From c7bc3bdcc7aaf52ee412000a0c5216ef6324e72d Mon Sep 17 00:00:00 2001 From: Max Kuhn Date: Wed, 17 Jan 2024 14:01:26 -0500 Subject: [PATCH] show_best tests for censored regression models (#156) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * initial tests for #118 * return 5 configs * missing %>% * reduce changes of ties affecting results * trying to avoid irreproducible results across runs and OS'es * Apply suggestions from code review Co-authored-by: Hannah Frick * update for latest tune version * updated snapshots * updated snapshots with new current package versions --------- Co-authored-by: ‘topepo’ <‘mxkuhn@gmail.com’> Co-authored-by: Hannah Frick --- .../_snaps/survival-tune-show-best.md | 183 ++++++++++++ .../_snaps/survival-tune_race_anova.md | 30 +- .../aov-race-plot.png | Bin 23847 -> 25273 bytes .../dyn-aov-race-plot.png | Bin 23860 -> 26674 bytes .../int-aov-race-plot.png | Bin 21791 -> 23653 bytes .../int-aov-racing.png | Bin 0 -> 17092 bytes tests/testthat/helper-cens-churn.R | 33 +++ .../test-parsnip-survival-censoring-weights.R | 2 +- tests/testthat/test-survival-tune-show-best.R | 267 ++++++++++++++++++ 9 files changed, 499 insertions(+), 16 deletions(-) create mode 100644 tests/testthat/_snaps/survival-tune-show-best.md create mode 100644 tests/testthat/_snaps/survival-tune_race_anova/int-aov-racing.png create mode 100644 tests/testthat/helper-cens-churn.R create mode 100644 tests/testthat/test-survival-tune-show-best.R diff --git a/tests/testthat/_snaps/survival-tune-show-best.md b/tests/testthat/_snaps/survival-tune-show-best.md new file mode 100644 index 0000000..e2f5e5b --- /dev/null +++ b/tests/testthat/_snaps/survival-tune-show-best.md @@ -0,0 +1,183 @@ +# show_best with censored data - integrated metric - grid + + Code + show_best(grid_int_res) + Condition + Warning in `show_best()`: + No value of `metric` was given; "brier_survival_integrated" will be used. + Output + # A tibble: 5 x 7 + cost_complexity .metric .estimator mean n std_err .config + + 1 0.000126 brier_survival_integ~ standard 0.00791 10 0.00137 Prepro~ + 2 0.000251 brier_survival_integ~ standard 0.00793 10 0.00137 Prepro~ + 3 0.000200 brier_survival_integ~ standard 0.00794 10 0.00136 Prepro~ + 4 0.000158 brier_survival_integ~ standard 0.00796 10 0.00134 Prepro~ + 5 0.000316 brier_survival_integ~ standard 0.00797 10 0.00152 Prepro~ + +# show_best with censored data - dynamic metric - bayes + + Code + show_best(bayes_dyn_res) + Condition + Warning in `show_best()`: + No value of `metric` was given; "brier_survival" will be used. + Output + # A tibble: 5 x 9 + cost_complexity .metric .estimator .eval_time mean n std_err .config + + 1 1.26e- 9 brier_surv~ standard 100 0.0114 10 0.00312 Prepro~ + 2 1.31e- 6 brier_surv~ standard 100 0.0114 10 0.00312 Prepro~ + 3 3.55e- 8 brier_surv~ standard 100 0.0114 10 0.00312 Iter2 + 4 1.00e-10 brier_surv~ standard 100 0.0114 10 0.00312 Iter3 + 5 3.91e- 5 brier_surv~ standard 100 0.0114 10 0.00312 Prepro~ + # i 1 more variable: .iter + +--- + + Code + show_best(bayes_dyn_res, metric = "brier_survival", eval_time = 1) + Condition + Error in `show_best()`: + ! Evaluation time 1 is not in the results. + +--- + + Code + show_best(bayes_dyn_res, metric = "brier_survival_integrated") + Condition + Error in `show_best()`: + ! "brier_survival_integrated" was not in the metric set. Please choose from: "brier_survival". + +# show_best with censored data - static metric - anova racing + + Code + show_best(race_stc_res) + Condition + Warning in `show_best()`: + No value of `metric` was given; "concordance_survival" will be used. + Output + # A tibble: 1 x 7 + cost_complexity .metric .estimator mean n std_err .config + + 1 0.00001 concordance_survival standard 0.278 10 0.0147 Preproces~ + +--- + + Code + show_best(race_stc_res, metric = "concordance_survival", eval_time = 1) + Condition + Warning in `show_best()`: + An evaluation time is only required when a dynamic metric is selected (and `eval_time` will thus be ignored). + Output + # A tibble: 1 x 7 + cost_complexity .metric .estimator mean n std_err .config + + 1 0.00001 concordance_survival standard 0.278 10 0.0147 Preproces~ + +--- + + Code + show_best(race_stc_res, metric = "brier_survival_integrated") + Condition + Warning: + Metric "concordance_survival" was used to evaluate model candidates in the race but "brier_survival_integrated" has been chosen to rank the candidates. These results may not agree with the race. + Error in `show_best()`: + ! "brier_survival_integrated" was not in the metric set. Please choose from: "concordance_survival". + +# show_best with censored data - static metric (+dyn) - W/L racing + + Code + show_best(race_stc_res) + Condition + Warning in `show_best()`: + No value of `metric` was given; "concordance_survival" will be used. + Output + # A tibble: 5 x 8 + cost_complexity .metric .estimator .eval_time mean n std_err .config + + 1 0.0706 concordance~ standard NA 0.297 10 0.0118 Prepro~ + 2 0.0000128 concordance~ standard NA 0.278 10 0.0147 Prepro~ + 3 0.0000591 concordance~ standard NA 0.275 10 0.0152 Prepro~ + 4 0.0000959 concordance~ standard NA 0.274 10 0.0149 Prepro~ + 5 0.000374 concordance~ standard NA 0.256 10 0.0133 Prepro~ + +--- + + Code + show_best(race_stc_res, metric = "concordance_survival", eval_time = 1) + Condition + Warning in `show_best()`: + An evaluation time is only required when a dynamic metric is selected (and `eval_time` will thus be ignored). + Output + # A tibble: 5 x 8 + cost_complexity .metric .estimator .eval_time mean n std_err .config + + 1 0.0706 concordance~ standard NA 0.297 10 0.0118 Prepro~ + 2 0.0000128 concordance~ standard NA 0.278 10 0.0147 Prepro~ + 3 0.0000591 concordance~ standard NA 0.275 10 0.0152 Prepro~ + 4 0.0000959 concordance~ standard NA 0.274 10 0.0149 Prepro~ + 5 0.000374 concordance~ standard NA 0.256 10 0.0133 Prepro~ + +--- + + Code + show_best(race_stc_res, metric = "brier_survival_integrated") + Condition + Warning: + Metric "concordance_survival" was used to evaluate model candidates in the race but "brier_survival_integrated" has been chosen to rank the candidates. These results may not agree with the race. + Error in `show_best()`: + ! "brier_survival_integrated" was not in the metric set. Please choose from: "concordance_survival" and "brier_survival". + +# show_best with censored data - dyn metric (+stc) - W/L