# Generated by roxygen2: do not edit by hand S3method("[",iteration_results) S3method("[",resample_results) S3method("[",tune_results) S3method("names<-",iteration_results) S3method("names<-",resample_results) S3method("names<-",tune_results) S3method(.get_fingerprint,tune_results) S3method(.use_case_weights_with_yardstick,default) S3method(.use_case_weights_with_yardstick,hardhat_frequency_weights) S3method(.use_case_weights_with_yardstick,hardhat_importance_weights) S3method(augment,last_fit) S3method(augment,resample_results) S3method(augment,tune_results) S3method(autoplot,resample_results) S3method(autoplot,tune_results) S3method(collect_extracts,default) S3method(collect_extracts,tune_results) S3method(collect_metrics,default) S3method(collect_metrics,tune_results) S3method(collect_notes,default) S3method(collect_notes,tune_results) S3method(collect_predictions,default) S3method(collect_predictions,tune_results) S3method(compute_metrics,default) S3method(compute_metrics,tune_results) S3method(dplyr_reconstruct,iteration_results) S3method(dplyr_reconstruct,resample_results) S3method(dplyr_reconstruct,tune_results) S3method(extract_fit_engine,tune_results) S3method(extract_fit_parsnip,tune_results) S3method(extract_mold,tune_results) S3method(extract_preprocessor,tune_results) S3method(extract_recipe,tune_results) S3method(extract_spec_parsnip,tune_results) S3method(extract_workflow,last_fit) S3method(extract_workflow,tune_results) S3method(fit_best,default) S3method(fit_best,tune_results) S3method(fit_resamples,default) S3method(fit_resamples,model_spec) S3method(fit_resamples,workflow) S3method(int_pctl,tune_results) S3method(last_fit,default) S3method(last_fit,model_fit) S3method(last_fit,model_spec) S3method(last_fit,workflow) S3method(load_pkgs,character) S3method(load_pkgs,model_spec) S3method(load_pkgs,workflow) S3method(merge,model_spec) S3method(merge,recipe) S3method(min_grid,C5_rules) S3method(min_grid,boost_tree) S3method(min_grid,cubist_rules) S3method(min_grid,linear_reg) S3method(min_grid,logistic_reg) S3method(min_grid,mars) S3method(min_grid,model_spec) S3method(min_grid,multinom_reg) S3method(min_grid,nearest_neighbor) S3method(min_grid,pls) S3method(min_grid,poisson_reg) S3method(min_grid,rule_fit) S3method(obj_sum,resample_results) S3method(obj_sum,tune_race) S3method(obj_sum,tune_results) S3method(outcome_names,formula) S3method(outcome_names,recipe) S3method(outcome_names,terms) S3method(outcome_names,tune_results) S3method(outcome_names,workflow) S3method(parameters,model_spec) S3method(parameters,recipe) S3method(parameters,workflow) S3method(predict,conf_bound) S3method(predict,exp_improve) S3method(predict,last_fit) S3method(predict,prob_improve) S3method(predict,tune_results) S3method(pretty,tune_results) S3method(print,control_bayes) S3method(print,control_grid) S3method(print,control_last_fit) S3method(print,prob_improve) S3method(print,tune_results) S3method(select_best,default) S3method(select_best,tune_results) S3method(select_by_one_std_err,default) S3method(select_by_one_std_err,tune_results) S3method(select_by_pct_loss,default) S3method(select_by_pct_loss,tune_results) S3method(show_best,default) S3method(show_best,tune_results) S3method(size_sum,tune_results) S3method(tune_bayes,default) S3method(tune_bayes,model_spec) S3method(tune_bayes,workflow) S3method(tune_grid,default) S3method(tune_grid,model_spec) S3method(tune_grid,workflow) S3method(vec_cast,data.frame.iteration_results) S3method(vec_cast,data.frame.resample_results) S3method(vec_cast,data.frame.tune_results) S3method(vec_cast,iteration_results.data.frame) S3method(vec_cast,iteration_results.iteration_results