tests.test_core.KhiopsCoreIOTests
  ✅ test_analysis_results
  ✅ test_api_scenario_generation
  ✅ test_binary_dictionary_domain
  ✅ test_coclustering_results
  ✅ test_dictionary
  ✅ test_general_options
  ✅ test_runner_version
  ✅ test_std_stream_errors
  ✅ test_std_stream_warnings
  ✅ test_std_streams_files

tests.test_core.KhiopsCoreServicesTests
  ✅ test_analysis_results_accessors
  ✅ test_analysis_results_simple_edge_cases
  ✅ test_analysis_results_simple_initializations
  ✅ test_coclustering_results_accessors
  ✅ test_coclustering_results_simple_edge_cases
  ✅ test_coclustering_results_simple_initializations
  ✅ test_dictionary_accessors
  ✅ test_dictionary_extract_data_paths
  ✅ test_dictionary_get_dictionary_at_data_path
  ✅ test_dictionary_simple_edge_cases
  ✅ test_dictionary_simple_initializations

tests.test_core.KhiopsCoreSimpleUnitTests
  ✅ test_create_unambiguous_khiops_path

tests.test_core.KhiopsCoreVariousTests
  ✅ test_build_multi_table_dictionary_behavior
  ✅ test_build_multi_table_dictionary_deprecation
  ✅ test_invalid_templates
  ✅ test_invalid_version
  ✅ test_khiops_environment_variables_basic
  ✅ test_khiops_mpi_command_args_var
  ✅ test_khiops_mpi_lib_env_var
  ✅ test_khiops_mpiexec_path_var
  ✅ test_pykhiops_import_deprecation_warning
  ✅ test_scenario_generation
  ✅ test_undefined_khiops_proc_number_env_var
  ✅ test_version_comparisons
  ✅ test_zero_padded_version_equality

tests.test_dataset_class.KhiopsConsistensyOfFilesAndDictionariesWithInputDataTests
  ✅ test_created_dictionary_from_data_file_monotable
  ✅ test_created_dictionary_from_data_files_multitable_snowflake
  ✅ test_created_dictionary_from_data_files_multitable_star
  ✅ test_created_dictionary_from_dataframe_monotable
  ✅ test_created_dictionary_from_dataframes_multitable_snowflake
  ✅ test_created_dictionary_from_dataframes_multitable_star
  ✅ test_created_file_from_data_file_monotable
  ✅ test_created_file_from_dataframe_monotable
  ✅ test_created_file_from_numpy_array_monotable
  ✅ test_created_files_from_data_files_multitable_snowflake
  ✅ test_created_files_from_data_files_multitable_star
  ✅ test_created_files_from_dataframes_multitable_snowflake
  ✅ test_created_files_from_dataframes_multitable_star

tests.test_dataset_errors.DatasetSpecErrorsTests
  ✅ test_dic_spec_main_table_key_must_be_specified
  ✅ test_dict_spec_format_must_be_tuple
  ✅ test_dict_spec_format_tuple_1st_element_must_be_a_single_character
  ✅ test_dict_spec_format_tuple_1st_element_must_be_str
  ✅ test_dict_spec_format_tuple_2nd_element_must_be_bool
  ✅ test_dict_spec_key_column_type_must_be_str_or_int
  ✅ test_dict_spec_key_tables_must_be_mapping
  ✅ test_dict_spec_key_tables_must_be_present
  ✅ test_dict_spec_key_type_must_be_str_or_list_like
  ✅ test_dict_spec_main_table_key_must_be_non_empty_for_multitable_datasets
  ✅ test_dict_spec_main_table_must_be_specified_for_multitable_datasets
  ✅ test_dict_spec_main_table_must_be_str
  ✅ test_dict_spec_main_table_not_declared_in_tables
  ✅ test_dict_spec_relation_must_appear_once
  ✅ test_dict_spec_relation_table_must_be_in_table_list
  ✅ test_dict_spec_relation_tables_must_not_be_the_same
  ✅ test_dict_spec_relations_must_be_list_like
  ✅ test_dict_spec_relations_must_be_of_size_2
  ✅ test_dict_spec_relations_must_be_tuple
  ✅ test_dict_spec_secondary_table_key_must_be_specified
  ✅ test_dict_spec_source_table_type_must_be_array_like_or_str
  ✅ test_dict_spec_table_input_tuple_must_have_size_2
  ✅ test_dict_spec_table_input_type_must_be_a_tuple
  ✅ test_dict_spec_table_key_column_type_must_be_str
  ✅ test_dict_spec_table_key_must_be_str_or_sequence
  ✅ test_dict_spec_table_list_cannot_be_empty
  ✅ test_dict_spec_table_name_is_empty_string
  ✅ test_dict_spec_table_name_must_be_str
  ✅ test_dict_spec_table_relation_must_be_str
  ✅ test_dict_spec_target_column_must_be_specified_to_be_accessed
  ✅ test_dict_spec_y_must_be_str_when_x_is_file_spec
  ✅ test_dict_spec_y_type_must_be_series_when_x_is_df_spec
  ✅ test_file_table_fails_with_empty_table_file
  ✅ test_file_table_fails_with_non_existent_table_file
  ✅ test_file_table_internal_file_creation_fails_on_an_existing_path
  ✅ test_pandas_table_column_ids_must_all_be_int_or_str
  ✅ test_pandas_table_fails_if_target_column_is_already_in_the_features
  ✅ test_pandas_table_input_table_must_not_be_empty
  ✅ test_pandas_table_input_type_must_be_dataframe
  ✅ test_pandas_table_target_column_must_be_series
  ✅ test_sequence_spec_must_be_a_non_empty
  ✅ test_sequence_spec_must_be_str_or_df
  ✅ test_tuple_spec_elements_must_be_str
  ✅ test_tuple_spec_must_have_length_2
  ✅ test_x_must_be_df_or_tuple_or_sequence_or_mapping
  ✅ test_y_type_must_be_str_or_array_like_1d