racing + + Code + show_best(race_dyn_res) + Condition + Warning in `show_best()`: + No value of `metric` was given; "brier_survival" will be used. + Output + # A tibble: 5 x 8 + cost_complexity .metric .estimator .eval_time mean n std_err .config + + 1 0.0000591 brier_surv~ standard 100 0.0110 10 0.00314 Prepro~ + 2 0.0000959 brier_surv~ standard 100 0.0110 10 0.00317 Prepro~ + 3 0.0000128 brier_surv~ standard 100 0.0114 10 0.00312 Prepro~ + 4 0.000374 brier_surv~ standard 100 0.0114 10 0.00340 Prepro~ + 5 0.000822 brier_surv~ standard 100 0.0124 10 0.00319 Prepro~ + +--- + + Code + show_best(race_dyn_res, metric = "concordance_survival") + Condition + Warning: + Metric "brier_survival" was used to evaluate model candidates in the race but "concordance_survival" has been chosen to rank the candidates. These results may not agree with the race. + Output + # A tibble: 5 x 8 + cost_complexity .metric .estimator .eval_time mean n std_err .config + + 1 0.0000128 concordance~ standard NA 0.278 10 0.0147 Prepro~ + 2 0.0000591 concordance~ standard NA 0.275 10 0.0152 Prepro~ + 3 0.0000959 concordance~ standard NA 0.274 10 0.0149 Prepro~ + 4 0.000374 concordance~ standard NA 0.256 10 0.0133 Prepro~ + 5 0.000822 concordance~ standard NA 0.238 10 0.0182 Prepro~ + +--- + + Code + show_best(race_dyn_res, metric = "brier_survival", eval_time = 1) + Condition + Error in `show_best()`: + ! Evaluation time 1 is not in the results. + +--- + + Code + show_best(race_dyn_res, metric = "brier_survival_integrated") + Condition + Warning: + Metric "brier_survival" was used to evaluate model candidates in the race but "brier_survival_integrated" has been chosen to rank the candidates. These results may not agree with the race. + Error in `show_best()`: + ! "brier_survival_integrated" was not in the metric set. Please choose from: "brier_survival" and "concordance_survival". + diff --git a/tests/testthat/_snaps/survival-tune_race_anova.md b/tests/testthat/_snaps/survival-tune_race_anova.md index 66812e7..1554fdf 100644 --- a/tests/testthat/_snaps/survival-tune_race_anova.md +++ b/tests/testthat/_snaps/survival-tune_race_anova.md @@ -40,11 +40,11 @@ # A tibble: 5 x 8 cost_complexity .metric .estimator .eval_time mean n std_err .config - 1 0.0841 brier_survi~ standard 1 0.201 30 0.00415 Prepro~ - 2 0.0891 brier_survi~ standard 1 0.201 30 0.00415 Prepro~ - 3 0.0944 brier_survi~ standard 1 0.201 30 0.00415 Prepro~ - 4 0.1 brier_survi~ standard 1 0.201 30 0.00415 Prepro~ - 5 0.0794 brier_survi~ standard 1 0.202 30 0.00418 Prepro~ + 1 0.0000000001 brier_survi~ standard 1 0.177 30 0.00707 Prepro~ + 2 0.0841 brier_survi~ standard 1 0.201 30 0.00415 Prepro~ + 3 0.0891 brier_survi~ standard 1 0.201 30 0.00415 Prepro~ + 4 0.0944 brier_survi~ standard 1 0.201 30 0.00415 Prepro~ + 5 0.1 brier_survi~ standard 1 0.201 30 0.00415 Prepro~ --- @@ -65,11 +65,11 @@ # A tibble: 5 x 8 cost_complexity .metric .estimator .eval_time mean n std_err .config - 1 0.0841 brier_survi~ standard 1 0.201 30 0.00415 Prepro~ - 2 0.0891 brier_survi~ standard 1 0.201 30 0.00415 Prepro~ - 3 0.0944 brier_survi~ standard 1 0.201 30 0.00415 Prepro~ - 4 0.1 brier_survi~ standard 1 0.201 30 0.00415 Prepro~ - 5 