) S3method(vec_cast,iteration_results.tbl_df) S3method(vec_cast,resample_results.data.frame) S3method(vec_cast,resample_results.resample_results) S3method(vec_cast,resample_results.tbl_df) S3method(vec_cast,tbl_df.iteration_results) S3method(vec_cast,tbl_df.resample_results) S3method(vec_cast,tbl_df.tune_results) S3method(vec_cast,tune_results.data.frame) S3method(vec_cast,tune_results.tbl_df) S3method(vec_cast,tune_results.tune_results) S3method(vec_ptype2,data.frame.iteration_results) S3method(vec_ptype2,data.frame.resample_results) S3method(vec_ptype2,data.frame.tune_results) S3method(vec_ptype2,iteration_results.data.frame) S3method(vec_ptype2,iteration_results.iteration_results) S3method(vec_ptype2,iteration_results.tbl_df) S3method(vec_ptype2,resample_results.data.frame) S3method(vec_ptype2,resample_results.resample_results) S3method(vec_ptype2,resample_results.tbl_df) S3method(vec_ptype2,tbl_df.iteration_results) S3method(vec_ptype2,tbl_df.resample_results) S3method(vec_ptype2,tbl_df.tune_results) S3method(vec_ptype2,tune_results.data.frame) S3method(vec_ptype2,tune_results.tbl_df) S3method(vec_ptype2,tune_results.tune_results) S3method(vec_restore,iteration_results) S3method(vec_restore,resample_results) S3method(vec_restore,tune_results) export(.catch_and_log) export(.catch_and_log_fit) export(.config_key_from_metrics) export(.estimate_metrics) export(.filter_perf_metrics) export(.get_extra_col_names) export(.get_fingerprint) export(.get_tune_eval_time_target) export(.get_tune_eval_times) export(.get_tune_metric_names) export(.get_tune_metrics) export(.get_tune_outcome_names) export(.get_tune_parameter_names) export(.get_tune_parameters) export(.get_tune_workflow) export(.load_namespace) export(.stash_last_result) export(.use_case_weights_with_yardstick) export(augment) export(autoplot) export(check_eval_time_arg) export(check_initial) export(check_metric_in_tune_results) export(check_metrics) export(check_metrics_arg) export(check_parameters) export(check_rset) export(check_time) export(check_workflow) export(choose_eval_time) export(choose_metric) export(collect_extracts) export(collect_metrics) export(collect_notes) export(collect_predictions) export(compute_metrics) export(conf_bound) export(conf_mat_resampled) export(control_bayes) export(control_grid) export(control_last_fit) export(control_resamples) export(coord_obs_pred) export(empty_ellipses) export(encode_set) export(estimate_tune_results) export(exp_improve) export(expo_decay) export(extract_fit_engine) export(extract_fit_parsnip) export(extract_model) export(extract_mold) export(extract_parameter_set_dials) export(extract_preprocessor) export(extract_recipe) export(extract_spec_parsnip) export(extract_workflow) export(filter_parameters) export(finalize_model) export(finalize_recipe) export(finalize_workflow) export(finalize_workflow_preprocessor) export(first_eval_time) export(first_metric) export(fit_best) export(fit_max_value) export(fit_resamples) export(forge_from_workflow) export(get_metric_time) export(get_tune_colors) export(initialize_catalog) export(int_pctl) export(is_preprocessor) export(is_recipe) export(is_workflow) export(last_fit) export(load_pkgs) export(maybe_choose_eval_time) export(message_wrap) export(metrics_info) export(min_grid) export(min_grid.C5_rules) export(min_grid.boost_tree) export(min_grid.cubist_rules) export(min_grid.linear_reg) export(min_grid.logistic_reg) export(min_grid.mars) export(min_grid.multinom_reg) export(min_grid.nearest_neighbor) export(min_grid.pls) export(min_grid.poisson_reg) export(min_grid.rule_fit) export(new_backend_options) export(new_iteration_results) export(outcome_names) export