Index _ | A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | R | S | T | U | V | W _ __init__() (wip.modules.pulp_solver.PulpSolver method) _additional_features() (in module wip.constants) _check_variable_bounds() (wip.modules.pulp_solver.PulpSolver method) _extract_key_name() (wip.modules.pulp_solver.PulpSolver method) _lp_int_minmax() (wip.modules.lparray.lparray method) _lp_minmax() (wip.modules.lparray.lparray method) _read_limits() (in module wip.constants) _remove_non_ascii_normalized() (wip.modules.pulp_solver.PulpSolver method) _scaling_limits() (in module wip.constants) _sub_specific_characters() (wip.modules.pulp_solver.PulpSolver method) A abs() (wip.modules.lparray.lparray method) abs_decompose() (wip.modules.lparray.lparray method) add_abs() (in module wip.modules.lparray) add_columns() (in module wip.datatools.display) add_constant_tags_summary() (in module wip.temporary) add_constraint() (wip.modules.constraints.Constraints method) add_energia_pensa_quantile_constraint() (in module wip.modules.constraints) add_relationship_cfix_antracito() (in module wip.files.tags_relationships) add_tags_to_models() (in module wip.datatools.ml_filters) adjust_column_widths() (in module wip.temporary) adjust_models_coefficients() (in module wip.temporary) adjust_real_cost() (in module wip.modules.solver_ops) analyze_unfeasible_problems() (in module wip.model_diagnostics.unfeasible_tools) apply_model_new() (in module wip.mltrainer) apply_naive_model() (in module wip.mltrainer) apply_shap() (in module wip.datatools.shap_ops) apply_style_cells() (in module wip.temporary) B BINARY_LB (wip.modules.lparray.lparray attribute) BINARY_UB (wip.modules.lparray.lparray attribute) bounds_linking() (in module wip.temporary) bounds_mapping_groupby() (in module wip.temporary) build_restrictions() (in module wip.otm) C can_define_inter_problem_constraint() (in module wip.temporary) check_adjacent_temp_group_column_names() (in module wip.datatools.ml_filters) check_quantile_values() (in module wip.files.rolling_limits) check_rolling_limits_values() (in module wip.files.rolling_limits) check_rolling_value() (in module wip.files.rolling_limits) clean_data() (in module wip.datatools.ml_filters) cleaner() (in module wip.datatools.outlier_removal) clip_negative_values() (in module wip.datatools.ml_filters) compute_shap_values() (in module wip.datatools.shap_ops) compute_statistics() (in module wip.temporary) compute_statistics_datasets() (in module wip.temporary) constant_tags_summary() (in module wip.datatools.data_checks) Constants (class in wip.constants) constrain() (wip.modules.lparray.lparray method) constraint_taxa_alimentacao_disco() (in module wip.modules.constraints) Constraints (class in wip.modules.constraints) convert_columns_to_numeric() (in module wip.datatools.outlier_removal) count_out() (in module wip.modules.lparray) create() (wip.modules.lparray.lparray class method) create_anon() (wip.modules.lparray.lparray class method) create_denorm_constraints() (in module wip.files.lp_denorm_constraints) create_errors_dict() (in module wip.datatools.data_checks) create_like() (wip.modules.lparray.lparray class method) create_lp_file() (wip.modules.pulp_solver.PulpSolver method) create_perfil_temperature_sheet() (in module wip.temporary) create_results_ranges() (in module wip.temporary) create_row_data() (in module wip.datatools.display) custom_format() (in module wip.modules.solver_ops) D dataframe_to_worksheet() (in module wip.temporary) datasets_filter() (in module wip.datatools.ml_filters) date_select() (in module wip.temporary) dbutils_glob() (in module wip.utils) define_bentonita_limit() (wip.modules.limits.Limits static method) define_constant_limits() (wip.modules.limits.Limits static method) define_flotcor_limit() (wip.modules.limits.Limits static method) define_limit_by_normalization() (wip.modules.limits.Limits static method) define_limit_by_quantile() (wip.modules.limits.Limits static method) define_limit_by_rolling_mean() (wip.modules.limits.Limits static method) define_operator_term() (wip.modules.constraints.Constraints static method) define_optimization_results() (in module wip.modules.outputs) define_range_constraints() (in module wip.modules.solver_ops) define_range_terms() (wip.modules.constraints.Constraints static method) define_real_scalers() (in module wip.modules.ops) define_targets() (in module wip.constants) define_term_limit() (wip.modules.constraints.Constraints static method) define_work_dataset() (wip.modules.limits.Limits static method) denormalize_lpvar() (in module