedeep/optim/__init__.py: -------------------------------------------------------------------------------- 1 | from pytorch_widedeep.optim.radam import RAdam 2 | -------------------------------------------------------------------------------- /pytorch_widedeep/optim/radam.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/optim/radam.py -------------------------------------------------------------------------------- /pytorch_widedeep/preprocessing/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/preprocessing/__init__.py -------------------------------------------------------------------------------- /pytorch_widedeep/preprocessing/base_preprocessor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/preprocessing/base_preprocessor.py -------------------------------------------------------------------------------- /pytorch_widedeep/preprocessing/image_preprocessor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/preprocessing/image_preprocessor.py -------------------------------------------------------------------------------- /pytorch_widedeep/preprocessing/tab_preprocessor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/preprocessing/tab_preprocessor.py -------------------------------------------------------------------------------- /pytorch_widedeep/preprocessing/text_preprocessor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/preprocessing/text_preprocessor.py -------------------------------------------------------------------------------- /pytorch_widedeep/preprocessing/wide_preprocessor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/preprocessing/wide_preprocessor.py -------------------------------------------------------------------------------- /pytorch_widedeep/tab2vec.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/tab2vec.py -------------------------------------------------------------------------------- /pytorch_widedeep/training/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/training/__init__.py -------------------------------------------------------------------------------- /pytorch_widedeep/training/_finetune.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/training/_finetune.py -------------------------------------------------------------------------------- /pytorch_widedeep/training/_loss_and_obj_aliases.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/training/_loss_and_obj_aliases.py -------------------------------------------------------------------------------- /pytorch_widedeep/training/_multiple_lr_scheduler.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/training/_multiple_lr_scheduler.py -------------------------------------------------------------------------------- /pytorch_widedeep/training/_multiple_optimizer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/training/_multiple_optimizer.py -------------------------------------------------------------------------------- /pytorch_widedeep/training/_multiple_transforms.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/training/_multiple_transforms.py -------------------------------------------------------------------------------- /pytorch_widedeep/training/_trainer_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/training/_trainer_utils.py -------------------------------------------------------------------------------- /pytorch_widedeep/training/_wd_dataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/training/_wd_dataset.py -------------------------------------------------------------------------------- /pytorch_widedeep/training/trainer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/training/trainer.py -------------------------------------------------------------------------------- /pytorch_widedeep/utils/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/utils/__init__.py -------------------------------------------------------------------------------- /pytorch_widedeep/utils/deeptabular_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/utils/deeptabular_utils.py -------------------------------------------------------------------------------- /pytorch_widedeep/utils/fastai_transforms.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/utils/fastai_transforms.py -------------------------------------------------------------------------------- /pytorch_widedeep/utils/general_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/utils/general_utils.py -------------------------------------------------------------------------------- /pytorch_widedeep/utils/image_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/utils/image_utils.py -------------------------------------------------------------------------------- /pytorch_widedeep/utils/text_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/utils/text_utils.py -------------------------------------------------------------------------------- /pytorch_widedeep/version.py: -------------------------------------------------------------------------------- 1 | __version__ = "1.0.10" 2 | -------------------------------------------------------------------------------- /pytorch_widedeep/wdtypes.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/pytorch_widedeep/wdtypes.py -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/requirements.txt -------------------------------------------------------------------------------- /setup.cfg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/setup.cfg -------------------------------------------------------------------------------- /setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/setup.py -------------------------------------------------------------------------------- /supervised/__init__.py: -------------------------------------------------------------------------------- 1 | __version__ = "0.11.1" 2 | 3 | from supervised.automl import AutoML 4 | -------------------------------------------------------------------------------- /supervised/__version__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/__version__.py -------------------------------------------------------------------------------- /supervised/algorithms/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /supervised/algorithms/algorithm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/algorithms/algorithm.py -------------------------------------------------------------------------------- /supervised/algorithms/baseline.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/algorithms/baseline.py -------------------------------------------------------------------------------- /supervised/algorithms/catboost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/algorithms/catboost.py -------------------------------------------------------------------------------- /supervised/algorithms/decision_tree.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/algorithms/decision_tree.py -------------------------------------------------------------------------------- /supervised/algorithms/extra_trees.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/algorithms/extra_trees.py -------------------------------------------------------------------------------- /supervised/algorithms/factory.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/algorithms/factory.py -------------------------------------------------------------------------------- /supervised/algorithms/knn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/algorithms/knn.py -------------------------------------------------------------------------------- /supervised/algorithms/lightgbm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/algorithms/lightgbm.py -------------------------------------------------------------------------------- /supervised/algorithms/linear.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/algorithms/linear.py -------------------------------------------------------------------------------- /supervised/algorithms/nn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/algorithms/nn.py -------------------------------------------------------------------------------- /supervised/algorithms/random_forest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/algorithms/random_forest.py -------------------------------------------------------------------------------- /supervised/algorithms/registry.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/algorithms/registry.py -------------------------------------------------------------------------------- /supervised/algorithms/sklearn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/algorithms/sklearn.py -------------------------------------------------------------------------------- /supervised/algorithms/xgboost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/algorithms/xgboost.py -------------------------------------------------------------------------------- /supervised/automl.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/automl.py -------------------------------------------------------------------------------- /supervised/base_automl.