NAMESPACE

# Generated by roxygen2: do not edit by hand

S3method(print,llm_image_artifact)
export(AutoArfima)
export(AutoBanditNNet)
export(AutoBanditSarima)
export(AutoCatBoostCARMA)
export(AutoCatBoostClassifier)
export(AutoCatBoostFunnelCARMA)
export(AutoCatBoostFunnelCARMAScoring)
export(AutoCatBoostMultiClass)
export(AutoCatBoostRegression)
export(AutoCatBoostScoring)
export(AutoDataDictionaries)
export(AutoETS)
export(AutoH2OCARMA)
export(AutoH2OMLScoring)
export(AutoH2oDRFClassifier)
export(AutoH2oDRFMultiClass)
export(AutoH2oDRFRegression)
export(AutoH2oGAMClassifier)
export(AutoH2oGAMMultiClass)
export(AutoH2oGAMRegression)
export(AutoH2oGBMClassifier)
export(AutoH2oGBMMultiClass)
export(AutoH2oGBMRegression)
export(AutoH2oGLMClassifier)
export(AutoH2oGLMMultiClass)
export(AutoH2oGLMRegression)
export(AutoH2oMLClassifier)
export(AutoH2oMLMultiClass)
export(AutoH2oMLRegression)
export(AutoHierarchicalFourier)
export(AutoLightGBMCARMA)
export(AutoLightGBMClassifier)
export(AutoLightGBMMultiClass)
export(AutoLightGBMRegression)
export(AutoLightGBMScoring)
export(AutoShapeShap)
export(AutoTBATS)
export(AutoWordFreq)
export(AutoXGBoostCARMA)
export(AutoXGBoostClassifier)
export(AutoXGBoostMultiClass)
export(AutoXGBoostRegression)
export(AutoXGBoostScoring)
export(BarPlot)
export(BenchmarkData)
export(BinaryClassificationModelInsightsReport)
export(BinaryClassificationShapAnalysisReport)
export(BoxPlot)
export(CausalMediation)
export(ChartTheme)
export(CorrMatrixPlot)
export(CumGainsChart)
export(DataTable)
export(DataTable2)
export(DensityPlot)
export(EDAReport)
export(EDA_Histograms)
export(EvalPlot)
export(FakeDataGenerator)
export(GenTSAnomVars)
export(HeatMapPlot)
export(HistPlot)
export(ModelInsightsReport)
export(ObjectFileToBase64)
export(ObjectFileToDataURL)
export(ObjectFileToMarkdown)
export(ObjectFileToOpenAIImageInput)
export(ObjectFileToOpenAIPlotMessage)
export(ObjectTextToOpenAIInput)
export(ObjectToBase64PNG)
export(ObjectToDataURL)
export(ObjectToHTML)
export(ObjectToLLMArtifact)
export(ObjectToMarkdown)
export(ObjectToOpenAIPlotMessage)
export(ObjectToPNG)
export(ParDepCalPlots)
export(PlotGUI)
export(PostGRE_AppendData)
export(PostGRE_CreateTable)
export(PostGRE_GetTableNames)
export(PostGRE_ListTables)
export(PostGRE_Query)
export(PostGRE_RemoveCreateAppend)
export(PostGRE_RemoveTable)
export(PosteGRE_CreateDatabase)
export(PosteGRE_DropDB)
export(PosteGRE_ListDatabases)
export(ROCPlot)
export(RegressionModelInsightsReport)
export(RegressionShapAnalysisReport)
export(ResidualOutliers)
export(ResidualPlots)
export(SQL_ClearTable)
export(SQL_DropTable)
export(SQL_Query)
export(SQL_Query_Push)
export(SQL_SaveTable)
export(SQL_Server_DBConnection)
export(ScatterCopula)
export(ShapImportancePlot)
export(SingleRowShapeShap)
export(StockData)
export(StockPlot)
export(TargetAnalysisReport)
export(TimeSeriesDataPrepare)
export(UserBaseEvolution)
export(ViolinPlot)
export(aq_adjustment_guidance)
export(aq_alternative_cash_flows)
export(aq_alternative_dominance)
export(aq_analyze_randomized_design_depth)
export(aq_apply_threshold_policy)
export(aq_artifact_envelope)
export(aq_artifact_relationships)
export(aq_assess_alternative_economics)
export(aq_assess_assignment_balance)
export(aq_assess_binary_model)
export(aq_assess_business_alignment)
export(aq_assess_causal_designs)
export(aq_assess_croston_forecast)
export(aq_assess_decision_alternatives)
export(aq_assess_decision_effort)
export(aq_assess_decision_information_value)
export(aq_assess_decision_option_value)
export(aq_assess_decision_optionality)
export(aq_assess_decision_quality)
export(aq_assess_decision_review_readiness)
export(aq_assess_decision_risk)
export(aq_assess_decision_thresholds)
export(aq_assess_epistemic_claims)
export(aq_assess_estimand_preservation)
export(aq_assess_experiment_analysis_readiness)
export(aq_assess_experiment_design_eligibility)
export(aq_assess_explore_exploit)
export(aq_assess_forecast)
export(aq_assess_funnel_forecast)
export(aq_assess_guardrails)
export(aq_assess_hierarchical_forecast)
export(aq_assess_hurdle_forecast)
export(aq_assess_identification)