0.0794 brier_survi~ standard 1 0.202 30 0.00418 Prepro~ + 1 0.0000000001 brier_survi~ standard 1 0.177 30 0.00707 Prepro~ + 2 0.0841 brier_survi~ standard 1 0.201 30 0.00415 Prepro~ + 3 0.0891 brier_survi~ standard 1 0.201 30 0.00415 Prepro~ + 4 0.0944 brier_survi~ standard 1 0.201 30 0.00415 Prepro~ + 5 0.1 brier_survi~ standard 1 0.201 30 0.00415 Prepro~ --- @@ -82,9 +82,9 @@ # A tibble: 5 x 8 cost_complexity .metric .estimator .eval_time mean n std_err .config - 1 0.0794 brier_survi~ standard NA 0.338 30 0.00487 Prepro~ - 2 0.0841 brier_survi~ standard NA 0.338 30 0.00480 Prepro~ - 3 0.0891 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zLG0PB9UvnFl3{&GSVvNxCWA(9pCsC*F`2$=9={#$n@#0+udm$@y#9xIZ%R6f{j${2I zUD@u~tod3uqEdR$EcIH`%nFmajb5G0f9A+AC)QUJ$FSq8tyknC!g8OJxp5AOQJYLdyTHtG?Z!i=VRQZym>ckJ0mj$@Xw3-+K&v9!nOP5hK7)A}0NP{kQlvYM`aPP?D732RD1(^Qv-%rY8q}*9Zj$u?b5s2h{Td8QO!| zk0u5O1Ijte32{c&1UwG;_Tgnxaxp3RqZ>rtt+rQ6v*K&rNP%4F+A%pM2-2mE{PQY* z%Z@13bQKbfS(TBS{cd|Hav>w(jdeXLEBFrI+LS)>gk;T3XQNRkfAX`3PxFwWqES7! z!)ISgno)I*z|jRgVMzV((S*Q)9T*|uL16%9wQXkTxa7YE_q+of^-Z>RQ~YR#HZd&}bAd76zzs|7^g z=n0>FO-h?_%Jl|(*pggW(iiQ(Vs;ndo2T_@h(ZRr&FCdoOa}@UVvM*}TP1=lE*A%< z1#i{osyTx%u_{mv=-?H%L~q#5ja^EWv6mvn*XuTVPvY|5;zz5jQR*&P<@M%$b9Yso zk3`hH;Wv0?dpVMJyDaw08-*PeUK1kg*JR5zrd2!>QzW86ym(nEw+ajwKc9;8164b@ zF8}w40iWG#YUR*zErpaMWWSWqg+J0HbdJ6+ zPFMT7sIro~gk53zwlVxC<82nkmfp>#x+7EAnRomlnYdeh*-W{`EQ(`PQG5Cg>lIDf zaoReMj669Q%I!sIFEB40`oaj>J6&e;v0WKD~lSqn0E9`LE0TnX|K5AF3n5;$`>1*tMzV0>J@B@tP$4x(| z^zyvO21{x$^+&O#E&oxZ?Vaf$Q0pI}n?EgN;ImJehZcOx=`}GBa7fWq3dwC%vHgLG z5C{SPFT?tN1pZ)rzCma0n3;!-n36_AB9+Rss+^J(e+-P@_J49-9b7t0do5;Id@ud1 z?V9&RYcWH=V?G$uR*l-LbTOmuB{pVCmRGQLyT}CCLux-BarlFCeB@hBe%QY0J&u(1 zz2suAC4>4s!47^WYbMN+P`Pf35yfCD3=yEAm?JnVdqp{P&q=_e7zu;_E#Z~Fd4A7q t+{(hiUvQz% + mutate( + churned = ifelse(churn == "yes", 1, 0), + event_time = survival::Surv(account_length, churned) + ) %>% + select(event_time, account_length, area_code, total_eve_calls) + + set.seed(6941) + churn_split <- initial_split(mlc_churn) + churn_tr <- training(churn_split) + churn_te <- testing(churn_split) + churn_rs <- vfold_cv(churn_tr) + + eval_times <- c(50, 100, 150) + + churn_rec <- + recipe(event_time ~ ., data = churn_tr) %>% + step_dummy(area_code) %>% + step_normalize(all_predictors()) + + list(split = churn_split, train = churn_tr, test = churn_te, + rs = churn_rs, times = eval_times, rec = churn_rec) + +} + diff --git a/tests/testthat/test-parsnip-survival-censoring-weights.R b/tests/testthat/test-parsnip-survival-censoring-weights.R index 8b752c1..1c4f958 100644 --- a/tests/testthat/test-parsnip-survival-censoring-weights.R +++ b/tests/testthat/test-parsnip-survival-censoring-weights.R @@ -222,7 +222,7 @@ test_that("error messages in context of .censoring_weights_graf()", { test_that("error for .censoring_weights_graf.workflow()", { # temporarily its own test, see above - skip_if_not_installed("workflows", minimum_version = "1.1.3.9001") + skip_if_not_installed("workflows", minimum_version = "1.1.3.9007") expect_snapshot(error = TRUE, .censoring_weights_graf(workflows::workflow())) }) diff --git a/tests/testthat/test-survival-tune-show-best.R b/tests/testthat/test-survival-tune-show-best.R new