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/base_automl.py -------------------------------------------------------------------------------- /supervised/callbacks/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /supervised/callbacks/callback.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/callbacks/callback.py -------------------------------------------------------------------------------- /supervised/callbacks/callback_list.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/callbacks/callback_list.py -------------------------------------------------------------------------------- /supervised/callbacks/early_stopping.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/callbacks/early_stopping.py -------------------------------------------------------------------------------- /supervised/callbacks/learner_time_constraint.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/callbacks/learner_time_constraint.py -------------------------------------------------------------------------------- /supervised/callbacks/max_iters_constraint.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/callbacks/max_iters_constraint.py -------------------------------------------------------------------------------- /supervised/callbacks/metric_logger.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/callbacks/metric_logger.py -------------------------------------------------------------------------------- /supervised/callbacks/terminate_on_nan.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/callbacks/terminate_on_nan.py -------------------------------------------------------------------------------- /supervised/callbacks/total_time_constraint.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/callbacks/total_time_constraint.py -------------------------------------------------------------------------------- /supervised/ensemble.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/ensemble.py -------------------------------------------------------------------------------- /supervised/exceptions.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/exceptions.py -------------------------------------------------------------------------------- /supervised/model_framework.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/model_framework.py -------------------------------------------------------------------------------- /supervised/preprocessing/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /supervised/preprocessing/datetime_transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/preprocessing/datetime_transformer.py -------------------------------------------------------------------------------- /supervised/preprocessing/eda.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/preprocessing/eda.py -------------------------------------------------------------------------------- /supervised/preprocessing/encoding_selector.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/preprocessing/encoding_selector.py -------------------------------------------------------------------------------- /supervised/preprocessing/exclude_missing_target.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/preprocessing/exclude_missing_target.py -------------------------------------------------------------------------------- /supervised/preprocessing/goldenfeatures_transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/preprocessing/goldenfeatures_transformer.py -------------------------------------------------------------------------------- /supervised/preprocessing/kmeans_transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/preprocessing/kmeans_transformer.py -------------------------------------------------------------------------------- /supervised/preprocessing/label_binarizer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/preprocessing/label_binarizer.py -------------------------------------------------------------------------------- /supervised/preprocessing/label_encoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/preprocessing/label_encoder.py -------------------------------------------------------------------------------- /supervised/preprocessing/loo_encoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/preprocessing/loo_encoder.py -------------------------------------------------------------------------------- /supervised/preprocessing/preprocessing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/preprocessing/preprocessing.py -------------------------------------------------------------------------------- /supervised/preprocessing/preprocessing_categorical.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/preprocessing/preprocessing_categorical.py -------------------------------------------------------------------------------- /supervised/preprocessing/preprocessing_missing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/preprocessing/preprocessing_missing.py -------------------------------------------------------------------------------- /supervised/preprocessing/preprocessing_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/preprocessing/preprocessing_utils.py -------------------------------------------------------------------------------- /supervised/preprocessing/scale.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/preprocessing/scale.py -------------------------------------------------------------------------------- /supervised/preprocessing/text_transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/preprocessing/text_transformer.py -------------------------------------------------------------------------------- /supervised/tuner/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /supervised/tuner/data_info.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/tuner/data_info.py -------------------------------------------------------------------------------- /supervised/tuner/hill_climbing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/tuner/hill_climbing.py -------------------------------------------------------------------------------- /supervised/tuner/mljar_tuner.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/tuner/mljar_tuner.py -------------------------------------------------------------------------------- /supervised/tuner/optuna/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /supervised/tuner/optuna/catboost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/tuner/optuna/catboost.py -------------------------------------------------------------------------------- /supervised/tuner/optuna/extra_trees.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/tuner/optuna/extra_trees.py -------------------------------------------------------------------------------- /supervised/tuner/optuna/knn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/tuner/optuna/knn.py -------------------------------------------------------------------------------- /supervised/tuner/optuna/lightgbm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/tuner/optuna/lightgbm.py -------------------------------------------------------------------------------- /supervised/tuner/optuna/lightgbm_optuna.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/tuner/optuna/lightgbm_optuna.py -------------------------------------------------------------------------------- /supervised/tuner/optuna/nn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/tuner/optuna/nn.py -------------------------------------------------------------------------------- /supervised/tuner/optuna/random_forest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/tuner/optuna/random_forest.py -------------------------------------------------------------------------------- /supervised/tuner/optuna/svm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/tuner/optuna/svm.py -------------------------------------------------------------------------------- /supervised/tuner/optuna/tuner.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/tuner/optuna/tuner.py -------------------------------------------------------------------------------- /supervised/tuner/optuna/xgboost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/tuner/optuna/xgboost.py -------------------------------------------------------------------------------- /supervised/tuner/preprocessing_tuner.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/tuner/preprocessing_tuner.py -------------------------------------------------------------------------------- /supervised/tuner/random_parameters.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/tuner/random_parameters.py -------------------------------------------------------------------------------- /supervised/tuner/time_controller.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/tuner/time_controller.py -------------------------------------------------------------------------------- /supervised/utils/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/utils/__init__.py -------------------------------------------------------------------------------- /supervised/utils/additional_metrics.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/utils/additional_metrics.py -------------------------------------------------------------------------------- /supervised/utils/additional_plots.