export(aq_assess_interference_spillover)
export(aq_assess_itt_materiality)
export(aq_assess_missingness_attrition)
export(aq_assess_model)
export(aq_assess_multitarget_forecast)
export(aq_assess_observational_balance)
export(aq_assess_observational_estimation_readiness)
export(aq_assess_observational_overlap)
export(aq_assess_observational_selection_missingness)
export(aq_assess_observational_temporal_eligibility)
export(aq_assess_observational_variation)
export(aq_assess_panel_forecast)
export(aq_assess_randomization_integrity)
export(aq_assess_randomized_carryover)
export(aq_assess_realized_balance)
export(aq_assess_sba_forecast)
export(aq_assess_scoring)
export(aq_assess_treatment_fidelity)
export(aq_assess_tsb_forecast)
export(aq_assignment_evidence)
export(aq_assignment_plan)
export(aq_attach_outcomes)
export(aq_business_intent)
export(aq_business_intent_artifact)
export(aq_catboost_implementation_descriptor)
export(aq_catboost_tuning_space)
export(aq_causal_context)
export(aq_causal_planning_artifact)
export(aq_causal_question)
export(aq_causal_relationships)
export(aq_causal_variable_roles)
export(aq_combine_forecasts)
export(aq_compare_funnel_strategies)
export(aq_compare_intermittent_demand_methods)
export(aq_compare_multitarget_strategies)
export(aq_completed_experiment)
export(aq_completed_experiment_evidence_artifact)
export(aq_compliance_evidence)
export(aq_conformal_forecast_intervals)
export(aq_construct_observational_matches)
export(aq_construct_observational_weights)
export(aq_croston_forecast_spec)
export(aq_decision_action_thresholds)
export(aq_decision_alternative)
export(aq_decision_approval)
export(aq_decision_condition)
export(aq_decision_context)
export(aq_decision_context_artifact)
export(aq_decision_evidence_package)
export(aq_decision_followup_candidates)
export(aq_decision_implementation_plan)
export(aq_decision_learning_summary)
export(aq_decision_memory_artifact)
export(aq_decision_monitoring_plan)
export(aq_decision_optionality)
export(aq_decision_review)
export(aq_decision_review_request)
export(aq_decision_timeline)
export(aq_decision_valuation_artifact)
export(aq_decision_valuation_calibration_record)
export(aq_decision_valuation_campaign_seeds)
export(aq_decision_valuation_context)
export(aq_decision_valuation_scenarios)
export(aq_decision_valuation_sensitivity)
export(aq_decision_workflow)
export(aq_decision_workflow_artifact)
export(aq_decision_workflow_campaign_seeds)
export(aq_decision_workflow_staleness)
export(aq_detect_epistemic_findings)
export(aq_did_analysis_spec)
export(aq_did_composition_stability)
export(aq_did_effect_artifact)
export(aq_did_effect_report)
export(aq_did_parallel_trends)
export(aq_did_pre_period_diagnostics)
export(aq_did_readiness)
export(aq_did_sensitivity_summary)
export(aq_discover_forecasting_capabilities)
export(aq_enforce_randomized_outcome_windows)
export(aq_epistemic_adjudication)
export(aq_epistemic_claim_record)
export(aq_epistemic_claim_strength_levels)
export(aq_epistemic_finding_definitions)
export(aq_epistemic_integrity_artifact)
export(aq_epistemic_intervention_event)
export(aq_epistemic_quality_gates)
export(aq_epistemic_risk_registry)
export(aq_estimand)
export(aq_estimate_did_effect)
export(aq_estimate_observational_aipw)
export(aq_estimate_observational_effect)
export(aq_estimate_randomized_itt)
export(aq_evaluate_hurdle_panel_strategies)
export(aq_evaluate_panel_strategies)
export(aq_evidence_impact_mapping)
export(aq_exclusion_evidence)
export(aq_experiment_design_spec)
export(aq_experiment_gate_assessment)
export(aq_experiment_information_value)
export(aq_experiment_plan_artifact)
export(aq_experiment_question)
export(aq_experiment_timing_plan)
export(aq_exposure_evidence)
export(aq_fit_croston_forecast)
export(aq_fit_forecast)
export(aq_fit_funnel_forecast)
export(aq_fit_hurdle_forecast)
export(aq_fit_model)
export(aq_fit_multitarget_forecast)
export(aq_fit_observational_outcome_models)
export(aq_fit_observational_propensity)
export(aq_fit_panel_forecast)
export(aq_fit_sba_forecast)
export(aq_fit_tsb_forecast)
export(aq_forecast_experiment_spec)
export(aq_forecast_method_tournament)