wip.files.lp_denorm_constraints) detect_file_encoding() (in module wip.modules.ops) display_files() (in module wip.utils) drop_model_coefficients() (in module wip.temporary) drop_models_results() (in module wip.temporary) drop_scalers() (in module wip.temporary) drop_tags() (in module wip.datatools.ml_filters) E energy_cons_vents_faixas() (in module wip.temporary) energy_cons_vents_slopes() (in module wip.temporary) exists() (in module wip.utils) export_results() (wip.modules.pulp_solver.PulpSolver method) F FakeScaler (class in wip.temporary) fan_consumption_constraint() (in module wip.files.lp_denorm_constraints) fill_all_missing_columns() (in module wip.datatools.ml_filters) fill_empty_columns() (in module wip.datatools.ml_filters) filter_bentonita_datasets() (in module wip.datatools.ml_filters) filter_corpo_moedor_especifico() (in module wip.temporary) filter_datasets_df_sql_by_date() (in module wip.temporary) filter_inf() (in module wip.datatools.ml_filters) filter_production_range() (in module wip.datatools.shap_ops) filter_quantile() (in module wip.datatools.ml_filters) filter_quantile_datasets() (in module wip.datatools.ml_filters) filter_status() (in module wip.datatools.ml_filters) filter_status_column() (in module wip.datatools.shap_ops) filter_tag() (in module wip.datatools.ml_filters) filter_temperature_groups() (in module wip.datatools.ml_filters) filters_vacuum_bombs_relationship() (in module wip.modules.constraints) find_filepath() (in module wip.utils) find_iis() (in module wip.model_diagnostics.unfeasible_tools) find_last_non_missing_column() (in module wip.datatools.data_checks) find_last_non_missing_columns() (in module wip.datatools.data_checks) find_models_by_partial_name() (in module wip.datatools.ml_filters) find_models_by_partial_names() (in module wip.datatools.ml_filters) find_models_by_partial_tag() (in module wip.datatools.ml_filters) find_models_by_tag() (in module wip.datatools.ml_filters) find_models_by_tags() (in module wip.datatools.ml_filters) find_unique_name() (in module wip.modules.lparray) fit() (wip.temporary.FakeScaler method), [1] fit_scalers_to_tag() (in module wip.modules.ops) fit_transform() (wip.temporary.FakeScaler method) fix_grupos_de_queima_limits() (in module wip.modules.constraints) fix_pres_tag() (in module wip.datatools.ml_filters) fix_variables_limits() (in module wip.model_diagnostics.unfeasible_tools) fix_vent_control_tags_bounds() (in module wip.temporary) format_key() (in module wip.modules.model_module) format_results() (in module wip.temporary) format_value() (in module wip.modules.model_module) G generic_term_writing() (wip.modules.constraints.Constraints static method) get_column_values_from_datasets() (in module wip.datatools.ml_filters) get_constant_tags() (in module wip.datatools.data_checks) get_constraint_bounds() (wip.modules.constraints.Constraints method) get_constraint_coefficients() (wip.modules.constraints.Constraints method) get_constraint_names() (wip.modules.constraints.Constraints method) get_constraint_values() (wip.modules.constraints.Constraints method) get_dbutils() (in module wip.utils) get_function_kwargs() (in module wip.utils) get_function_parameters() (in module wip.utils) get_limits() (in module wip.otm) get_most_recent_values() (in module wip.datatools.ml_filters) get_original_tag_name() (in module wip.modules.ops) get_output_filepaths() (in module wip.mltrainer) get_pi_system_tag_names() (in module wip.modules.solver_ops) get_pisystem_tag_name() (in module wip.modules.outputs) get_prediction() (in module wip.mltrainer) get_probs() (wip.modules.pulp_solver.PulpSolver method) get_production() (in module wip.datatools.ml_filters) get_production_pc() (in module wip.datatools.ml_filters) get_replacement_value() (in module wip.datatools.ml_filters) get_spark_context() (in module wip.utils) H handle_unsolved_problem() (in module wip.model_diagnostics.unfeasible_tools) HasShape (class in wip.modules.lparray) I identify_and_replace_outliers() (in module wip.datatools.outlier_removal) increasing_temp_gq() (in module wip.modules.outputs) INVERSE_TARGETS_IN_MODEL (wip.constants.Constants attribute) inverse_transform() (wip.temporary.FakeScaler method), [1] inverse_transform_lpvar() (in module wip.modules.ops) inverse_transform_models_features() (in module wip.temporary) is_running_on_databricks() (in module wip.utils) K knn_impute() (in module wip.datatools.outlier_removal) L Limits (class in wip.modules.limits) LIMITS (wip.constants.Constants attribute) limits_by_rolling_mean() (wip.modules.limits.Limits static method) link_nro_filtros_func_lpvars() (in