file mode 100644 index 0000000..6baf45f --- /dev/null +++ b/tests/testthat/test-survival-tune-show-best.R @@ -0,0 +1,267 @@ + +test_that("show_best with censored data - integrated metric - grid", { + + skip_if_not_installed("parsnip", minimum_version = "1.1.1.9007") + skip_if_not_installed("tune", minimum_version = "1.1.2.9010") + + obj <- make_churn_cens_objects() + + g_ctrl <- control_grid(save_pred = TRUE) + + tree_spec <- + decision_tree(cost_complexity = tune(), min_n = 2) %>% + set_mode("censored regression") + + int_met <- metric_set(brier_survival_integrated) + + set.seed(1) + grid_int_res <- + tree_spec %>% + tune_grid( + event_time ~ ., + resamples = obj$rs, + grid = tibble(cost_complexity = 10^seq(-4, -2, by = .1)), + control = g_ctrl, + metrics = int_met, + eval_time = obj$times + ) + + expect_equal( + show_best(grid_int_res, metric = "brier_survival_integrated"), + grid_int_res %>% + collect_metrics() %>% + arrange(mean) %>% + slice_min(mean, n = 5) + ) + expect_snapshot( + show_best(grid_int_res) + ) + +}) + + +test_that("show_best with censored data - dynamic metric - bayes", { + + skip_if_not_installed("parsnip", minimum_version = "1.1.1.9007") + skip_if_not_installed("tune", minimum_version = "1.1.2.9005") + + obj <- make_churn_cens_objects() + + tree_spec <- + decision_tree(cost_complexity = tune(), min_n = 2) %>% + set_mode("censored regression") + + dyn_met <- metric_set(brier_survival) + + set.seed(611) + bayes_dyn_res <- + tree_spec %>% + tune_bayes( + event_time ~ ., + resamples = obj$rs, + initial = 4, + iter = 3, + metrics = dyn_met, + eval_time = 100 + ) + + expect_equal( + show_best(bayes_dyn_res, metric = "brier_survival", eval_time = 100, n = 2), + bayes_dyn_res %>% + collect_metrics() %>% + arrange(mean) %>% + slice(1:2) + ) + expect_snapshot( + show_best(bayes_dyn_res) + ) + expect_snapshot( + show_best(bayes_dyn_res, metric = "brier_survival", eval_time = 1), + error = TRUE + ) + expect_snapshot( + show_best(bayes_dyn_res, metric = "brier_survival_integrated"), + error = TRUE + ) + +}) + + +test_that("show_best with censored data - static metric - anova racing", { + + skip_if_not_installed("parsnip", minimum_version = "1.1.1.9007") + skip_if_not_installed("tune", minimum_version = "1.1.2.9005") + skip_if_not_installed("finetune", minimum_version = "1.1.0.9004") + + obj <- make_churn_cens_objects() + suppressPackageStartupMessages(library("finetune")) + + tree_spec <- + decision_tree(cost_complexity = tune(), min_n = 2) %>% + set_mode("censored regression") + + stc_met <- metric_set(concordance_survival) + + set.seed(22) + race_stc_res <- + tree_spec %>% + tune_race_anova( + event_time ~ ., + resamples = obj$rs, + grid = tibble(cost_complexity = 10^c(-1.4, -2.5, -3, -5)), + metrics = stc_met + ) + + num_rs <- nrow(obj$rs) + winner <- + race_stc_res %>% + collect_metrics(summarize = FALSE) %>% + count(.config) %>% + filter(n == num_rs) %>% + arrange(.config) %>% + slice(1) %>% + pluck(".config") + + expect_equal( + sort(show_best(race_stc_res, metric = "concordance_survival", n = 1)$.config), + winner + ) + expect_snapshot( + show_best(race_stc_res) + ) + expect_snapshot( + show_best(race_stc_res, metric = "concordance_survival", eval_time = 1) + ) + expect_snapshot( + show_best(race_stc_res, metric = "brier_survival_integrated"), + error = TRUE + ) + +}) + + +test_that("show_best with censored data - static metric (+dyn) - W/L racing", { + + skip_if_not_installed("parsnip", minimum_version = "1.1.1.9007") + skip_if_not_installed("tune", minimum_version = "1.1.2.9005") + skip_if_not_installed("finetune", minimum_version = "1.1.0.9004") + + obj <- make_churn_cens_objects() + suppressPackageStartupMessages(library("finetune")) + + tree_spec <- + decision_tree(cost_complexity = tune(), min_n = 2) %>% + set_mode("censored regression") + + tree_param <- + tree_spec %>% + extract_parameter_set_dials() %>% + update(cost_complexity = cost_complexity(c(-5, -1))) + + surv_met <- metric_set(concordance_survival, brier_survival) + + set.seed(326) + race_stc_res <- + tree_spec %>% + tune_race_win_loss( + event_time ~ ., + resamples = obj$rs, + grid = 10, + metrics = surv_met, + eval_time = 100, + param_info = tree_param + ) + + num_rs <- nrow(obj$rs) + winners <- + race_stc_res %>% + collect_metrics() %>% + filter(.metric == "concordance_survival" & n == num_rs) %>% + arrange(desc(mean)) %>% + slice(1:5) %>% + pluck(".config") + + expect_equal( + show_best(race_stc_res, metric = "concordance_survival")$.config, + winners + ) + expect_snapshot( + show_best(race_stc_res) + ) + expect_snapshot( + show_best(race_stc_res, metric = "concordance_survival", eval_time = 1) + ) + expect_snapshot( + show_best(race_stc_res, metric = "brier_survival_integrated"), + error = TRUE + ) + +}) + + +test_that("show_best with censored data - dyn metric (+stc) - W/L racing", { + skip_if_not_installed("parsnip", minimum_version = "1.1.1.9007") + skip_if_not_installed("tune", minimum_version = "1.1.2.9005") + skip_if_not_installed("finetune", minimum_version = "1.1.0.9004") + + obj <- make_churn_cens_objects() + suppressPackageStartupMessages(library("finetune")) + + boost_spec <- + boost_tree(trees = tune()) %>% + set_engine("mboost") %>% + set_mode("censored regression") + + tree_spec <- + decision_tree(cost_complexity = tune(), min_n = 2) %>% + set_mode("censored regression") + + tree_param <- + tree_spec %>% + extract_parameter_set_dials() %>% + update(cost_complexity = cost_complexity(c(-5, -1))) + + surv_met <- metric_set(brier_survival, concordance_survival) + + set.seed(326) + race_dyn_res <- + tree_spec %>% + tune_race_win_loss( + event_time ~ ., + resamples = obj$rs, + grid = 10, + metrics = surv_met, + eval_time = 100, + param_info = tree_param + ) + + num_rs <- nrow(obj$rs) + winners <- + race_dyn_res %>% + collect_metrics() %>% + filter(.metric == "brier_survival" & n == num_rs) %>% + arrange(mean) %>% + slice(1:5) %>% + pluck(".config") + + expect_equal( + show_best(race_dyn_res, metric = "brier_survival")$.config, + winners + ) + expect_snapshot( + show_best(race_dyn_res) + ) + expect_snapshot( + show_best(race_dyn_res, metric = "concordance_survival") + ) + expect_snapshot( + show_best(race_dyn_res, metric = "brier_survival", eval_time = 1), + error = TRUE + ) + expect_snapshot( + show_best(race_dyn_res, metric = "brier_survival_integrated"), + error = TRUE + ) + +}) +