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/utils/additional_plots.py -------------------------------------------------------------------------------- /supervised/utils/automl_plots.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/utils/automl_plots.py -------------------------------------------------------------------------------- /supervised/utils/common.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/utils/common.py -------------------------------------------------------------------------------- /supervised/utils/config.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/utils/config.py -------------------------------------------------------------------------------- /supervised/utils/constants.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/utils/constants.py -------------------------------------------------------------------------------- /supervised/utils/data_validation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/utils/data_validation.py -------------------------------------------------------------------------------- /supervised/utils/importance.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/utils/importance.py -------------------------------------------------------------------------------- /supervised/utils/leaderboard_plots.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/utils/leaderboard_plots.py -------------------------------------------------------------------------------- /supervised/utils/learning_curves.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/utils/learning_curves.py -------------------------------------------------------------------------------- /supervised/utils/metric.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/utils/metric.py -------------------------------------------------------------------------------- /supervised/utils/shap.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/utils/shap.py -------------------------------------------------------------------------------- /supervised/utils/subsample.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/utils/subsample.py -------------------------------------------------------------------------------- /supervised/utils/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/utils/utils.py -------------------------------------------------------------------------------- /supervised/validation/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /supervised/validation/validation_step.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/validation/validation_step.py -------------------------------------------------------------------------------- /supervised/validation/validator_base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/validation/validator_base.py -------------------------------------------------------------------------------- /supervised/validation/validator_custom.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/validation/validator_custom.py -------------------------------------------------------------------------------- /supervised/validation/validator_kfold.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/validation/validator_kfold.py -------------------------------------------------------------------------------- /supervised/validation/validator_split.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/supervised/validation/validator_split.py -------------------------------------------------------------------------------- /tests/test_mljar-supervised/test_registry.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_mljar-supervised/test_registry.py -------------------------------------------------------------------------------- /tests/test_pipeline/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/test_pipeline/components/__init__.py: -------------------------------------------------------------------------------- 1 | __author__ = 'feurerm' 2 | -------------------------------------------------------------------------------- /tests/test_pipeline/components/classification/__init__.py: -------------------------------------------------------------------------------- 1 | __author__ = 'feurerm' 2 | -------------------------------------------------------------------------------- /tests/test_pipeline/components/classification/test_adaboost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/classification/test_adaboost.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/classification/test_base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/classification/test_base.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/classification/test_bernoulli_nb.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/classification/test_bernoulli_nb.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/classification/test_decision_tree.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/classification/test_decision_tree.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/classification/test_extra_trees.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/classification/test_extra_trees.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/classification/test_gaussian_nb.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/classification/test_gaussian_nb.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/classification/test_gradient_boosting.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/classification/test_gradient_boosting.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/classification/test_k_nearest_neighbor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/classification/test_k_nearest_neighbor.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/classification/test_lda.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/classification/test_lda.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/classification/test_liblinear.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/classification/test_liblinear.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/classification/test_libsvm_svc.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/classification/test_libsvm_svc.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/classification/test_mlp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/classification/test_mlp.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/classification/test_multinomial_nb.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/classification/test_multinomial_nb.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/classification/test_passive_aggressive.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/classification/test_passive_aggressive.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/classification/test_qda.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/classification/test_qda.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/classification/test_random_forest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/classification/test_random_forest.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/classification/test_sgd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/classification/test_sgd.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/__init__.py: -------------------------------------------------------------------------------- 1 | __author__ = 'feurerm' 2 | -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/dataset.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/dataset.pkl -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_James_Stein_encoding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_James_Stein_encoding.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_balancing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_balancing.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_baseN_encoding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_baseN_encoding.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_catboost_encoding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_catboost_encoding.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_categorical_imputation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_categorical_imputation.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_category_shift.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_category_shift.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_count_encoding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_count_encoding.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_data_preprocessing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_data_preprocessing.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_datetime_transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_datetime_transformer.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_exclude_missing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_exclude_missing.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_glmm_encoding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_glmm_encoding.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_hash_encoding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_hash_encoding.