module wip.modules.constraints) link_queima_vars() (in module wip.temporary) link_rota_func_filtros() (in module wip.modules.constraints) logical_clip() (wip.modules.lparray.lparray method) lp_bin_and() (wip.modules.lparray.lparray method) lp_bin_max() (wip.modules.lparray.lparray method) lp_bin_min() (wip.modules.lparray.lparray method) lp_bin_or() (wip.modules.lparray.lparray method) lp_define_or_constraint() (in module wip.modules.lparray) lp_int_max() (wip.modules.lparray.lparray method) lp_int_min() (wip.modules.lparray.lparray method) lp_minmax() (in module wip.modules.lparray) lp_multiply() (in module wip.modules.lparray) lp_real_max() (wip.modules.lparray.lparray method) lp_real_min() (wip.modules.lparray.lparray method) lp_variables_to_excel() (in module wip.modules.outputs) lparray (class in wip.modules.lparray) M main_otm() (in module wip.otm) manual_kfold_validation() (in module wip.modules.predictive_module) measure_new_coef() (wip.modules.constraints.Constraints static method) mod_filtros() (in module wip.datatools.ml_filters) (in module wip.modules.predictive_module) module pelopt wip wip.constants wip.datatools wip.datatools.data_checks wip.datatools.display wip.datatools.io_ops wip.datatools.ml_filters wip.datatools.outlier_removal wip.datatools.plots wip.datatools.shap_ops wip.endpoints wip.files wip.files.complex_constraints wip.files.constant_limits wip.files.custo_real wip.files.depara_pisystem wip.files.df_detailed wip.files.fixed_limits wip.files.general_constraints wip.files.lp_denorm_constraints wip.files.norm_limits wip.files.process_tag_map wip.files.quantile_limits wip.files.range_complex_constraints wip.files.range_constraints wip.files.rolling_limits wip.files.tags_relationships wip.files.variable_constraints wip.logging_config wip.ml_configs wip.mltrainer wip.model_diagnostics wip.model_diagnostics.unfeasible_tools wip.modules wip.modules.constraints wip.modules.limits wip.modules.lparray wip.modules.model_module wip.modules.ops wip.modules.outputs wip.modules.predictive_module wip.modules.pulp_solver wip.modules.solver_ops wip.otm wip.tags_faltando wip.temporary wip.utils multi_merge() (in module wip.datatools.ml_filters) N non_zero_filter() (in module wip.datatools.ml_filters) normalize_feature() (in module wip.modules.ops) O OBJ_FUNC_COEF (wip.constants.Constants attribute) P params_to_str() (in module wip.modules.model_module) parse_complex_constraints() (wip.modules.constraints.Constraints static method) parse_data() (wip.modules.constraints.Constraints static method) parse_limits() (wip.modules.limits.Limits static method) parse_range_complex_constraints() (wip.modules.constraints.Constraints static method) parse_type_complex_terms() (wip.modules.constraints.Constraints static method) pattern_filter() (in module wip.datatools.ml_filters) pelopt module pivot_optimization_results() (in module wip.temporary) plot_time_series() (in module wip.datatools.plots) prepare_series() (in module wip.modules.constraints) preprocess_df_train() (in module wip.datatools.shap_ops) print_rich_table() (in module wip.datatools.display) process_columns() (in module wip.datatools.shap_ops) process_critical_cols_dict() (in module wip.otm) process_labels() (in module wip.temporary) process_row() (in module wip.datatools.display) process_term() (in module wip.files.lp_denorm_constraints) process_terms() (in module wip.files.lp_denorm_constraints) production_range (wip.constants.Constants attribute) PulpSolver (class in wip.modules.pulp_solver) R read_csv() (in module wip.datatools.io_ops) read_joblib() (in module wip.datatools.io_ops) read_json() (in module wip.datatools.io_ops) read_json_dls() (in module wip.modules.ops) read_limits() (wip.modules.limits.Limits static method) read_local_datasets_df_sql() (in module wip.datatools.io_ops) read_model_results() (in module wip.otm) read_text() (in module wip.datatools.io_ops) remove_constraint() (wip.modules.constraints.Constraints method) remove_files() (in module wip.utils) remove_files_databricks() (in module wip.utils) replace_string_from_file() (in module wip.modules.ops) replace_symbols() (in module wip.modules.outputs) replace_values() (in module wip.datatools.ml_filters) replace_values_by_mean() (in module wip.datatools.ml_filters) replace_values_datasets() (in module wip.datatools.ml_filters) replace_ventiladores_tags() (in module wip.temporary) retrieve_best_model() (in module wip.modules.solver_ops) retrieve_model_coeficients() (in module wip.modules.solver_ops) rot_pot_filtragem() (in module wip.modules.outputs) round_value() (in module