├── .editorconfig ├── .github └── workflows │ └── mirror.yml ├── .gitignore ├── .gitlab └── .gitlab-ci.yml ├── LICENSE ├── README.md ├── Tutorial_basics.ipynb ├── data ├── dp.yml ├── higgs.csv ├── old_presets │ ├── data │ │ └── openml │ │ │ └── airlines.csv │ ├── data_info.pkl │ └── folds │ │ └── airlines.pkl └── pf.yml ├── examples ├── big_new │ └── runners │ │ ├── lama_cpu.py │ │ ├── lama_cpu.yml │ │ ├── lama_dp.py │ │ ├── lama_dp.yml │ │ ├── lama_pf.py │ │ ├── lama_pf.yml │ │ ├── lama_single_gpu.py │ │ └── lama_single_gpu.yml ├── nlp │ └── nlp_preset_gpu_demo.ipynb ├── old │ ├── PrepareBenchmark.ipynb │ └── runners │ │ ├── lama_dp.py │ │ ├── lama_multinode.py │ │ ├── lama_multinode.yml │ │ ├── lama_pf.py │ │ └── lama_single_gpu.py └── small_new │ ├── demo_01_relational_data.ipynb │ ├── demo_02_multilabel.ipynb │ ├── demo_03_multireg.ipynb │ ├── demo_04_timings.ipynb │ └── demo_05_tests.ipynb ├── imgs ├── GENERALL2X2.jpg ├── LightAutoML_logo_big.png ├── LightAutoML_logo_small.png ├── TabularAutoML_model_descr.png ├── TabularUtilizedAutoML_model_descr.png ├── lime.jpg ├── tutorial_1_initial_report.png ├── tutorial_1_pipeline.png ├── tutorial_1_unfolded_report.png ├── tutorial_2_initial_report.png ├── tutorial_2_pipeline.png ├── tutorial_2_unfolded_report.png ├── tutorial_3_initial_report.png ├── tutorial_3_unfolded_report.png ├── tutorial_blackbox_pipeline.png ├── tutorial_whitebox_report_1.png ├── tutorial_whitebox_report_2.png ├── tutorial_whitebox_report_3.png └── tutorial_whitebox_report_4.png ├── lightautoml_gpu ├── __init__.py ├── addons │ ├── __init__.py │ ├── autots │ │ └── base.py │ ├── interpretation │ │ ├── __init__.py │ │ ├── data_process.py │ │ ├── l2x.py │ │ ├── l2x_model.py │ │ ├── lime.py │ │ └── utils.py │ ├── uplift │ │ ├── __init__.py │ │ ├── base.py │ │ ├── metalearners.py │ │ ├── metrics.py │ │ └── utils.py │ └── utilization │ │ ├── __init__.py │ │ └── utilization.py ├── automl │ ├── __init__.py │ ├── base.py │ ├── blend.py │ ├── gpu │ │ ├── __init__.py │ │ └── blend_gpu.py │ └── presets │ │ ├── __init__.py │ │ ├── base.py │ │ ├── gpu │ │ ├── __init__.py │ │ ├── tabular_configs_gpu │ │ │ ├── conf_0_sel_type_0.yml │ │ │ ├── conf_1_sel_type_1.yml │ │ │ ├── conf_2_select_mode_1_no_typ.yml │ │ │ ├── conf_3_sel_type_1_no_inter_lgbm.yml │ │ │ ├── conf_4_sel_type_0_no_int.yml │ │ │ ├── conf_5_sel_type_1_tuning_full.yml │ │ │ └── conf_6_sel_type_1_tuning_full_no_int_lgbm.yml │ │ ├── tabular_gpu_config.yml │ │ ├── tabular_gpu_presets.py │ │ ├── text_gpu_config.yml │ │ └── text_gpu_presets.py │ │ ├── image_config.yml │ │ ├── image_presets.py │ │ ├── tabular_config.yml │ │ ├── tabular_configs │ │ ├── conf_0_sel_type_0.yml │ │ ├── conf_1_sel_type_1.yml │ │ ├── conf_2_select_mode_1_no_typ.yml │ │ ├── conf_3_sel_type_1_no_inter_lgbm.yml │ │ ├── conf_4_sel_type_0_no_int.yml │ │ ├── conf_5_sel_type_1_tuning_full.yml │ │ └── conf_6_sel_type_1_tuning_full_no_int_lgbm.yml │ │ ├── tabular_presets.py │ │ ├── text_config.yml │ │ ├── text_presets.py │ │ ├── utils.py │ │ ├── whitebox_config.yml │ │ └── whitebox_presets.py ├── dataset │ ├── __init__.py │ ├── base.py │ ├── gpu │ │ ├── __init__.py │ │ └── gpu_dataset.py │ ├── np_pd_dataset.py │ ├── roles.py │ ├── seq_np_pd_dataset.py │ └── utils.py ├── image │ ├── __init__.py │ ├── image.py │ └── utils.py ├── ml_algo │ ├── __init__.py │ ├── base.py │ ├── boost_cb.py │ ├── boost_lgbm.py │ ├── boost_pb.py │ ├── boost_xgb.py │ ├── dl_model.py │ ├── gpu │ │ ├── __init__.py │ │ ├── base_gpu.py │ │ ├── boost_cb_gpu.py │ │ ├── boost_pb_gpu.py │ │ ├── boost_xgb_gpu.py │ │ ├── dl_model_gpu.py │ │ └── linear_gpu.py │ ├── linear_sklearn.py │ ├── random_forest.py │ ├── torch_based │ │ ├── __init__.py │ │ ├── gpu │ │ │ ├── __init__.py │ │ │ ├── catlinear.py │ │ │ ├── linear_model_cupy.py │ │ │ └── linear_model_distributed.py │ │ └── linear_model.py │ ├── tuning │ │ ├── __init__.py │ │ ├── base.py │ │ ├── gpu │ │ │ ├── __init__.py │ │ │ └── optuna_gpu.py │ │ ├── hyperopt.py │ │ └── optuna.py │ ├── utils.py │ └── whitebox.py ├── pipelines │ ├── __init__.py │ ├── features │ │ ├── __init__.py │ │ ├── base.py │ │ ├── generator_pipeline.py │ │ ├── gpu │ │ │ ├── __init__.py │ │ │ ├── base_gpu.py │ │ │ ├── lgb_pipeline_gpu.py │ │ │ ├── linear_pipeline_gpu.py │ │ │ └── text_pipeline_gpu.py │ │ ├── image_pipeline.py │ │ ├── lgb_pipeline.py │ │ ├── linear_pipeline.py │ │ ├── text_pipeline.py │ │ └── wb_pipeline.py │ ├── ml │ │ ├── __init__.py │ │ ├── base.py │ │ ├── nested_ml_pipe.py │ │ └── whitebox_ml_pipe.py │ ├── selection │ │ ├── __init__.py │ │ ├── base.py │ │ ├── importance_based.py │ │ ├── linear_selector.py │ │ └── permutation_importance_based.py │ └── utils.py ├── reader │ ├── __init__.py │ ├── base.py │ ├── gpu │ │ ├── __init__.py │ │ ├── cudf_reader.py │ │ ├── daskcudf_reader.py │ │ ├── guess_roles_gpu.py │ │ ├── seq_gpu.py │ │ └── seq_reader_gpu.py │ ├── guess_roles.py │ ├── seq.py │ ├── tabular_batch_generator.py │ └── utils.py ├── report │ ├── __init__.py │ ├── gpu │ │ ├── __init__.py │ │ └── report_deco_gpu.py │ ├── lama_report_templates │ │ ├── binary_inference_section.html │ │ ├── feature_importance_section.html │ │ ├── interpretation_section.html │ │ ├── interpretation_subsection.html │ │ ├── lama_base_template.html │ │ ├── model_section.html │ │ ├── multiclass_inference_section.html │ │ ├── nlp_section.html │ │ ├── nlp_subsection.html │ │ ├── reg_inference_section.html │ │ ├── results_section.html │ │ ├── train_set_section.html │ │ ├── uplift_section.html │ │ ├── uplift_subsection.html │ │ └── whitebox_section.html │ └── report_deco.py ├── tasks │ ├── __init__.py │ ├── base.py │ ├── common_metric.py │ ├── gpu │ │ ├── __init__.py │ │ ├── common_metric_gpu.py │ │ └── utils_gpu.py │ ├── losses │ │ ├── __init__.py │ │ ├── base.py │ │ ├── cb.py │ │ ├── cb_custom.py │ │ ├── gpu │ │ │ ├── __init__.py │ │ │ ├── cuml.py │ │ │ ├── pb_gpu.py │ │ │ ├── torch_gpu.py │ │ │ └── xgb_gpu.py │ │ ├── lgb.py │ │ ├── lgb_custom.py │ │ ├── pb.py │ │ ├── sklearn.py │ │ └── torch.py │ └── utils.py ├── text │ ├── __init__.py │ ├── dl_transformers.py │ ├── dp_utils.py │ ├── embed_dataset.py │ ├── gpu │ │ ├── __init__.py │ │ ├── dl_transformers_gpu.py │ │ ├── embed_dataset_gpu.py │ │ ├── tokenizer_gpu.py │ │ ├── trainer_gpu.py │ │ └── weighted_average_transformer_gpu.py │ ├── nn_model.py │ ├── sentence_pooling.py │ ├── tokenizer.py │ ├── trainer.py │ ├── utils.py │ └── weighted_average_transformer.py ├── transformers │ ├── __init__.py │ ├── base.py │ ├── categorical.py │ ├── datetime.py │ ├── decomposition.py │ ├── generator.py │ ├── gpu │ │ ├── __init__.py │ │ ├── categorical_gpu.py │ │ ├── datetime_gpu.py │ │ ├── decomp_gpu.py │ │ ├── numeric_gpu.py │ │ ├── seq_gpu.py │ │ ├── svd_utils_gpu.py │ │ └── text_gpu.py │ ├── image.py │ ├── numeric.py │ ├── seq.py │ └── text.py ├── utils │ ├── __init__.py │ ├── installation.py │ ├── logging.py │ └── timer.py └── validation │ ├── __init__.py │ ├── base.py │ ├── gpu │ ├── __init__.py │ └── 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