export(aq_forecast_parallel_policy)
export(aq_forecast_partition)
export(aq_forecast_spec)
export(aq_funnel_forecast_spec)
export(aq_governed_decision_valuation_recommendation)
export(aq_hierarchy_spec)
export(aq_hurdle_forecast_spec)
export(aq_interference_plan)
export(aq_intermittent_demand_diagnostics)
export(aq_itt_analysis_population)
export(aq_itt_missing_outcome_bounds)
export(aq_load_model_bundle)
export(aq_measurement_plan)
export(aq_model_bundle)
export(aq_model_operator_capabilities)
export(aq_model_spec)
export(aq_monitor_scoring)
export(aq_mstl_decompose)
export(aq_multi_criteria_assessment)
export(aq_multitarget_forecast_spec)
export(aq_observational_adjustment_spec)
export(aq_observational_analysis_spec)
export(aq_observational_assignment_mechanism)
export(aq_observational_assignment_model_diagnostics)
export(aq_observational_causal_planning_artifact)
export(aq_observational_design_eligibility)
export(aq_observational_effect_artifact)
export(aq_observational_falsification_plan)
export(aq_observational_sensitivity_summary)
export(aq_observational_study)
export(aq_observational_treatment_definition)
export(aq_outcome_evidence)
export(aq_panel_forecast_partition)
export(aq_panel_forecast_spec)
export(aq_panel_strategy_spec)
export(aq_partition_spec)
export(aq_plan_causal_investigation)
export(aq_plan_forecasting_strategy)
export(aq_plan_observational_causal_analysis)
export(aq_planned_analysis_record)
export(aq_power_plan)
export(aq_predict_model)
export(aq_randomization_inference)
export(aq_randomized_causal_effect_report)
export(aq_randomized_cuped_adjustment)
export(aq_randomized_design_analysis_spec)
export(aq_randomized_design_method_eligibility)
export(aq_randomized_guardrail_decision)
export(aq_randomized_itt_campaign_seeds)
export(aq_randomized_itt_effect_artifact)
export(aq_randomized_itt_spec)
export(aq_randomized_materiality_regions)
export(aq_randomized_multiplicity_adjust)
export(aq_randomized_robustness_matrix)
export(aq_realized_value_review)
export(aq_reconcile_decision_implementation)
export(aq_reconcile_experiment_execution)
export(aq_reconcile_forecast_advanced)
export(aq_reconcile_hierarchical_forecast)
export(aq_record_decision_implementation)
export(aq_review_decision)
export(aq_review_randomized_itt_result)
export(aq_rolling_origin_croston_forecast)
export(aq_rolling_origin_forecast)
export(aq_rolling_origin_hierarchical_forecast)
export(aq_rolling_origin_hurdle_forecast)
export(aq_rolling_origin_panel_forecast)
export(aq_rolling_origin_sba_forecast)
export(aq_rolling_origin_tsb_forecast)
export(aq_run_forecast_experiment)
export(aq_run_forecast_experiment_campaign)
export(aq_save_model_bundle)
export(aq_sba_forecast_spec)
export(aq_score_model)
export(aq_score_probabilistic_forecast)
export(aq_scoring_spec)
export(aq_supervised_reference_contract)
export(aq_supported_actions)
export(aq_target_trial_spec)
export(aq_threshold_policy)
export(aq_treatment_delivery_evidence)
export(aq_tsb_forecast_spec)
export(aq_unmeasured_confounding_risk_register)
export(aq_validate_artifact)
export(aq_validate_assignment_evidence)
export(aq_validate_business_intent)
export(aq_validate_causal_context)
export(aq_validate_causal_graph)
export(aq_validate_causal_question)
export(aq_validate_completed_experiment)
export(aq_validate_decision_approval)
export(aq_validate_decision_context)
export(aq_validate_decision_valuation_context)
export(aq_validate_decision_workflow)
export(aq_validate_did_analysis_spec)
export(aq_validate_estimand)
export(aq_validate_evidence_impact_mapping)
export(aq_validate_experiment_design_spec)
export(aq_validate_experiment_question)
export(aq_validate_forecast_spec)
export(aq_validate_funnel_forecast_spec)
export(aq_validate_hierarchy_spec)
export(aq_validate_hurdle_forecast_spec)
export(aq_validate_model_bundle)
export(aq_validate_model_spec)
export(aq_validate_multitarget_forecast_spec)
export(aq_validate_observational_analysis_spec)
export(aq_validate_observational_balance)
export(aq_validate_observational_study)
export(aq_validate_outcome_evidence)
export(aq_validate_panel_forecast_spec)
export(aq_validate_panel_strategy_spec)