wip.temporary) run_mltrainer() (in module wip.endpoints) run_mltrainer_and_optimization() (in module wip.endpoints) S save_formatted_dataframe() (in module wip.temporary) save_otm_results() (in module wip.otm) save_solver_results() (in module wip.modules.solver_ops) scaling_target_values() (in module wip.modules.ops) select_best_model() (in module wip.datatools.shap_ops) set_constraint_bounds() (wip.modules.constraints.Constraints method) set_constraint_coefficients() (wip.modules.constraints.Constraints method) set_constraint_values() (wip.modules.constraints.Constraints method) shape (wip.modules.lparray.HasShape attribute) solve_range() (wip.modules.pulp_solver.PulpSolver method) solvers (wip.modules.pulp_solver.PulpSolver attribute) string_in_list() (in module wip.modules.ops) sumit() (wip.modules.lparray.lparray method) T tags_to_scale (wip.constants.Constants attribute) TARGETS_IN_MODEL (wip.constants.Constants attribute) temp_production_ranges_ascending() (in module wip.temporary) to_csv() (in module wip.datatools.io_ops) to_excel() (in module wip.datatools.io_ops) to_joblib() (in module wip.datatools.io_ops) to_json() (in module wip.datatools.io_ops) to_lp() (in module wip.datatools.io_ops) to_mps() (in module wip.datatools.io_ops) to_pickle() (in module wip.datatools.io_ops) to_rich_table() (in module wip.datatools.display) to_text() (in module wip.datatools.io_ops) train_ml_models() (in module wip.mltrainer) transform() (wip.temporary.FakeScaler method), [1] U unnormalize_feature() (in module wip.modules.ops) unnormalize_optimization_tags() (in module wip.modules.solver_ops) V validate_and_set_default_justification() (in module wip.datatools.display) validate_and_set_default_styles() (in module wip.datatools.display) validate_range_complex_constraints() (in module wip.files.range_complex_constraints) values (wip.modules.lparray.lparray property) W winsorize_outliers_except_last() (in module wip.datatools.outlier_removal) wip module wip.constants module wip.datatools module wip.datatools.data_checks module wip.datatools.display module wip.datatools.io_ops module wip.datatools.ml_filters module wip.datatools.outlier_removal module wip.datatools.plots module wip.datatools.shap_ops module wip.endpoints module wip.files module wip.files.complex_constraints module wip.files.constant_limits module wip.files.custo_real module wip.files.depara_pisystem module wip.files.df_detailed module wip.files.fixed_limits module wip.files.general_constraints module wip.files.lp_denorm_constraints module wip.files.norm_limits module wip.files.process_tag_map module wip.files.quantile_limits module wip.files.range_complex_constraints module wip.files.range_constraints module wip.files.rolling_limits module wip.files.tags_relationships module wip.files.variable_constraints module wip.logging_config module wip.ml_configs module wip.mltrainer module wip.model_diagnostics module wip.model_diagnostics.unfeasible_tools module wip.modules module wip.modules.constraints module wip.modules.limits module wip.modules.lparray module wip.modules.model_module module wip.modules.ops module wip.modules.outputs module wip.modules.predictive_module module wip.modules.pulp_solver module wip.modules.solver_ops module wip.otm module wip.tags_faltando module wip.temporary module wip.utils module write_calcario_equal() (wip.modules.constraints.Constraints static method) write_complex_constraints() (wip.modules.constraints.Constraints static method) write_compressao_min_lim() (wip.modules.constraints.Constraints static method) write_constraint() (in module wip.modules.solver_ops) write_descriptive_constraints() (in module wip.modules.solver_ops) write_feature_constraints() (wip.modules.constraints.Constraints static method) write_gran_ocs_tm_equality() (wip.modules.constraints.Constraints static method) write_gran_ocs_tm_min() (wip.modules.constraints.Constraints static method) write_lp() (in module wip.datatools.io_ops) write_mill_feed_rate() (wip.modules.constraints.Constraints static method) write_objective_function_coef() (in module wip.modules.outputs) write_simple_constraints() (in module wip.modules.solver_ops) (wip.modules.constraints.Constraints static method) write_simple_range_terms() (wip.modules.constraints.Constraints static method) write_special_constraints() (wip.modules.constraints.Constraints static method) write_targets_limits() (wip.modules.constraints.Constraints static method) write_variable_constraints() (wip.modules.constraints.Constraints static method) write_vent_rotation() (wip.modules.constraints.Constraints static method)