tests.test_helper_functions.KhiopsHelperFunctions
  ✅ test_build_multi_table_dictionary_domain

tests.test_khiops_integrations.DockerKhiopsEdgeCases
  ✅ test_shared_dir_edge_cases

tests.test_khiops_integrations.KhiopsMultitableFitTests
  ⚪ test_estimator_multiple_create_and_fit_does_not_raise_exception

tests.test_khiops_integrations.KhiopsRunnerEnvironmentTests
  ✅ test_runner_has_mpiexec_on_linux
  ✅ test_runner_with_custom_khiops_binary_directory

tests.test_parallel_execution.KhiopsParallelRunningTests
  ⚪ test_parallel_classifier_fit
  ⚪ test_parallel_classifier_fit_predict
  ⚪ test_parallel_coclustering_fit
  ⚪ test_parallel_coclustering_fit_predict
  ⚪ test_parallel_encoder_fit
  ⚪ test_parallel_encoder_fit_predict
  ⚪ test_parallel_regressor_fit
  ⚪ test_parallel_regressor_fit_predict

tests.test_remote_access.KhiopsDockerRunnerTests
  ✅ test_khiops_classifier_with_remote_access
  ✅ test_train_predictor_fail_and_log_with_remote_access
  ✅ test_train_predictor_with_remote_access
  ⚪ test_khiops_coclustering_with_remote_access

tests.test_remote_access.KhiopsGCSRemoteFileTests
  ⚪ test_khiops_classifier_with_remote_access
  ⚪ test_khiops_coclustering_with_remote_access
  ⚪ test_train_predictor_fail_and_log_with_remote_access
  ⚪ test_train_predictor_with_remote_access

tests.test_remote_access.KhiopsS3RemoteFileTests
  ⚪ test_khiops_classifier_with_remote_access
  ⚪ test_khiops_coclustering_with_remote_access
  ⚪ test_train_predictor_fail_and_log_with_remote_access
  ⚪ test_train_predictor_with_remote_access

tests.test_samples.KhiopsSamplesTests
  ⚪ test_samples
  ⚪ test_samples_sklearn

tests.test_sklearn_output_types.KhiopsSklearnOutputTypes
  ⚪ test_classifier_output_types
  ⚪ test_regression_output_types

tests.test_sklearn.KhiopsSklearnParameterPassingTests
  ✅ test_parameter_transfer_classifier_fit_from_monotable_dataframe
  ✅ test_parameter_transfer_classifier_fit_from_monotable_file_dataset
  ✅ test_parameter_transfer_classifier_fit_from_multitable_dataframe
  ✅ test_parameter_transfer_classifier_fit_from_multitable_file_dataset
  ✅ test_parameter_transfer_classifier_predict_from_monotable_dataframe
  ✅ test_parameter_transfer_classifier_predict_from_monotable_file_dataset
  ✅ test_parameter_transfer_classifier_predict_from_multitable_dataframe
  ✅ test_parameter_transfer_classifier_predict_from_multitable_file_dataset
  ✅ test_parameter_transfer_coclustering_fit_from_dataframe
  ✅ test_parameter_transfer_coclustering_fit_from_file_dataset
  ✅ test_parameter_transfer_coclustering_predict_from_dataframe
  ✅ test_parameter_transfer_coclustering_predict_from_file_dataset
  ✅ test_parameter_transfer_coclustering_simplify_from_dataframe
  ✅ test_parameter_transfer_encoder_fit_from_monotable_dataframe
  ✅ test_parameter_transfer_encoder_fit_from_monotable_file_dataset
  ✅ test_parameter_transfer_encoder_fit_from_multitable_dataframe
  ✅ test_parameter_transfer_encoder_fit_from_multitable_file_dataset
  ✅ test_parameter_transfer_encoder_predict_from_monotable_dataframe
  ✅ test_parameter_transfer_encoder_predict_from_monotable_file_dataset
  ✅ test_parameter_transfer_encoder_predict_from_multitable_dataframe
  ✅ test_parameter_transfer_encoder_predict_from_multitable_file_dataset
  ✅ test_parameter_transfer_regressor_fit_from_monotable_dataframe
  ✅ test_parameter_transfer_regressor_fit_from_monotable_file_dataset
  ✅ test_parameter_transfer_regressor_fit_from_multitable_dataframe
  ✅ test_parameter_transfer_regressor_fit_from_multitable_file_dataset
  ✅ test_parameter_transfer_regressor_predict_from_monotable_dataframe
  ✅ test_parameter_transfer_regressor_predict_from_monotable_file_dataset
  ✅ test_parameter_transfer_regressor_predict_from_multitable_dataframe
  ✅ test_parameter_transfer_regressor_predict_from_multitable_file_dataset

tests.test_sklearn.PyKhiopsSklearnEstimatorStandardTests
  ✅ test_sklearn_check_estimator