export(aq_validate_randomized_design_analysis_spec)
export(aq_validate_randomized_itt_readiness)
export(aq_validate_randomized_itt_spec)
export(aq_validate_target_trial_spec)
export(aq_validate_variable_semantics)
export(aq_validity_threat_register)
export(aq_variable_semantics)
export(aq_variable_semantics_artifact)
export(generate_binary_classification_model_insights_artifacts)
export(generate_binary_classification_shap_analysis_artifacts)
export(generate_catboost_builder_artifacts)
export(generate_eda_artifacts)
export(eda_characterize_dataset)
export(eda_applicability_plan)
export(generate_eda_communication_envelope)
export(generate_target_communication_envelope)
export(generate_model_assessment_artifacts)
export(generate_regression_model_insights_artifacts)
export(generate_regression_shap_analysis_artifacts)
export(multiplot)
export(new_computation_graph_artifact)
export(new_diagnostic_artifact)
export(new_display_plan_artifact)
export(new_finding_artifact)
export(new_metadata_artifact)
export(new_plot_artifact)
export(new_quality_gate_artifact)
export(new_table_artifact)
export(new_warning_artifact)
export(qa_artifact_schema_framework)
export(qa_autoquant_package)
export(qa_business_intent_framework)
export(qa_catboost_supervised_conformance)
export(qa_catboost_supervised_performance)
export(qa_causal_completed_experiment_framework)
export(qa_causal_randomized_design_analysis_framework)
export(qa_causal_randomized_itt_framework)
export(qa_decision_lifecycle_framework)
export(qa_decision_management_framework)
export(qa_decision_valuation_framework)
export(qa_decision_workflow_framework)
export(qa_epistemic_integrity_contracts)
export(qa_generate_binary_classification_model_insights_artifacts)
export(qa_generate_catboost_builder_artifacts)
export(qa_generate_catboost_builder_artifacts_binary)
export(qa_generate_catboost_builder_artifacts_regression)
export(qa_observational_causal_estimation)
export(qa_observational_causal_planning)
export(qa_observational_did_estimation)
export(qa_pairwise_report_artifact_uniqueness)
export(qa_report_api_contracts)
export(qa_shap_autonls_backend)
export(qa_shap_interaction_guards)
export(qa_shap_interaction_pair_deduplication)
export(qa_shap_report_wrapper_contracts)
export(qa_supervised_reference_contract)
export(qa_unordered_pair_key_helpers)
export(qa_variable_semantics_framework)
export(qa_vnext_artifact_framework)
export(qa_vnext_catboost_binary)
export(qa_vnext_catboost_regression)
export(qa_vnext_forecasting_experiment_campaigns)
export(qa_vnext_forecasting_foundation)
export(qa_vnext_forecasting_planning)
export(qa_vnext_forecasting_wave1b)
export(qa_vnext_funnel_forecasting_foundation)
export(qa_vnext_hierarchical_forecasting_foundation)
export(qa_vnext_hurdle_forecasting_foundation)
export(qa_vnext_model_bundle)
export(qa_vnext_multitarget_forecasting_foundation)
export(qa_vnext_multitarget_supervised_forecasting)
export(qa_vnext_panel_forecasting_foundation)
export(qa_vnext_panel_strategy_selection)
export(qa_vnext_rodeo_transformation_replay)
export(qa_vnext_scoring_lifecycle)
export(qa_vnext_usage_documentation)
export(utility_surface_plot)
export(validate_artifact)
export(validate_artifact_collection)
import(data.table)
import(doParallel)
import(foreach)
importFrom(data.table,"%chin%")
importFrom(data.table,"%like%")
importFrom(data.table,":=")
importFrom(data.table,.I)
importFrom(data.table,.N)
importFrom(data.table,.SD)
importFrom(data.table,as.IDate)
importFrom(data.table,as.ITime)
importFrom(data.table,as.data.table)
importFrom(data.table,data.table)
importFrom(data.table,fwrite)
importFrom(data.table,is.data.table)
importFrom(data.table,rbindlist)
importFrom(data.table,set)
importFrom(data.table,setcolorder)
importFrom(data.table,setnames)
importFrom(data.table,setorderv)
importFrom(foreach,"%dopar%")
importFrom(lubridate,"%m+%")
importFrom(stats,dbeta)
importFrom(stats,deltat)
importFrom(stats,dgeom)
importFrom(stats,optimize)
importFrom(stats,pbeta)
importFrom(stats,pchisq)
importFrom(stats,pnorm)
importFrom(stats,qnorm)
importFrom(stats,reorder)
importFrom(stats,tsp)
importFrom(utils,installed.packages)