(parameters) export(prob_improve) export(pull_rset_attributes) export(required_pkgs) export(select_best) export(select_by_one_std_err) export(select_by_pct_loss) export(show_best) export(show_notes) export(tunable) export(tune) export(tune_args) export(tune_bayes) export(tune_grid) export(val_class_and_single) export(val_class_or_null) import(vctrs) import(workflows) importFrom(GPfit,GP_fit) importFrom(cli,cli_abort) importFrom(cli,cli_alert) importFrom(cli,cli_alert_danger) importFrom(cli,cli_alert_info) importFrom(cli,cli_alert_success) importFrom(cli,cli_alert_warning) importFrom(cli,cli_inform) importFrom(cli,cli_warn) importFrom(cli,qty) importFrom(dials,encode_unit) importFrom(dials,is_unknown) importFrom(dials,parameters) importFrom(dplyr,"%>%") importFrom(dplyr,all_of) importFrom(dplyr,anti_join) importFrom(dplyr,arrange) importFrom(dplyr,bind_cols) importFrom(dplyr,bind_rows) importFrom(dplyr,case_when) importFrom(dplyr,desc) importFrom(dplyr,distinct) importFrom(dplyr,dplyr_reconstruct) importFrom(dplyr,filter) importFrom(dplyr,full_join) importFrom(dplyr,inner_join) importFrom(dplyr,last) importFrom(dplyr,mutate) importFrom(dplyr,mutate_if) importFrom(dplyr,pull) importFrom(dplyr,rename) importFrom(dplyr,sample_n) importFrom(dplyr,select) importFrom(dplyr,slice) importFrom(dplyr,starts_with) importFrom(dplyr,ungroup) importFrom(dplyr,vars) importFrom(foreach,"%dopar%") importFrom(foreach,foreach) importFrom(foreach,getDoParName) importFrom(generics,augment) importFrom(generics,min_grid) importFrom(generics,required_pkgs) importFrom(generics,tunable) importFrom(generics,tune_args) importFrom(ggplot2,aes) importFrom(ggplot2,aes_) importFrom(ggplot2,aes_string) importFrom(ggplot2,autoplot) importFrom(ggplot2,facet_grid) importFrom(ggplot2,facet_wrap) importFrom(ggplot2,geom_errorbar) importFrom(ggplot2,geom_line) importFrom(ggplot2,geom_point) importFrom(ggplot2,ggplot) importFrom(ggplot2,scale_x_continuous) importFrom(ggplot2,xlab) importFrom(ggplot2,ylab) importFrom(glue,glue) importFrom(glue,glue_collapse) importFrom(hardhat,extract_fit_engine) importFrom(hardhat,extract_fit_parsnip) importFrom(hardhat,extract_mold) importFrom(hardhat,extract_parameter_set_dials) importFrom(hardhat,extract_preprocessor) importFrom(hardhat,extract_recipe) importFrom(hardhat,extract_spec_parsnip) importFrom(hardhat,extract_workflow) importFrom(hardhat,tune) importFrom(parsnip,get_from_env) importFrom(parsnip,required_pkgs) importFrom(purrr,map_int) importFrom(recipes,all_outcomes) importFrom(recipes,all_predictors) importFrom(rlang,"%||%") importFrom(rlang,":=") importFrom(rlang,call2) importFrom(rlang,call_name) importFrom(rlang,caller_env) importFrom(rlang,env_get) importFrom(rlang,eval_tidy) importFrom(rlang,expr) importFrom(rlang,is_false) importFrom(rlang,is_function) importFrom(rlang,is_missing) importFrom(rlang,is_quosure) importFrom(rlang,is_quosures) importFrom(rlang,ns_env) importFrom(rlang,quo_get_expr) importFrom(rlang,sym) importFrom(rlang,syms) importFrom(rsample,.get_fingerprint) importFrom(rsample,int_pctl) importFrom(stats,dnorm) importFrom(stats,median) importFrom(stats,model.frame) importFrom(stats,model.matrix) importFrom(stats,model.response) importFrom(stats,pnorm) importFrom(stats,predict) importFrom(stats,qnorm) importFrom(stats,qt) importFrom(stats,sd) importFrom(stats,setNames) importFrom(stats,update) importFrom(tibble,obj_sum) importFrom(tibble,size_sum) importFrom(tidyr,nest) importFrom(tidyr,unnest) importFrom(yardstick,accuracy) importFrom(yardstick,brier_class) importFrom(yardstick,brier_survival) importFrom(yardstick,rmse) importFrom(yardstick,roc_auc) importFrom(yardstick,rsq)