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_helmert_encoding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_helmert_encoding.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_minority_coalescence.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_minority_coalescence.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_numerical_imputation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_numerical_imputation.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_one_hot_encoding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_one_hot_encoding.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_scaling.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_scaling.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_text_transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_text_transformer.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/data_preprocessing/test_variance_threshold.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/data_preprocessing/test_variance_threshold.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/dummy_components/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/test_pipeline/components/dummy_components/dummy_component_1.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/dummy_components/dummy_component_1.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/dummy_components/dummy_component_2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/dummy_components/dummy_component_2.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/dummy_components/dummy_component_import.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/dummy_components/dummy_component_import.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/feature_preprocessing/__init__.py: -------------------------------------------------------------------------------- 1 | __author__ = 'feurerm' 2 | -------------------------------------------------------------------------------- /tests/test_pipeline/components/feature_preprocessing/test_NoPreprocessing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/feature_preprocessing/test_NoPreprocessing.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/feature_preprocessing/test_choice.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/feature_preprocessing/test_choice.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/feature_preprocessing/test_densifier.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/feature_preprocessing/test_densifier.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/feature_preprocessing/test_extra_trees_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/feature_preprocessing/test_extra_trees_regression.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/feature_preprocessing/test_fast_ica.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/feature_preprocessing/test_fast_ica.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/feature_preprocessing/test_feature_agglomeration.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/feature_preprocessing/test_feature_agglomeration.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/feature_preprocessing/test_kernel_pca.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/feature_preprocessing/test_kernel_pca.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/feature_preprocessing/test_kitchen_sinks.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/feature_preprocessing/test_kitchen_sinks.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/feature_preprocessing/test_liblinear.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/feature_preprocessing/test_liblinear.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/feature_preprocessing/test_nystroem_sampler.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/feature_preprocessing/test_nystroem_sampler.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/feature_preprocessing/test_pca.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/feature_preprocessing/test_pca.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/feature_preprocessing/test_polynomial.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/feature_preprocessing/test_polynomial.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/feature_preprocessing/test_random_trees_embedding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/feature_preprocessing/test_random_trees_embedding.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/feature_preprocessing/test_truncatedSVD.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/feature_preprocessing/test_truncatedSVD.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/regression/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/test_pipeline/components/regression/test_adaboost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/regression/test_adaboost.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/regression/test_ard_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/regression/test_ard_regression.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/regression/test_base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/regression/test_base.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/regression/test_decision_tree.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/regression/test_decision_tree.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/regression/test_extra_trees.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/regression/test_extra_trees.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/regression/test_gaussian_process.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/regression/test_gaussian_process.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/regression/test_gradient_boosting.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/regression/test_gradient_boosting.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/regression/test_k_nearest_neighbors.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/regression/test_k_nearest_neighbors.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/regression/test_liblinear_svr.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/regression/test_liblinear_svr.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/regression/test_mlp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/regression/test_mlp.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/regression/test_random_forests.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/regression/test_random_forests.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/regression/test_sgd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/regression/test_sgd.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/regression/test_support_vector_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/regression/test_support_vector_regression.py -------------------------------------------------------------------------------- /tests/test_pipeline/components/test_base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/components/test_base.py -------------------------------------------------------------------------------- /tests/test_pipeline/implementations/__init__.py: -------------------------------------------------------------------------------- 1 | __author__ = 'feurerm' 2 | -------------------------------------------------------------------------------- /tests/test_pipeline/implementations/test_CategoryShift.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/implementations/test_CategoryShift.py -------------------------------------------------------------------------------- /tests/test_pipeline/implementations/test_MinorityCoalescer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/implementations/test_MinorityCoalescer.py -------------------------------------------------------------------------------- /tests/test_pipeline/implementations/test_SparseOneHotEncoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/implementations/test_SparseOneHotEncoder.py -------------------------------------------------------------------------------- /tests/test_pipeline/implementations/test_util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/implementations/test_util.py -------------------------------------------------------------------------------- /tests/test_pipeline/test_base.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/test_base.py -------------------------------------------------------------------------------- /tests/test_pipeline/test_classification.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/test_classification.py -------------------------------------------------------------------------------- /tests/test_pipeline/test_create_searchspace_util_classification.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/test_create_searchspace_util_classification.py -------------------------------------------------------------------------------- /tests/test_pipeline/test_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jianzhnie/AutoTabular/HEAD/tests/test_pipeline/test_regression.py --------------------------------------------------------------------------------